M.D. v. Greg Abbott , 907 F.3d 237 ( 2018 )


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  •      Case: 18-40057   Document: 00514688349     Page: 1   Date Filed: 10/18/2018
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE FIFTH CIRCUIT  United States Court of Appeals
    Fifth Circuit
    FILED
    October 18, 2018
    No. 18-40057
    Lyle W. Cayce
    Clerk
    M. D., by next friend Sarah R. Stukenberg; Z. H., by next friend Carla B.
    Morrison; S. A., by next friend Javier Solis; A. M., by next friend Jennifer
    Talley; J. S., by next friend Anna J. Ricker; H. V., by next friend Anna J.
    Ricker; L. H., by next friend Estela C. Vasquez; C. H., by next friend Estela
    C. Vasquez; A. R., by next friend Tom McKenzie, individually and on behalf
    of all other similarly situated,
    Plaintiffs - Appellees
    v.
    GREG ABBOTT, in his official capacity as Governor of the State of Texas;
    COURTNEY PHILLIPS, in her official capacity as Executive Commissioner
    of the Health and Human Services Commission of Texas; HENRY
    WHITMAN, JR., in his official capacity as Commissioner of the Department
    of Family and Protective Services of the State of Texas,
    Defendants - Appellants
    Appeal from the United States District Court
    for the Southern District of Texas
    Before HIGGINBOTHAM, SMITH, and CLEMENT, Circuit Judges.
    EDITH BROWN CLEMENT, Circuit Judge:
    Plaintiffs, a certified class of minor children in the Permanent Managing
    Conservatorship of the Department of Family Protective Services (“DFPS”) in
    Texas, filed suit under 42 U.S.C. § 1983 seeking injunctive relief against the
    Governor of Texas, the Executive Commissioner of the Texas Health and
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    No. 18-40057
    Human Services Commission, and the Commissioner of DFPS (collectively “the
    State”). They allege that the State’s maintenance of its foster care system
    exposes them to a serious risk of abuse, neglect, and harm to their physical and
    psychological well-being. The district court held that the State’s policies and
    practices violated plaintiffs’ constitutional right to be free from an
    unreasonable risk of harm, and granted plaintiffs a permanent injunction
    requiring sweeping changes to Texas’s foster care system. The State appeals
    both the liability determination and the injunctive order. For the reasons
    stated below, we AFFIRM in part, REVERSE in part, VACATE, and REMAND
    for modification of the injunction.
    I.     Facts and Proceedings
    The Texas Department of Family and Protective Services 1 is responsible
    for roughly 29,000 children. When DFPS’s Child Protective Services (“CPS”)
    division determines that it is not safe for a child to remain with his legal
    guardian as a result of abuse and/or neglect, CPS petitions the court to remove
    the child to the Temporary Management Conservatorship (“TMC”). TMC is
    intended to be a nonpermanent custody arrangement. CPS places the TMC
    child with a relative or a certified caregiver while CPS attempts to reunify the
    child with his legal guardian, permanently place him with a relative, or
    arrange for him to be adopted. There are approximately 17,000 children in
    TMC, which lasts for one year unless the court extends it by six months. If CPS
    cannot achieve permanency 2 for the child at the end of the TMC period, the
    child enters the Permanent Managing Conservatorship (“PMC”). There are
    approximately 12,000 children in PMC.
    ________________________
    1  DFPS is overseen by Texas’s Health and Human Services Commission. See Tex.
    Gov’t Code Ann. § 531.0055.
    2 “Permanency” is the term used to refer to a child’s exiting from DFPS care into an
    appropriate, permanent setting. It is the ultimate goal for children in State custody.
    2
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    Many things change when a child is moved to PMC. As a general matter,
    PMC children get less attention from their caseworkers and other advocates
    than do TMC children. For example, according to requirements set by the state
    legislature, PMC children are entitled to fewer permanency review hearings,
    planning meetings, and status hearings per year. TMC children receive four
    service plan reviews in their first year, but PMC children receive only two
    reviews per year. Unlike TMC children, PMC children are not entitled to an
    attorney ad litem, and they are far less likely to have Court Appointed Special
    Advocate (“CASA”) volunteers. As one state court-commissioned report put it,
    “[t]hough the State’s responsibility for the child’s life and well-being does not
    change—and arguably increases—the attention paid to the child’s cases
    diminishes drastically.” There is a sense among CPS staff that when a child
    transitions into PMC, “the clock stops ticking.”
    Children receive one of four “service level” designations upon entering
    state custody—Basic, Moderate, Specialized, or Intense—based on their
    physical and psychological needs. Placements must be licensed to care for
    children at specific service levels. DFPS has access to a variety of placement
    settings, though it directly manages only about 10% of them. The remaining
    90% are managed by private child-placing agencies (“CPAs”) contracting with
    the State. Relevant placement setting options, listed from least to most
    restrictive, include: 1) foster family homes that contain 1 to 6 children; 2) foster
    group homes that contain 7 to 12 children (“FGHs”); 3) general residential
    operations that contain 13 or more children (“GROs”); and 4) residential
    treatment centers (“RTCs”), which provide therapeutic treatment for children
    with more severe emotional or mental-health issues.
    It is DFPS policy to find the most appropriate placement for foster
    children and to try to keep children in their home counties. Policy also specifies
    that children should be placed with their siblings whenever possible and in
    3
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    family-like settings as opposed to group homes if it is feasible and in the child’s
    best interest. Because of practical limitations on placement availability,
    roughly 40% of children are placed “out of region.” 3 Approximately 64.7% of
    sibling groups are placed together. Just under 14% of PMC children under 12
    are placed in FGHs, GROs, or RCLs. DFPS does not have a policy against
    mixing children of different ages, sexes, and service levels in FGHs, though
    girls and boys may not share the same bedroom.
    Primary       conservatorship        caseworkers       (“CVS      caseworkers”        or
    “caseworkers”) are a foster child’s most important point of contact within
    DFPS, and they are critical to the provision of safety for foster children. CVS
    caseworkers are responsible for, among other things, assessing children’s
    placement needs, finding appropriate placement, monitoring the children to
    make sure they are safe, ensuring that they receive needed services, developing
    and implementing permanency plans, attending court hearings and plan
    meetings, updating the children’s medical records, and conducting monthly
    face-to-face visits with the children and their foster families. 4 Given
    caseworkers’ sweeping responsibilities, the Child Welfare League of America
    (“CWLA”) recommends that they carry a caseload that includes no more than
    12 to 15 children. 5 DFPS does not place any limits on the number of cases CVS
    caseworkers can carry. As of June 2014, nearly half of CVS caseworkers carried
    caseloads of 21 children or more, 22% carried caseloads of 26 or more, and
    nearly 10% carried caseloads of 31 children or more. 6 Caseworkers report that
    ________________________
    3 “Out of region” generally means outside of the child’s home county.
    4 CVS caseworkers’ caseloads include both TMC and PMC children.
    5 The Texas legislature recognizes the CWLA guidelines as a relevant, but not binding,
    benchmark. See Tex. Gov’t Code Ann. § 531.001(5).
    6 There is reason to doubt that these calculations capture the full scale of the caseload
    burden. The problems associated with the DFPS-provided data is discussed more fully in
    Section IV, infra.
    4
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    they are overworked, and DFPS experiences a high rate of caseworker
    turnover.
    Because placement availability is limited, it is often impracticable for
    caseworkers to make their monthly face-to-face visits with their children.
    DFPS often uses secondary workers to fill this gap. In some cases, when
    caseworkers are too busy or too far away, secondary “I See You” (“ISY”) workers
    will take on the home visits. Caseworkers then rely on ISY workers’ notes in
    case planning. ISY workers typically carry a large caseload, and their
    responsibilities are significantly more limited than are those of primary
    caseworkers. They are not required to follow up on a child’s needs, and they
    are not involved in any aspect of a child’s permanency plan outside of providing
    relevant information to the child’s primary caseworker. ISY workers’ primary
    responsibility is to see the child and confirm that the child “is still there.”
    Testimony at trial strongly suggests that ISY visits are perfunctory and that
    the information they generate from the foster child is often superficial and
    unhelpful. Children do not feel comfortable sharing their problems with their
    revolving roster of ISY workers, who often fail to meet with them in private as
    required by DFPS policy.
    With respect to recordkeeping, DFPS’s methods are shockingly
    haphazard and inefficient. A significant portion of children’s records are kept
    in DFPS’s electronic IMPACT casework system. Data on abuse and neglect
    investigations are maintained by the Residential Child Care Licensing
    (“RCCL”) division in its CLASS database. Caseworkers have access to CLASS,
    but the data is not merged with IMPACT files. RCCL allows CPAs to keep their
    own records. Medical records and related information is accessible via the
    STAR Health Passport, which is not synced with IMPACT, though IMPACT is
    supposed to include children’s comprehensive medical information. Neither
    IMPACT nor STAR can “store” many requisite documents electronically, so
    5
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    documents such as medical assessments and birth certificates are maintained
    in paper files. Some children’s files are maintained entirely in paper form, and
    casefiles are often inordinately long. 7
    The task of inspecting, investigating, and licensing placements is
    managed by RCCL. The Performance Management Unit (“PMU”) is
    responsible for internal quality control for all of DFPS, including RCCL. RCCL
    investigates any reports of neglect and abuse. When RCCL investigates an
    allegation, it ascribes one of four outcomes upon completion: 1) Reason to
    Believe (“RTB”); 2) Ruled Out (“RO”); 3) Unable to Determine (“UTD”) 8; or 4)
    Administrative Closure. 9 Two PMU studies of a random sample of UTD
    dispositions revealed a high rate of disposition errors.
    RCCL investigates incidents of child-on-child abuse, but does not
    formally track or aggregate those statistics; rather, it labels child-on-child
    incident investigations “negligent supervision” cases. The only place RCCL
    records a child’s history of abusing other children is in the perpetrating child’s
    individual casefile. This means that this information is not easily accessible to
    caseworkers when they are evaluating whether a placement is appropriate for
    one of their children. 10 It also means that incidents of child-on-child abuse are
    ________________________
    7  The district court noted that the records for the 20 children it had access to totaled
    over 350,000 pages. Case file length is also inconsistent. For example, J.S.’s case file was
    40,000 pages long, but the case files for an eight-sibling group comprised a total of 16,500
    pages.
    8 UTD is a final disposition and does not mandate RCCL follow-up.
    9 RTB and RO dispositions mean a “preponderance of the evidence” indicates abuse
    did or did not occur. “Administrative Closure” means “The operation is not subject to
    regulation; or the allegations do not meet the definition of abuse, neglect, or exploitation.”
    10 Essentially, this information is not “searchable” for a caseworker. As a result,
    caseworkers may miss it. For example, named plaintiff D.I. was placed in a home with a 16-
    year-old boy who had sexually abused a young boy several years earlier; D.I. was ultimately
    sexually abused by this same 16-year-old boy. The boy’s abuse history was not accessible to
    D.I.’s caseworker, and thus it was overlooked when making the placement decision.
    6
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    not included in the abuse rate/data DFPS provides to the federal government
    or the data that was provided to the district court.
    Children “age out” of foster care when they reach the age of 18. Roughly
    1,300–1,400 foster children “age-out” of the foster system annually. Of these,
    approximately 25–30% go back into extended foster care. Another small
    percentage with intellectual and developmental disabilities go into the
    guardianship of a separate program not maintained by DFPS. The rest,
    presumably, though it’s not clear from the record, find a permanent living
    arrangement, make use of shelters and other non-profit programs for youths
    aging-out of foster care, or end up homeless. DFPS offers independent living
    classes to foster children over the age of 16, though DFPS apparently does not
    know what percentage of children actually utilize the program.
    Plaintiffs, minor children in the PMC, filed suit through next friends in
    March 2011, alleging that the State violated their substantive rights under the
    Due Process Clause of the Fourteenth Amendment. They sought injunctive
    relief against the Governor of Texas, the Executive Commissioner of the Texas
    Health and Human Services Commission, and the Commissioner of DFPS. The
    district court granted their motion for class certification under Federal Rule of
    Civil Procedure 23. Following the Supreme Court’s opinion in Walmart v.
    Dukes, 
    564 U.S. 338
    (2011), this court vacated and remanded the certification.
    M.D. ex rel. Stukenberg v. Perry (M.D. I), 
    675 F.3d 832
    (5th Cir. 2012). After a
    three-day hearing, the district court concluded that the requirements of Rule
    23(a) had been met, and certified a general class—all children now, or in the
    future, in the PMC in Texas—and three subclasses: 1) Licensed Foster Care
    7
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    Subclass (“LFC”) 11; 2) FGH subclass; and 3) Basic care GRO subclass 12. The
    State’s interlocutory appeal of the certification order was dismissed as
    untimely. M.D. ex rel. Stukenberg v. Perry, 547 F. App’x 543 (5th Cir. 2013).
    Following a two-week bench trial, the conscientious district court issued
    its liability opinion in December 2015. The district court ultimately found that
    DFPS’s policies and practices with respect to caseloads, monitoring and
    oversight, placement array, and foster group homes violated plaintiffs’
    substantive due process rights. It ordered the State to “establish and
    implement policies and procedures to ensure . . . PMC foster children are free
    from an unreasonable risk of harm” and enjoined DFPS from placing children
    in FGHs that lack 24-hour awake-night supervision.
    Over the course of the trial, the court heard from twenty-eight fact
    witnesses: 1) six next friends and attorneys ad litem, who have roughly 80
    years of experience in the child welfare system between them and who have
    dealt extensively with PMC children and CVS caseworkers; 2) five former PMC
    foster children; 3) a non-profit leader who runs a shelter and transitional living
    program for youths aging-out of foster care in Texas and who has personally
    fostered 65 children over the last 16 years; 4) two former CVS caseworkers;
    and 5) 14 current DFPS officers 13. The district court also heard testimony from
    twelve expert witnesses proffered by the plaintiffs and the State. It gave
    various weight to the experts’ testimony according to the district court’s
    credibility determinations. Ultimately, the district court disregarded the
    testimony of two proffered experts in their entirety as unreliable.
    ________________________
    11  LFC includes all members of the General Class in licensed or verified foster care
    placements, excluding verified kinship placements.
    12 The Basic Care GRO subclass was later decertified as without adequate
    representatives.
    13 Some of these officers have since left the agency.
    8
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    The court considered several reports detailing both independent and
    internal reviews of the Texas foster care system, including multiple reports
    that were commissioned by DFPS itself. The reports date back to 2004, and
    several of them reference earlier agency reviews and internal audits, most
    notably a report authored by the Governor’s Committee to Promote Adoption
    (“GCPA”) in 1996. Additionally, the district court considered national child
    welfare standards provided by the CWLA and the Council on Accreditation,
    and Child and Family Service Reviews (“CFSR”) performed by the United
    States Department of Health and Human Services.
    This court denied the State a stay pending appeal. The district court
    appointed Special Masters to address specific constitutional shortcomings at
    DFPS, and this court denied defendants’ petition for writ of mandamus
    requesting the court vacate the appointment. The Special Masters studied
    DFPS and its policies for nearly two years and submitted a final list of findings
    and recommendations to the district court. The district court entered a final
    order granting plaintiffs a permanent injunction in January 2018 and
    appointed a Special Monitor.
    The State appealed, and this court granted an administrative stay of the
    injunction, which was converted to a stay pending appeal by our panel on
    March 21. The State raises three primary objections to the district court’s
    liability determination and the injunctive order: 1) the district court erred in
    concluding that DFPS policies affecting the PMC class violate plaintiffs’
    substantive due process right and, as such, plaintiffs are not entitled to
    injunctive relief; 2) the district court abused its discretion in certifying the
    general class and various subclasses; and 3) the scope of the district court’s
    injunction is improper.
    9
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    II.     Standard of Review
    Following a bench trial, this court reviews the district court’s conclusions
    of law de novo and its factual findings for clear error. Cerda v. 2004–EQR1
    L.L.C., 
    612 F.3d 781
    , 786 (5th Cir. 2010). “The predicate findings of a
    substantial risk of serious harm and officials’ deliberate indifference to the risk
    are factual findings reviewed for clear error.” Ball v. LeBlanc, 
    792 F.3d 584
    ,
    592 (5th Cir. 2015); Gates v. Cook, 
    376 F.3d 323
    , 333 (5th Cir. 2004); cf. Farmer
    v. Brennan, 
    511 U.S. 825
    , 842 (1994). 14 Such findings are erroneous only if
    “[they are] without substantial evidence to support [them], the court
    misinterpreted the effect of the evidence, or this court is convinced that the
    findings are against the preponderance of credible testimony.” 
    Ball, 792 F.3d at 592
    (quoting Petrohawk Props., L.P. v. Chesapeake La., L.P., 
    689 F.3d 380
    ,
    388 (5th Cir. 2012)). Whether the facts as found establish a violation of the Due
    Process Clause is a “legal conclusion based on factual inferences” subject to de
    novo review. See Dalheim v. KDFW-TV, 
    918 F.2d 1220
    , 1226 (5th Cir. 1990).
    The district court’s decision to certify a class is reviewed for abuse of
    discretion. Yates v. Collier, 
    868 F.3d 354
    , 359 (5th Cir. 2017). This court
    recognizes “the essentially factual basis of the certification inquiry and [] the
    district court’s inherent power to manage and control pending litigation.” M.D.
    
    I, 675 F.3d at 836
    . “Nonetheless, this broad discretion must operate ‘within the
    framework of Rule 23,’ and we ‘review de novo whether the district court
    ________________________
    The State insists that the deliberate indifference finding is subject to de novo review.
    14
    This contention is contradicted by Supreme Court and Fifth Circuit precedent. Certainly, we
    review the district court’s conclusions regarding the legal significance of the facts de novo.
    See Barrett v. United States, 
    51 F.3d 475
    , 478 (5th Cir. 1995). But this court has made clear
    that deliberate indifference is a factual finding reviewed only for clear error. See, e.g., 
    Ball, 793 F.3d at 592
    ; 
    Gates, 376 F.3d at 333
    .
    10
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    applied the correct legal standards.’” 
    Yates, 868 F.3d at 360
    (quoting M.D. 
    I, 675 F.3d at 836
    ). 15
    This court reviews the district court’s grant of a permanent injunction
    for abuse of discretion. 
    Ball, 792 F.3d at 598
    . The district court abuses its
    discretion if it “(1) relies on clearly erroneous factual findings when deciding to
    grant or deny the permanent injunction[,] (2) relies on erroneous conclusions
    of law when deciding to grant or deny the permanent injunction, or (3)
    misapplies the factual or legal conclusions when fashioning its injunctive
    relief.” Symetra Life Ins. Co. v. Rapid Settlements, Ltd., 
    775 F.3d 242
    , 254 (5th
    Cir. 2014) (internal quotation omitted).
    III.     Governing Law
    We begin with an overview of the legal framework for evaluating
    plaintiffs’ claims. In order to state a claim for a substantive due process
    violation under § 1983, the plaintiffs must demonstrate: 1) they were deprived
    of a cognizable constitutional right, see Rios v. City of Del Rio, 
    444 F.3d 417
    ,
    425 (5th Cir. 2006); 2) the State acted with “deliberate indifference” to the
    protected right, see Hernandez v. Tex. Dep’t of Protective & Regulatory Servs.,
    
    380 F.3d 872
    , 880 (5th Cir. 2004); and 3) the policies or practices complained
    of were the direct cause of the constitutional deprivation, see Piotrowski v. City
    of Houston, 
    237 F.3d 567
    , 578 (5th Cir. 2001).
    ________________________
    We note that the State failed to timely appeal the final class certification order. See
    15
    M.D. ex rel. Stukenberg v. Perry, 547 F. App’x 543 (5th Cir. 2013). Consequently, this court
    granted the plaintiffs’ motion to dismiss the State’s petition for permission to appeal as
    untimely. See 
    id. Nonetheless, because
    an interlocutory appeal is permissive rather than
    mandatory, the State retains the right to challenge the class certification following the
    ultimate disposition of the case on the merits. Cf. Hamilton Plaintiffs v. Williams Plantiffs,
    
    147 F.3d 367
    , 381 (5th Cir. 1998); see also Yamamoto v. Omiya, 
    564 F.2d 1319
    , 1325 n.11 (9th
    Cir. 1977). Our liability findings, however, will essentially dispose of the question of whether
    the classes were properly certified in the first instance, and will obviate the need for a lengthy
    analysis of the certification issue.
    11
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    1. The Substantive Due Process Right
    As a general matter, the State is under no affirmative obligation to
    protect its citizens from private harm. DeShaney v. Winnebago Cty. Dep’t of
    Soc. Servs., 
    489 U.S. 189
    , 197 (1989). The Supreme Court has recognized,
    however, that when the State assumes certain custodial roles with respect to
    an individual, it creates a “special relationship” that imparts to the State a
    limited duty to provide for that person’s safety and general well-being. See 
    id. As the
    Court explained:
    The rationale for [these protections] is simple enough: when the
    state by the affirmative exercise of its power so restrains an
    individual’s liberty that it renders him unable to care for
    himself, and at the same time fails to provide for his basic
    human needs—e.g., food, clothing, shelter, medical care, and
    reasonable safety—it transgresses the substantive limits on
    state action set by the Eighth Amendment and the Due Process
    Clause.
    
    Id. at 200
    (citing Estelle v. Gamble, 
    429 U.S. 97
    , 103–04 (1976); Youngberg v.
    Romeo, 
    457 U.S. 307
    , 315–16 (1976)). The Court has found that a special
    relationship exists between the State and prisoners, 
    Gamble, 429 U.S. at 103
    –
    04, involuntarily-committed mental patients, 
    Youngberg, 457 U.S. at 315
    –16,
    and suspected criminals injured in the course of being apprehended by police,
    City of Revere v. Mass. Gen. Hosp., 
    463 U.S. 239
    , 244 (1983).
    In DeShaney, the Supreme Court found that no “special relationship”
    existed between the State and a child who had been placed in the temporary
    custody of a local hospital by an emergency court order. See 
    DeShaney, 489 U.S. at 192
    –203. But, in holding that the State had no affirmative duty to
    intervene on the child’s behalf, the Court highlighted that “the harms [the
    child] suffered occurred not while he was in the State’s custody, but while he
    was in the custody of his natural father, who was in no sense a state actor.” 
    Id. at 201.
    It qualified that, “[h]ad the State by the affirmative exercise of its power
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    removed [the child] from free society and placed him in a foster home operated
    by its agents, we might have a situation sufficiently analogous to incarceration
    or institutionalization to give rise to an affirmative duty to protect.” 
    Id. at 201
    n.9. 16
    Following DeShaney, the Fifth Circuit held that a “special relationship”
    exists between the State and children when the State “remove[s] them from
    their natural home and place[s] them under state supervision.” Griffith v.
    Johnston, 
    899 F.2d 1427
    , 1439 (5th Cir. 1990). 17 Having taken custody of a
    child, the State “assume[s] the responsibility to provide for constitutionally
    adequate care.” Id.; see also Doe ex rel. Magee v. Covington Cty. Sch. Dist. ex
    rel. Keys, 
    675 F.3d 849
    , 856 (5th Cir. 2012); 
    Hernandez, 380 F.3d at 880
    .
    This court has defined the substantive due process right enjoyed by
    children in the custody of the State’s foster care system as a right to “personal
    security and reasonably safe living conditions.” 
    Hernandez, 380 F.3d at 880
    . 18
    ________________________
    It noted that “several Courts of Appeals have held, by analogy to Gamble and
    16
    Youngberg, that the State may be held liable under the Due Process Clause for failing to
    protect children in foster homes from mistreatment at the hands of their foster parents.”
    
    DeShaney, 489 U.S. at 201
    n.9 (citing Doe v. N.Y.C. Dep’t of Soc. Servs., 
    649 F.2d 134
    , 141–
    42 (2d Cir. 1981); Taylor ex. Rel. Walker v. Ledbetter, 
    818 F.2d 791
    , 794–97 (11th Cir. 1987)
    (en banc)). Ultimately, the Court declined to express an opinion on “the validity of this
    analogy,” as that precise question was not before it. 
    DeShaney, 489 U.S. at 201
    , n.9.
    17 Virtually every other circuit agrees. See, e.g., Tamas v. Dep’t of Soc. & Health Servs.,
    
    630 F.3d 833
    , 842 (9th Cir. 2010); Doe ex rel. Johnson v. S.C. Dep’t of Soc. Servs., 
    597 F.3d 163
    , 175 (4th Cir. 2010); Lewis v. Anderson, 
    308 F.3d 768
    , 773 (7th Cir. 2002); Nicini v. Morra,
    
    212 F.3d 798
    , 808 (3d Cir. 2000) (en banc); Norfleet v. Ark. Dep’t of Human Servs., 
    989 F.2d 289
    , 293 (8th Cir. 1993); Yvonne L. v. N.M. Dep’t of Human Servs., 
    959 F.2d 883
    , 891–93
    (10th Cir. 1992); Meador v. Cabinet for Human Res., 
    902 F.2d 474
    , 476 (6th Cir.); 
    Taylor, 818 F.2d at 794
    –97; 
    Doe, 649 F.2d at 141
    –42 (2d Cir. 1981).
    18 The district court formulated the substantive right as “the right to be free from an
    unreasonable risk of harm.” To the extent that formulation is merely “paraphrasing” the right
    as articulated in Hernandez, it is not inconsistent with this court’s precedent. The State
    contends that the district court’s formulation transforms the deliberate indifference
    culpability standard into a mere negligence standard. As plaintiffs point out, however, the
    district court’s use of the phrase “unreasonable risk of harm” pertains to the definition of the
    substantive right conferred by the Due Process Clause—not the requisite level of culpability
    necessary to hold the state liable for violating that right. (explaining that being exposed to
    13
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    Though the precise contours of “personal security” and “reasonably safe living
    conditions” have yet to be fleshed-out at length, it is clear that foster children
    are, at minimum, entitled to protection from physical abuse and violations of
    bodily integrity. See, e.g., 
    id. at 880–81.
    This court has not, however, required
    the State to guarantee the individual’s betterment or unconditional stability. 19
    But there is a significant amount of daylight between physical abuse and
    maximum personal psychological development, optimal treatment, or the most
    appropriate care. The district court held that the substantive right
    encompasses a right to protection from psychological abuse. 20 We agree that
    plaintiffs’ substantive right to “personal security and reasonably safe living
    conditions” includes the very limited right to be free from severe psychological
    abuse and emotional trauma—both of which are often inextricably related to
    some form of physical mistreatment or deprivation. See 
    DeShaney, 489 U.S. at 200
    ; 
    Youngberg, 457 U.S. at 317
    . Indeed, DeShaney notes that, in a custodial
    setting, the State assumes at least “some responsibility” for both an
    individual’s “safety” and his “general well-being.” 
    Deshaney, 489 U.S. at 199
    –
    200. Other courts have recognized that the State’s responsibility to protect
    ________________________
    an unreasonable risk of harm “is the legal injury”). The district court correctly identifies
    deliberate indifference as the appropriate culpability standard.
    19 See, e.g., 
    Griffith, 899 F.2d at 1439
    (rejecting the contention that the State has a
    “responsibility to [] maximize[] [foster children’s] personal psychological development”);
    Drummond v. Fulton Cty. Dep’t of Family and Children’s Servs., 
    563 F.2d 1200
    , 1208–09 (5th
    Cir. 1977) (stating a child does not have a “right to a stable environment” or a right “not to
    be moved from home to home,” notwithstanding the “significant literature which indicates a
    traumatic effect of such moves on young children”); see also Feagley v. Waddill, 
    868 F.2d 1437
    , 1440 (5th Cir. 1989) (“[W]here the state does not provide treatment designed to improve
    a mentally [handicapped] individual’s condition, it deprives the individual of nothing
    guaranteed by the Constitution; it simply fails to grant a benefit of optimal treatment that it
    is under no obligation to grant.”).
    20 While we agree that a certain level of psychological harm is cognizable, the district
    court took this principle too far in the direction of “optimal treatment” and the “right to a
    stable environment” in some portions of its analysis. The overbroad interpretation of the right
    is discussed more thoroughly in Section VI, infra.
    14
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    foster children’s “general well-being” requires it “to take steps to prevent
    children in state institutions from deteriorating physically or psychologically.”
    See, e.g., K.H. ex rel. Murphy v. Morgan, 
    914 F.2d 846
    , 851 (7th Cir. 1990). 21
    We stress, however, that there are significant limits on the scope of the
    right to be free from certain forms of psychological harm. The Fourteenth
    Amendment does not entitle plaintiffs to receive optimal treatment and
    services, nor does it afford them the right to be free from any and all
    psychological harm at the hands of the State. See, e.g., 
    Griffith, 899 F.2d at 1439
    ; 
    Drummond, 563 F.2d at 1208
    –09; 
    Feagley, 868 F.2d at 1441
    . Many
    inherent features of the foster care system, such as the ambulatory nature of
    children’s placements, have negative psychological consequences. Such
    negative consequences are regrettable, but they are not the type of significant,
    abuse-related psychological damage the Constitution prohibits. In sum,
    egregious intrusions on a child’s emotional well-being—such as, for example,
    persistent threats of bodily harm or aggressive verbal bullying—are
    constitutionally cognizable. Incidental psychological injury that is the natural,
    if unfortunate, consequence of being a ward of the state does not rise to the
    level of a substantive due process violation.
    ________________________
    21  District courts generally assume a right to be free from both physical and
    psychological damage. See, e.g., Yvonne 
    L., 959 F.2d at 892
    (noting with approval the
    language in K.H.); Connor B. ex rel. Vigurs v. Patrick, 
    985 F. Supp. 2d 129
    , 158–59 (D. Mass.
    2013) (recognizing that the right to be free from psychological as well as physical
    deterioration); R.G. v. Koller, 
    415 F. Supp. 2d 1129
    , 1156 (D. Haw. 2006) (stating that the
    liberty interest protected by the due process clause “encompasses a right to protection from
    psychological as well as physical abuse”); Marisol A. by Forbes v. Giuliani, 
    929 F. Supp. 662
    ,
    675 (S.D.N.Y. 1996) (“custodial plaintiffs have a substantive due process right to be free from
    unreasonable and unnecessary intrusions into their emotional well-being”); B.H. v. Johnson,
    
    715 F. Supp. 1387
    , 1395 (N.D. Ill. 1989) (stating the same).
    15
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    2. Deliberate Indifference
    In order to hold the State liable for violating plaintiffs’ substantive due
    process rights, plaintiffs are required to demonstrate that the State’s conduct
    “shocks the conscience.” County of Sacramento v. Lewis, 
    523 U.S. 833
    , 846
    (1998). The Supreme Court has explained that the Due Process Clause protects
    individual citizens from “arbitrary action of government,” and that under the
    “shocks the conscience” standard, “only the most egregious official conduct can
    be said to be arbitrary in the constitutional sense.” 
    Id. at 845–46
    (internal
    quotations omitted). “While the measure of what is conscience shocking is no
    calibrated yard stick,” 
    id. at 847,
    it is not enough that the conduct “offend[s]
    some fastidious squeamishness or private sentimentalism.” Rochin v.
    California, 
    342 U.S. 165
    , 172 (1952). Most recently, the Court reiterated that
    the “‘shocks the conscience’ standard is satisfied where the conduct was
    ‘intended to injure in some way unjustifiable by any government interest,’ or
    in some circumstances if it resulted from deliberate indifference.” Rosales-
    Mireles v. United States, 
    138 S. Ct. 1897
    , 1906 (2018) (quoting 
    Lewis, 523 U.S. at 849
    –50). Furthermore, “liability for negligently inflicted harm is
    categorically beneath the threshold of constitutional due process.” 
    Lewis, 523 U.S. at 849
    .
    “Consistent with [these] principles,” this court has required plaintiffs to
    show that the State “at a minimum acted with deliberate indifference toward
    the plaintiff.” 
    Hernandez, 380 F.3d at 880
    (quoting McClendon v. City of
    Columbia, 
    305 F.3d 314
    , 326 (5th Cir. 2002)). 22 Demonstrating that the State
    ________________________
    22There is some debate between the parties as to whether deliberate indifference is
    the appropriate standard of culpability in the foster care context. Both raise the possibility
    that Youngberg’s “professional judgment” standard should apply. See 
    Youngberg, 457 U.S. at 321
    –23. Under this standard, the State is liable for decisions that constitute “substantial
    departure[s] from accepted professional judgment.” 
    Id. at 323.
    “The compelling appeal of the
    argument for the professional judgment standard is that foster children, like involuntarily
    16
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    acted with deliberate indifference is “a significantly high burden for plaintiffs
    to overcome.” 
    Id. at 882
    (citing Doe v. Dall. Indep. Sch. Dist., 
    153 F.3d 211
    , 218
    (5th Cir. 1998)). “To act with deliberate indifference, a state actor must
    consciously disregard a known and excessive risk to the victim’s health and
    safety.” 
    Id. at 880
    (citing 
    Farmer, 511 U.S. at 837
    ). Stated differently, “the
    [State] must be both aware of facts from which the inference could be drawn
    that a substantial risk of serious harm exists, and [it] must also draw that
    inference.” 
    Id. at 881
    (quoting 
    Farmer, 51 U.S. at 837
    ). This is “a degree of
    culpability beyond mere negligence or even gross negligence; it ‘must amount
    to an intentional choice, not merely an unintentionally negligent oversight.’”
    James v. Harris Cty., 
    577 F.3d 612
    , 617–18 (5th Cir. 2009) (quoting Rhyne v.
    Henderson Cty., 
    973 F.2d 386
    , 392 (5th Cir. 1992)). Moreover, the State is not
    deliberately indifferent to a substantial risk of serious harm if, aware of the
    risk, it “respond[s] reasonably . . . even if the harm ultimately was not averted.”
    
    Farmer, 511 U.S. at 844
    .
    ________________________
    committed patients, are ‘entitled to more considerate treatment and conditions’ than
    criminals.” Yvonne 
    L., 959 F.2d at 894
    (quoting 
    Youngberg, 457 U.S. at 321
    –22). The Tenth
    Circuit noted, however, that “[a]s applied to a foster care setting, we doubt there is much
    difference” between the deliberate indifference and the professional judgment standards. 
    Id. The parties’
    dispute is of no real consequence, as it is settled law in this circuit that
    the court applies the deliberate indifference culpability standard to allegations that the State
    violated plaintiffs’ substantive due process rights. See, e.g., 
    Hernandez, 380 F.3d at 880
    ; 
    Doe, 675 F.3d at 863
    . Nearly every circuit to decide the question also identifies deliberate
    indifference as the appropriate standard. See 
    Tamas, 630 F.3d at 844
    (9th Cir.); James ex rel.
    James v. Friend, 
    458 F.3d 726
    , 730 (8th Cir. 2006); J.H. ex rel. Higgin v. Johnson, 
    346 F.3d 788
    , 792 (7th Cir. 2003); 
    Nicini, 212 F.3d at 810
    –11 (3d Cir.); 
    Meador, 902 F.2d at 476
    (6th
    Cir.); 
    Taylor, 818 F.2d at 794
    –97 (11th Cir.); 
    Doe, 649 F.2d at 141
    (2d Cir.). But see Connor
    
    B., 774 F.3d at 162
    –63; Schwartz v. Booker, 
    702 F.3d 573
    , 583 (10th Cir. 2012). The State
    also baldly claims—without any case law support—that the “professional judgment standard
    is a “more stringent test.” This panel has found no cases indicating that professional
    judgment is a higher standard. Indeed, case law universally indicates that the standards are
    either roughly equal or that professional judgment is a more lenient culpability standard.
    See, e.g., Yvonne 
    L., 959 F.2d at 894
    ; Connor 
    B., 771 F. Supp. 2d at 162
    n. 4. The district
    court, out of an abundance of caution, analyzed the alleged violations under both the
    deliberate indifference and the professional judgment standards.
    17
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    Though deliberate indifference is a subjective standard of recklessness
    focusing on what the State actually knew, rather than what it should have
    known, 
    McClendon, 305 F.3d at 326
    , “this court has never required state
    officials to be warned of a specific danger.” 
    Hernandez, 380 F.3d at 881
    (emphasis added). “[R]ather, it is enough that the [State] acted or failed to act
    despite [its] knowledge of a substantial risk of serious harm”—the plaintiffs
    need not show that the State anticipated the exact form the harm would take.
    
    Id. This court
    in Hernandez explained: “as a state official may not escape
    deliberate indifference liability by arguing that the risk of harm arises from a
    source not contemplated, a defendant also cannot avoid such liability by
    contending that the particular method of harm, i.e. how the abuse was carried
    out, was not envisioned.” 
    Id. at 882
    . Accordingly, to overcome the culpability
    standard, the plaintiffs were required to demonstrate only that the State
    “knew of the underlying facts indicating a sufficiently substantial danger and
    that [it] did not believe that the risks to which the facts gave rise [were]
    insubstantial or nonexistent.” 
    Id. (citing Rosa
    H v. San Elizario Indep. Sch.
    Dist., 
    106 F.3d 648
    , 659 (5th Cir. 1997)).
    The Supreme Court has also explained that the deliberately indifferent
    state of mind can be inferred “from the fact that the risk of harm is obvious.”
    Hope v. Pelzer, 
    536 U.S. 730
    , 737 (2002); see also 
    Farmer, 511 U.S. at 842
    . In
    other words, if the risk of severe abuse is sufficiently apparent, a court is
    entitled to find that the State was deliberately indifferent. See 
    Hernandez, 380 F.3d at 881
    . Furthermore, plaintiffs may be protected against future harm not
    yet realized through a prospective injunction. See Helling v. McKinney, 
    509 U.S. 25
    , 33 (1993) (stating that “[i]t would be odd to deny an injunction to
    inmates who plainly proved an unsafe, life-threatening condition in their
    prison on the ground that nothing yet had happened to them[,]” and “a remedy
    for unsafe conditions need not await a tragic event”); see also Hoptowit v.
    18
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    Spellman, 
    753 F.2d 779
    , 783–84 (9th Cir. 1985) (Hoptowit II); Gates v. Collier,
    
    501 F.2d 1291
    , 1304 (5th Cir. 1974).
    3. Causation
    In addition to establishing that they were deprived of a constitutional
    right and that the State acted with the requisite level of culpability, plaintiffs
    must show that the State is the “‘moving force’ behind the deprivation.”
    Kentucky v. Graham, 
    473 U.S. 159
    , 166 (1985) (quoting Monell v. N.Y.C. Dep’t
    of Soc. Servs., 
    436 U.S. 658
    , 694 (1978)); see also 
    Piotrowski, 237 F.3d at 578
    .
    “[T]hus[] . . . the entity’s ‘policy or custom’ must have played a part in the
    violation of federal law.” 
    Graham, 473 U.S. at 166
    . This court has cautioned
    that culpability and causation requirements “must not be diluted, for ‘[w]here
    a court fails to adhere to rigorous requirements of culpability and causation,
    [state entity] liability collapses into respondeat superior liability.’” Snyder v.
    Trepagnier, 
    142 F.3d 791
    , 796 (5th Cir. 1998) (quoting Bd. of Cty. Comm’rs of
    Bryan Cty. v. Brown, 
    520 U.S. 397
    , 415 (1997)). Causation is, however, an
    “intensely” fact-bound inquiry. Morris v. Dearborne, 
    181 F.3d 657
    , 673 (5th Cir.
    1999). “Because the district court is better positioned [ . . . ] to decide the issue,
    our review of the . . . cause determination is deferential.” Brown v. Plata, 
    563 U.S. 493
    , 517 (2011) (internal quotations omitted).
    Establishing a “direct causal link between the [State] policy and the
    constitutional deprivation” is a “high threshold of proof.” 
    Piotrowski, 237 F.3d at 580
    . “This connection must be more than a mere ‘but for’ coupling between
    cause and effect.” Fraire v. City of Arlington, 
    957 F.2d 1268
    , 1281 (5th Cir.
    1992) (citing City of Canton v. Harris, 
    489 U.S. 378
    , 388–89 (1989)). “It follows
    that each and any policy [or practice] which allegedly caused constitutional
    violations must be specifically identified by a plaintiff, and it must be
    determined whether each one is facially constitutional or unconstitutional.”
    
    Piotrowski, 237 F.3d at 579
    –80. Concerned with the distinction between an
    19
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    offending policy and isolated instances of violative conduct by individual bad
    actors, the court in Piotrowski emphasized the need to “disaggregate[]” the
    policies or customs causing the alleged constitutional deprivation. See 
    id. at 581.
    Neither Piotrowski nor this court’s related precedent regarding the § 1983
    causation requirement, however, suggests a plaintiff is required to
    demonstrate that a challenged policy or practice is the exclusive cause of the
    constitutional deprivation. See id.; 
    Fraire, 957 F.2d at 1281
    ; see also 
    Graham, 473 U.S. at 166
    (noting that the entity’s policy or practice “must have played a
    part in the violation of federal law” (emphasis added)).
    The district court stated that, with respect to causation, it “[understood]
    Plaintiffs’ argument as saying that each policy and practice does not, on its
    own, have to result in a constitutional violation.” It pointed to this court’s
    opinion in Alberti v. Klevenhagen for the proposition that, “[i]n determining the
    constitutional question, we need not separately weigh each of the challenged
    institutional practices and conditions, for we instead look to ‘the totality of
    conditions.’” 
    790 F.2d 1220
    , 1224 (5th Cir. 1986) (quoting Ruiz v. Estelle, 
    679 F.2d 1115
    , 1139 (5th Cir.) (Ruiz VII), modified on other grounds, 
    688 F.2d 266
    (5th Cir.1982); see also Rhodes v. Chapman, 
    452 U.S. 337
    , 347 (1981)
    (“Conditions . . . alone or in combination, may deprive inmates of the minimal
    civilized measure of life’s necessities.”); Hutto v. Finney, 
    437 U.S. 678
    , 686–87
    (1978) (stating that whether punitive isolation is unconstitutional will depend
    on the conditions of confinement). Alberti, Ruiz, and the related Supreme Court
    precedent stand for the logical proposition that, under the Eighth Amendment,
    the question of whether a particular policy or practice causes a constitutional
    violation necessarily depends on context—i.e., how that policy or practice is
    interacting with other prison conditions. A certain condition could amount to a
    constitutional violation in the Prison A environment, but not in the Prison B
    environment. See, e.g., 
    Finney, 437 U.S. at 686
    –87.
    20
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    Requiring plaintiffs to identify with specificity the policies they allege
    directly cause constitutional harm is not irreconcilable with the idea that, in
    assessing the harm caused by a particular policy, the court may consider how
    other policies or practices exacerbate or ameliorate its effect. In an Eighth
    Amendment case from the Ninth Circuit, the court explained that, in applying
    the “totality of conditions” test, courts are not entitled to simply add together
    a number of conditions, “each of which satisfy Eighth amendment
    requirements,” and then “rely on a vague conclusion that the ‘totality of
    conditions’ violates the Eighth Amendment.” Hoptowit v. Ray, 
    682 F.2d 1237
    ,
    1247 (9th Cir. 1982) (Hoptowit I), overruled on other grounds by Sandin v.
    Conner, 
    515 U.S. 472
    (1995). Instead, courts must consider whether each
    specific condition amounted to cruel and unusual punishment. See Hoptowit
    
    II, 753 F.2d at 783
    –84. The court went on, however, to explain that “[e]ach
    condition of confinement does not exist in isolation; the court must consider the
    effect of each condition in the context of the prison environment, especially
    when the ill-effects of particular conditions are exacerbated by other related
    conditions.” Hoptowit 
    I, 682 F.2d at 1247
    (internal quotations omitted). This
    does not absolve the reviewing court from having to identify individual,
    deficient conditions. See 
    id. It is
    merely “a recognition that a particular
    violation may be the result of several contributing factors.” 
    Id. In sum,
    the § 1983 causation component requires that the plaintiffs
    identify, with particularity, the policies or practices they allege cause the
    constitutional violation, and demonstrate a “direct causal link.” See 
    Piotrowski, 237 F.3d at 580
    . We do not, however, read our precedent to require the court
    to consider each policy or practice in a vacuum. The court may properly
    consider how individual policies or practices interact with one another within
    the larger system. Though the district court apparently accepted the “totality
    of conditions” approach, it did address each of the State’s specific policies and
    21
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    practices on an individual basis. It also considered how the harmful effects of
    some policies are exacerbated by others. For example, the district court
    explained that DFPS’s refusal to track child-on-child abuse—a policy related
    to monitoring and oversight—compounded the problem with excessive
    caseworker workloads.
    The State’s overarching causation argument essentially boils down to the
    contention that, since most children are already “damaged” upon entering
    foster care, it would be nearly impossible to prove that it was the State’s
    policies or practices, rather than their experiences prior to State custody, that
    inflicted the damage. 23 It seems to argue that there is just no way to quantify
    how much harm came before custody and how much harm was inflicted while
    the children were in State care. But the State provides no support for the
    proposition that in order to prove causation plaintiffs are required to measure
    with absolute precision how much more damage was done before rather than
    after children enter the foster system. 24
    First, Plaintiffs do not dispute that many, if not most, children enter the
    foster care system having already experienced significant physical or
    emotional trauma that may have a lasting impact on their psychological well-
    being. It cannot be the case, however, that because a child has experienced
    ________________________
    23  The district court apparently recognized this potential problem, and instructed the
    plaintiffs at an early stage in the litigation that “somebody is going to have to tell me that
    they suffer[] more harm than what they had when they got there.”
    24 The State also contends that plaintiffs cannot demonstrate causation because they
    never conducted a full “case read.” It is correct that case reads are a common and effective
    method of analyzing trends among a large representative sample of foster children. The State
    does not, however, suggest that case reads are required for an accurate finding on causation,
    and we have found no authority indicating that this method is mandatory. Moreover, the
    district court’s factual findings regarding the abysmal state of PMC children’s case files and
    CPS’s recordkeeping habits overwhelmingly support the plaintiffs’ contention that a full case
    read “just was not feasible.” The district court itself reviewed 20 case files—all of them
    incomplete—totaling 358,102 pages. This undertaking took 462 hours. Moreover, given that
    case files are often woefully fragmentary and scattered across multiple recordkeeping
    databases, it is unlikely that a case read would have been especially helpful or accurate.
    22
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    some form of abuse before the State intervenes, he is not capable of being
    further harmed by additional abuse or neglect while in foster care. It is illogical
    to argue that because a child comes in already “damaged” the State cannot be
    held liable for inflicting further harm that compounds that damage—even if it
    cannot be measured with mathematical certainty.
    Furthermore, there was a wealth of evidence at trial establishing that
    many children experience some degree of concrete harm after entering the
    State’s care. For example, almost all of the named plaintiffs entered the system
    at a “Basic” level of care. By DFPS’s own standards, a “Basic” child is the least
    “damaged” an intake can be. Most saw their level of care increase markedly
    over the course of their time in PMC as a result of abuse and continued lack of
    permanency. Their experiences map the accounts of the former foster children
    who were presented as fact witnesses at trial and are consistent with testimony
    from attorneys ad litem, former DFPS caseworkers, and experts. Moreover, as
    noted in Section 
    III(2), supra
    , plaintiffs need not show that every member of
    the class has actually been harmed while in State custody; they need only
    demonstrate that they face a risk of serious harm as a result of the State’s
    policies and that the State was deliberately indifferent to the risk. See 
    Helling, 509 U.S. at 33
    .
    Before examining the merits of the plaintiffs’ claims with respect to the
    individually challenged policies, we note globally that the State relies heavily,
    as it did in the district court, on its performance in a preliminary phase of the
    Child and Family Services Review (“CFSR”) conducted by the federal
    government in 2014 as evidence that foster children do not face significant
    safety risks in the State’s care. It notes that it outperformed the national
    standard on 6 of the 7 statewide safety and permanency indicators. But 2 of
    the 6 indicators in which Texas exceeded the standard do not incorporate any
    data for PMC children at all—they pertain only to children in TMC. The other
    23
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    No. 18-40057
    4 contain both TMC and PMC data. The only indicator that uses exclusively
    PMC data is the one that the State failed.
    Moreover, the CFSR the State cites was preliminary and based entirely
    on data the State provided to the federal regulators. In preparing its final
    report, federal regulators conduct an independent, on-site review. The results
    of that review were significantly less flattering. Texas failed all 7 outcome
    measures pertaining to child safety, permanency, and well-being, and it failed
    4 out of the 7 statewide indicators. The report also noted that the independent
    review “raised numerous concerns regarding the quality of the state’s self-
    assessment of its case practices and the accuracy of case ratings.”
    IV.     DFPS Policies and Practices
    Plaintiffs’ claims regarding DFPS’s policies and practices fall into four
    overarching categories. Specifically, plaintiffs contend that DFPS’s policies
    and practices with respect to 1) caseload management, 2) monitoring and
    oversight, 3) placement array, and 4) foster group homes, violate their right to
    be free from an unreasonable risk of harm while in State custody. We will
    examine each challenged policy area in turn.
    1. Caseloads: General Class
    DFPS concedes that caseworkers are critical to ensuring children’s
    safety and that “almost every day these caseworkers can make life and death
    decisions about the children in their care.” It also admits that “if [caseworkers]
    really are too busy” to do their job, it would create a safety risk.
    Notwithstanding that admission, DFPS does not impose any limit on
    caseloads, and it has not conducted a workload study to determine how many
    cases a caseworker can safely manage. Moreover, given the lack of reliable, up-
    to date-statistics, it is not even clear from the record how many children, on
    average, caseworkers are responsible for. As the district court lamented,
    24
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    “caseworker caseloads are still something of an open question despite years of
    litigation and weeks of trial.”
    Nonetheless, even by DFPS’s charitable estimates, most caseloads
    exceed the maximum recommended by professional standards and experts. 25
    The CWLA recommends a caseload range of 12 to 15 children, while the
    Council on Accreditation recommends a range of 8 to 15 children. The most
    recent, comprehensive count estimates that nearly half of CVS caseworkers
    carry caseloads of 21 children or more, 22% carry caseloads of 26 children or
    more, and nearly 10% carry caseloads of 31 children or more. And numbers
    supplied by DFPS undersell the scope of the problem.
    The data is problematic for a host of reasons. To begin with, DFPS
    calculates caseloads in terms of “stages,” each representing a segment of a
    child’s care plan, rather than by the number of individual children for whom
    each caseworker is responsible. This makes it difficult to assess how many
    children each caseworker actually has. DFPS claims that, by its calculation,
    caseworkers are responsible for between 17 and 19 children. In calculating
    caseload distribution, however, DFPS counted secondary workers—who are
    not primary CVS caseworkers and some of whom never interact with the child
    face-to-face—as well as part-time caseworkers and non-human workers
    “created out of overtime.” Accordingly, the 17 to 19 estimate is exceedingly
    generous. Indeed, it is internally inconsistent: DFPS represented to the Texas
    Senate Committee on Finance in 2017 that additional caseworkers and salary
    increases were necessary to bring the caseload down to 26 children per
    ________________________
    25 The State objects to the use of professional standards to establish a constitutional
    violation. Of course, professional standards “do not establish the constitutional minima;
    rather, they establish goals.” Bell v. Wolfish, 
    441 U.S. 520
    , 543 n.27 (1979). They are,
    however, a relevant “normative backdrop” against which to evaluate DFPS policies. See
    Connor 
    B., 985 F. Supp. 2d at 136
    .
    25
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    No. 18-40057
    caseworker. The Assistant Commissioner of CPS, Lisa Black, stated at trial
    that she believes caseworkers carry an average caseload of 28.1 children.
    Caseload figures reported by neutral outside auditors demonstrate that
    the numbers presented by the State at trial are artificially low. A report
    commissioned by the Texas Supreme Court states that “CPS caseworkers are
    routinely handling around 30 cases,” and “[i]n the larger urban jurisdictions,
    caseworkers are commonly assigned 40-plus cases at a time, and the ‘cases’
    often involve multiple children from the same family.” The Adoption Review
    Committee estimated that caseloads were between 30 and 35 cases per
    caseworker, “often twice what is deemed best practice.” Former DFPS
    caseworker Beth Miller testified that she routinely carried 40 to 60 cases,
    “sometimes higher.” Her former colleague, Katrina Voelkel, similarly testified
    that she remembers regularly carrying between 30 and 50 cases. Significantly,
    caseload averages “do not reflect spikes in caseloads that can occur when a co-
    worker goes on extended leave or quits.” In short, the record amply supports
    the district court’s finding that CVS caseloads are extremely high.
    Oversized workloads are also the primary cause of the exceedingly high
    rate of caseworker turnover. Indeed, the State’s own expert on child welfare
    policy, Dr. Jane Burstain, authored an article in 2009 that stated there was “a
    fairly direct relationship . . . between caseloads and voluntary turnover.” This
    relationship has “remained consistent from year to year.” Over 25% of the
    roughly 2,000 CVS caseworkers leave CPS annually. More than 25% of
    caseworkers leave within their first year, and 43% leave within their first two
    years. And Burstain has said that turnover rates are likely understated, as
    they do not account for caseworkers who leave their positions for others within
    the agency. To keep pace with the attrition rate, DFPS has to hire
    approximately 500 new caseworkers every year just to maintain a full-capacity
    26
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    No. 18-40057
    workforce of 1,000. 26 DFPS struggles to hire and train workers quickly enough
    to fill all of the available positions. As a result, CPS has a high volume of
    positions that remain vacant.
    Turnover is also an enormous fiscal burden for DFPS. The Sunset
    Commission estimated in 2014 that the loss of caseworkers over the prior year
    resulted in a $72.7 million impact to the agency. Experts estimate that
    retaining even a portion of lost workers for an extra year could save DFPS
    roughly $25 million. Turnover is not only costly, “[i]t also creates a negative
    environment that reduces productivity as well as feeds more turnover.”
    Internal DFPS reviews consistently reveal the general sentiment within CPS
    that management practices are “unfair, unsupportive, bullying, unreasonable,
    and fear-driven.” Agency employees even expressed concern about retaliation
    for their cooperation with an external review commissioned by the state
    legislature. Caseworkers feel that agency supervisors are singularly focused
    on ensuring that caseworkers meet arbitrary metrics rather than assessing
    whether they are making meaningful progress with their cases and providing
    quality services. The added stress of keeping up with the requirements of a
    purely numbers-driven management approach contributes to caseworkers’
    feelings of hopelessness and frustration and reduces overall productivity. The
    vicious cycle is never-ending: unmanageable workloads and a caustic work
    environment lead to high rates of caseworker turnover; turnover further
    exacerbates caseworker burnout, low morale, and a negative agency culture,
    which feeds more turnover.
    High turnover compounds the workload problem, as caseloads have to be
    redistributed as caseworkers leave. New caseworkers do not receive a full
    ________________________
    26 Only 1,000 caseworkers are fully “up to speed” on their caseload. The remaining
    1,000 caseworkers will have been at CPS less than two years.
    27
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    No. 18-40057
    caseload for at least six months after joining CPS. Accordingly, the remaining
    CVS caseworkers are forced to add additional cases to their already bloated
    caseloads in the interim. Of the new hires, one out of every six leaves within
    the first few months, and the process of hiring and training starts anew as
    DFPS scrambles to fill those slots. This means that DFPS cannot relieve
    veteran caseworkers of their additional “temporary” workload in a timely
    manner. New caseworkers that remain after the training process is complete
    face a daunting learning curve. Again, it took the district court 462 hours—
    eleven uninterrupted workweeks—just to read the 358,102 pages of casefiles
    for 20 PMC children. Reading the information containing in the casefile is, of
    course, only the beginning. All in all, DFPS estimates it takes roughly two
    years for a caseworker to get up to speed on a new case. The high rate of
    turnover year after year means that this arduous process is duplicated many
    times over.
    The combination of unmanageable caseloads and high caseworker
    turnover creates a “cycle of crisis” that allows children to “fall through the
    cracks.” 27 A comprehensive agency analysis commissioned by DFPS found that
    the workload level “is qualitatively reducing CPS caseworkers’ ability to keep
    children safe.” This conclusion is unsurprising. A logical result of inconsistent
    and perfunctory contact with caseworkers is that children don’t have material
    ________________________
    27  We wish to make clear that we do not question that CVS caseworkers are incredibly
    selfless, dedicated public servants. Caseworkers demonstrate unwavering commitment to the
    children in their care on a daily basis, often at great personal cost. We recognize that
    caseworkers’ jobs are often thankless. They are not in it for the money or the recognition—
    there is too little of either to go around. Caseworkers do this work because they want to make
    a difference in the lives of society’s most vulnerable children. We owe them an immense debt
    of gratitude. Our discussion of the issues plaguing DFPS is not an indictment of the
    individual men and women who do the hard work on the ground. The problems at DFPS are
    systemic. Notwithstanding caseworkers’ devotion to their work, DFPS policies and practices
    with respect to caseload management make it more difficult for caseworkers to do their jobs
    successfully.
    28
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    No. 18-40057
    access to an advocate when something goes wrong in their placement.
    Attorneys ad litem and former foster children testified that caseworkers were
    often too busy to answer or return phone calls—even after repeated attempts
    to reach them. Former foster child Darryl Jackson testified that “it was just
    hard to get in contact” with his caseworker, “to even have a conversation with
    her, you know, tell her I needed things.” Colleen McCall, the Director of Field
    Operations at CPS, stated in an Action Memorandum that “[d]ue to the
    shortage of staff, required caseworker documentation, such as Child Service
    Plans and documentation of children’s medicals and dentals, are not being
    completed timely, if at all.” More than 55% of caseworkers report that “they do
    not have adequate time during the workday to successfully do their job.”
    Caseworkers are routinely unable to make regular, face-to-face contact
    with their children; even when they are able to make visits, the contact is often
    “cursory.” As a result of high caseloads and administrative burdens, both of
    which are exacerbated by the abysmal state of DFPS’s recordkeeping systems,
    CVS caseworkers spend only 26% of their work hours actually interacting with
    foster children and families. “[T]his number is clear evidence that the agency
    is doing more compliance than care.” John Specia, the DFPS Commissioner at
    the time of trial, called this face-time figure “disturbing.”
    Several named plaintiffs and former foster children testified that they
    would often go months without seeing their primary caseworker. When
    caseworkers do manage to visit their foster children in person, the interaction
    is likely to be extremely brief. As a reference point, one foster parent of seven
    years reported that caseworkers visiting the home typically spent no more than
    five minutes with each child. Though caseworkers are required to conduct face-
    to-face meetings with their children in private, foster children report that they
    are frequently interviewed in the presence of their caregiver and other
    children. As a result, reporting issues or abuse—already a difficult and
    29
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    No. 18-40057
    intimidating task for vulnerable children—becomes near-impossible. Under
    these conditions, it is entirely unsurprising that children struggle to establish
    meaningful, productive relationships with their caseworkers. Children do not
    trust their caseworkers to follow-up on problems or to keep them safe.
    Moreover, because of turnover, children are cycled through multiple
    caseworkers. 28 In some cases, children do not even know who their caseworker
    is. This further inhibits the development of a trusting relationship in which
    children feel safe communicating their needs or reporting abuse. Former foster
    child Patricia Virgil, who had a total of 10 caseworkers throughout her seven
    years in DFPS custody, explained that because her caseworkers changed so
    frequently, “whenever I had issues in some of the homes, I didn’t know who to
    go to, I didn’t know who to trust and so I just—most of the time I just kept my
    mouth shut.” Though she attempted to report being sexually abused at one of
    her foster homes—apparently through some sort of central DFPS phone line
    rather than to her absent caseworker—no one from the agency ever followed
    up on the investigation, and her caseworker never once visited her at that
    placement.
    In many instances, caseworkers lack the time to be thorough when
    evaluating the safety or appropriateness of a placement on the front-end. This
    means that important red flags may get overlooked. Even assuming that a “red
    flag” regarding a placement has been documented, a caseworker would have to
    navigate tens of thousands of pages of records that are scattered across
    multiple databases and paper files that are not consistently maintained
    chronologically in order to stumble upon it. And because records and case files
    are outdated and woefully incomplete, there is no guarantee the information
    ________________________
    28 Children exiting foster care in 2008 after spending three years or more in the PMC
    had an average of 6.39 caseworkers. There is no evidence that this number has been
    significantly reduced.
    30
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    No. 18-40057
    caseworkers’ need was ever recorded in the first place. Caseworkers do not
    have the time to perform fundamental aspects of their job; clearly, they do not
    have the bandwidth to replicate a needle-in-a-haystack search several times
    over for each individual child every time they have to move him. This limited
    ability to rigorously evaluate placement choices and permanency plans
    substantially increases the chance that a child will be exposed to serious safety
    risks. The risk is further compounded by the fact that DFPS does not centrally
    track child-on-child abuse and that RCCL investigations have an exceedingly
    high error rate.
    The evidence in the record establishes that the State is deliberately
    indifferent to the risks posed by its policies and practices toward caseload
    management. The State is well-aware that caseworkers have unmanageable
    workloads. It also knows that high caseloads—which are a direct cause of high
    turnover rates—have a negative impact on PMC children’s welfare. Numerous
    reports, internal audits, and comprehensive studies of the system conducted
    over several years—including some that were commissioned by DFPS itself—
    have informed the agency that caseloads are too high and that, as a result,
    children are at a greater risk of harm. The findings and recommendations have
    been replicated repeatedly over the past two decades. Every single one of the
    reports in the record identifies unmanageably high caseloads as one of the most
    urgent problems DFPS faces and explicitly warns that high caseloads
    compromise caseworkers’ ability to keep children safe.
    DFPS has also been cautioned recurrently since 1996 that high turnover
    rates exacerbate the caseload problem and contribute to the agency’s inability
    to provide quality services to the children and families in its care. The reports
    themselves acknowledge that they tend to merely reiterate the problems and
    potential solutions that have been proffered to the agency time and time again.
    31
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    No. 18-40057
    As the Texas Adoption Review Committee lamented, 29 “[s]adly . . . many of the
    same problems identified in 1996 still exist in the current child welfare system
    in Texas,” and, as a result, “[m]any of our recommendations are, sadly, ones
    that have been made in prior years.”
    DFPS has repeatedly acknowledged that high caseloads cause the
    quality of casework to suffer and put foster children at an increased risk of
    harm. Legislative appropriations requests regularly state that caseload
    increases result in “significant” child safety issues. Top DFPS officials,
    including former Commissioner Specia, admit that there is a causal connection
    between high caseloads and negative safety outcomes for children. DFPS is
    also aware that frequent turnover exacerbates the workload problem and
    further threatens child safety and well-being. The State does not contend that
    DFPS was unaware of the numerous reports in the record. Indeed, it cites two
    of them several times in its brief on appeal. Many reports were directly
    commissioned by the Texas legislature or the judiciary. Commissioner Specia
    himself was on the policy development team for the 2010 Texas Appleseed
    Report 30 before he was appointed to lead DFPS.
    The State contends that DFPS is actively managing caseloads and
    making improvements to its workforce. Reasonable steps to cure the problem,
    even if ultimately ineffective, would negate the district court’s finding that the
    State was deliberately indifferent to the risk of harm. See 
    Farmer, 511 U.S. at 844
    . The State contends that DFPS has taken several steps to address the risks
    associated with high caseloads, including hiring more caseworkers, employing
    secondary workers and support staff, and initiating a new program to improve
    ________________________
    29 The Texas Adoption Review Committee was created by former Governor Rick Perry
    to take a “hard look” at the Texas foster care system.
    30 Texas Appleseed is a nonprofit organization with a focus on child-welfare. The 2010
    report was commissioned by the Supreme Court of Texas Permanent Judicial Commission
    for Children, Youth, and Families.
    32
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    No. 18-40057
    caseworker training. Under the circumstances, none of these steps constitute
    a “reasonable” response to the systemic issues.
    The most fundamental problem DFPS faces with respect to addressing
    the caseload issue is the lack of informative workload data or internal agency
    caseload standards. McCall—who is the individual tasked with ensuring that
    CVS caseworkers have manageable caseloads—admitted at trial that she had
    “no idea what size of child caseload [] conservatorship workers should have in
    order to do their jobs properly.” She conceded that she had never even
    attempted to count the number of children, on average, that each CVS
    caseworker is responsible for. Indeed, at the time of trial, DFPS had not
    performed a comprehensive workload study in over a decade. Despite being
    explicitly informed by the State Auditor’s Office in 2009 that the 2004 study
    was outdated and should be redone, “DFPS did not implement this
    recommendation and continues to use the 2004 information.”
    In response to the district court’s 2015 liability opinion, DFPS provided
    the Special Masters with a limited workload survey conducted from August
    2015 to March 2016 which purported only to estimate how much time was
    actually spent on casework during that time period. It made no attempt to
    quantify how much time caseworkers should be spending on casework or how
    many cases a caseworker could safely manage. Despite being reprimanded by
    the district court in 2015 for its inclusion of ISY workers in its workload
    estimates, DFPS again included ISY workers in its 2016 study. The Special
    Masters extrapolated from the data DFPS provided that an average
    caseworker has adequate time to manage 14 PMC cases at one time, to the
    exclusion of TMC cases. When the Special Masters asked DFPS to determine
    how many additional caseworkers it would need to achieve workloads of 14
    children per caseworker, DFPS declined to provide the information, responding
    that it was “not feasible” to do so.
    33
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    No. 18-40057
    The district court was prepared to consider caseload standards
    promulgated by the agency, but DFPS did not have any. The Special Masters
    were prepared to work with DFPS to develop standards, but DFPS declined to
    do so. DFPS’s response to inquiries regarding appropriate workload levels is,
    essentially, that the volume of cases an individual caseworker can shoulder is
    dependent on a number of different variables, including the complexity of the
    cases and the caseworker’s level of experience. This is undoubtedly true. But
    the fact that caseworkers’ workload capacities will vary, on an individual basis,
    according to the types of cases a caseworker is assigned does not obviate the
    need for general guidelines that identify an appropriate caseload range. 31
    The lack of agency standards colors the lens through which we view the
    steps DFPS claims it has taken toward addressing the caseload management
    problem. For example, the district court took judicial notice of the fact that the
    legislature approved DFPS’s request for additional caseworkers and salary
    increases. Considered in a vacuum, asking for more money to hire more people
    seems logical. But DFPS has included a request for more money to hire
    caseworkers in every appropriations request it has submitted to the legislature
    in the past two decades—it is a standard, boilerplate request. And, of course,
    DFPS has no choice but to continually hire more caseworkers every year. The
    number of children in DFPS custody is steadily increasing. Moreover, because
    of turnover, DFPS has to replenish roughly a quarter of its caseworker
    ________________________
    31We agree with the State that DFPS should be afforded a fair amount of flexibility
    to vary caseloads on an individual basis based on factors such as case complexity and
    caseworker experience. For that reason, caseload caps are an ill-advised solution. Again,
    however, the need for flexibility does not absolve DFPS of the responsibility to determine how
    many cases, generally, an average caseworker is able to safely handle.
    34
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    No. 18-40057
    workforce every year in addition to the staff necessary to accommodate the
    influx of more children. 32
    Simply adding more employees has continually proven ineffectual. High-
    volume hiring is not a solution. Critically, because of the lack of internal
    standards, DFPS does not even know how many caseworkers it actually needs
    to reduce the caseloads to safe levels. Without a target number, the agency is
    hiring blind. Lastly, while DFPS focuses primarily on high-volume hiring to
    fill the gaps left by the mass exodus of caseworkers every year, it repeatedly
    fails to address the internal management issues that motivate many
    caseworkers to leave so quickly after joining CPS. Thus, not only is a portion
    of DFPS’s yearly budget allocated by the state legislature to hire more workers
    and reduce caseloads effectively wasted, but the underlying problem remains
    unsolved.
    The State points to DFPS’s use of secondary workers as evidence that it
    has made a reasonable effort to alleviate the burden on caseworkers. The
    district court was entitled to find that the risks associated with overburdened
    caseworkers were not sufficiently mitigated by these secondary workers,
    particularly ISY workers. 33 ISY workers are not nearly as intimately involved
    with an individual child’s case as is a primary caseworker. They do not
    participate in a child’s long-term placement plan nor are they required to do
    any follow up on the child’s needs. Many primary caseworkers have never met
    ________________________
    32  And DFPS generally requests the bare minimum: money for enough caseworkers to
    maintain current caseloads and preserve the status quo.
    33 The other secondary workers the State points to are akin to support staff. Most of
    them have distinct roles within DFPS and perform some ancillary duties related to those
    performed by caseworkers. That DFPS employs a single “developmental disability specialist,”
    for example, may relieve the caseworker of the additional task of being a subject matter
    expert on certain developmental disabilities, but that single employee is not shouldering an
    appreciable portion of caseworkers’ workloads. Many secondary workers never interact with
    foster children at all. They are not performing the same functions as caseworkers, and they
    are an insufficient substitute.
    35
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    No. 18-40057
    a single ISY worker face-to-face. Children will often have a different ISY
    worker every visit, and their primary responsibility is to make sure that the
    child “is still there.” Current and former foster children testified at trial that
    ISY workers’ visits were rarely private and frequently cursory and superficial.
    Rarely—if ever—do children establish a meaningful bond with an ISY worker.
    Moreover, ISY workers typically have 60 to 70 children on their caseload per
    month. Given this caseload volume, it’s a wonder ISY workers have time to
    show up everywhere they need to be on a given day and check an attendance
    box. It may be the case that ISY workers increase the odds that a foster child
    will encounter a “live” individual associated with DFPS on a semi-regular
    basis, but they are by no means an adequate or “reasonable” substitute for
    primary caseworkers.
    The State also cites an initiative called “Transformation” as evidence
    that it has taken reasonable steps to address the problem associated with
    excessive caseloads and caseworker burnout. The district court’s refusal to
    credit Transformation as DFPS “action” negating deliberate indifference is
    entirely understandable. To begin with, Transformation was conveniently
    rolled out six weeks before trial—more than three years after this lawsuit was
    initiated and almost two decades after the 1996 GCPA report identified
    turnover and burnout as critical issues plaguing the agency. Unsurprisingly,
    at the time of trial, DFPS was able to provide the district court only an outline
    of its general plans for the program and could offer no data whatsoever on
    actual or even expected impact. Critically, Transformation does not include
    concrete plans for a comprehensive CVS workload study, nor does it
    contemplate establishing guidelines with respect to appropriate caseload
    ranges. Thus, Transformation self-consciously fails to address a fundamental
    problem plaguing caseload management: the lack of adequate data and
    standards.
    36
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    No. 18-40057
    While Transformation apparently includes some sort of revamped
    training programs for new caseworkers, testimony from DFPS personnel
    intimately involved with the program indicates that the program was still in
    an embryonic stage. 34 The CFSR final report that was issued a year after the
    Transformation was initiated noted that “[g]iven the length of time the new
    training has been in effect, there was limited data and information available”
    regarding the program’s efficacy. It also stated, again after noting “numerous
    concerns regarding the quality of the state’s self-assessment of its case
    practices and the accuracy of its case ratings,” that “[c]rosscutting concerns . .
    . include continued high rates of caseworker turnover.” When pressed by the
    district court to explain why, when DFPS has had “internal reviews . . . for
    years that have said the same thing and nothing was ever done,”
    Transformation had suddenly appeared as an alleged magical solution, DFPS
    was unable to provide a clear explanation. 35 Under the circumstances, the
    district court’s skepticism was entirely warranted.
    DFPS’s relative lack of responsiveness, which is well documented by the
    district court, suggests it refuses to address a systemic deficiency in the way it
    manages its caseworkers. Moreover, while it is aware merely adding more
    caseworkers won’t treat the underlying issue, it wants to be able to point to a
    ________________________
    34  We note that the panel gave both parties the opportunity to file additional pleadings,
    including material regarding any progress DFPS has made toward remedying the district
    court’s concerns. See M.D. v. Abbott, 18-40057, Doc. No. 00514395622 (Order dated March
    21, 2018). Presumably, the State now has some data regarding Transformation’s continued
    development. Neither party filed any new pleadings. M.D. v. Abbott, 18-40057, Doc. No.
    00514395622 (Order dated March 21, 2018).
    35 We note also that studies found DFPS’s approach to policy implementation highly
    problematic as a general matter. New policies originate from various parts of the agency and
    often lack adequate implementation instructions or a clear point of authority for overseeing
    the changes. There is no front-end process to assist employees in evaluating the urgency of
    implementing the new policy and no back-end process for evaluating its effectiveness. The
    several layers of new policies implemented since 2004 actually complicate caseworkers’ jobs,
    forcing them to navigate tangled and sometimes inconsistent compliance requirements.
    37
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    No. 18-40057
    nominal fix. DFPS has repeatedly failed to adequately address the known
    caseload management shortcomings over the last several decades. The district
    court did not clearly err in concluding that DFPS’s response was not reasonable
    given its knowledge of the extent of the problem and that it was deliberately
    indifferent.
    The State also contests the district court’s causation analysis, arguing
    that the quality and volume of the evidence was insufficient to establish: 1)
    that high caseloads cause an increased risk of serious harm; and 2) that DFPS
    caseloads are, in fact, too high. These arguments are disposed of by our lengthy
    discussion of the caseload management problems and their effects above. There
    is ample evidence in the record establishing that caseloads are extremely high
    and that there is a direct causal link between high caseloads and an increased
    risk of serious harm to foster children.
    The State asserts, however, that the district court failed to adequately
    quantify the risk of harm. But the experiences of the named plaintiffs and
    testimony from former foster children, caseworkers, attorneys ad litem, and
    experts indicate that abuse is exceedingly common. 36 Several witnesses also
    testified that because children don’t have meaningful, face-to-face access to
    their caseworkers, abuse frequently goes unreported or uninvestigated. If
    children face a legitimate risk of being abused in the system as a baseline
    matter, and this risk is significantly exacerbated by overworked caseworkers,
    unreliable abuse statistics, and high error rates for abuse investigations, the
    risk becomes “objectively intolerable.” 
    Farmer, 511 U.S. at 846
    .
    The district court had a mountain of evidence at its disposal, and it
    enjoys ample discretion to credit certain evidence and expert testimony. See,
    ________________________
    36 Moreover, any abuse statistics provided by the State are likely to be artificially
    low—after all, the rates do not account for the fact that abuse is underreported or for child-
    on-child abuse.
    38
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    No. 18-40057
    e.g., 
    James, 577 F.3d at 619
    ; Bocanegra v. Vicmar Servs., Inc., 
    320 F.3d 581
    ,
    584 (5th Cir. 2003). That a policy or practice of maintaining overburdened
    caseworkers directly causes all PMC children to be exposed to a serious risk of
    physical and psychological harm is adequately supported by the facts in the
    record. Moreover, the principle seems obvious: when workloads exceed
    caseworker bandwidth, caseworkers are not able to effectively safeguard
    children’s health and well-being. See 
    Hope, 536 U.S. at 737
    . The State’s
    inadequate response in the face of these problems was a violation of its duty to
    the children in its care.
    2. Monitoring and Oversight: LFC Subclass
    There are three critical problems with DFPS’s policies and practices
    regarding monitoring and oversight. First, deficient investigatory practices
    have yielded a high error rate in abuse investigations. Second, DFPS does not
    centrally track instances of child-on-child abuse. Lastly, RCCL maintains
    inadequate enforcement policies. All three problems contribute to an increased
    risk of serious harm to the LFC subclass.
    The record establishes that RCCL has an alarmingly high investigatory
    error rate. 37 In 2014, PMU reviewed a random sample of physical abuse
    investigations that had occurred between 2012 and 2010 and that resulted in
    a UTD disposition. It found that 64.6% of the reviewed abuse cases were
    incorrectly determined to be UTD. Almost all of the dispositions had been
    reviewed by a superior, but 66.7% had been incorrectly approved. 35.5% of the
    incorrect UTD dispositions should have been RTB. A second review of a larger
    random sample of UTD dispositions found the rate of error to be even higher—
    ________________________
    37  Again, RCCL investigates any reports of neglect and abuse. The Performance
    Management Unit (“PMU”) is responsible for internal quality control for all of DFPS. Abuse
    investigations are ascribed one of four outcomes upon completion: 1) Reason to Believe
    (“RTB”); 2) Ruled Out (“RO”); 3) Unable to Determine (“UTD”); or 4) Administrative Closure.
    39
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    No. 18-40057
    roughly 75%. Many of the incorrect dispositions involved injuries that required
    medical attention. Despite the fact that RCCL found several substantiated
    cases of abuse buried in the random sample of UTD dispositions, DFPS took
    no action to move any of the children, no penalties were enacted, and no
    licenses were revoked. Children were left in homes and facilities where DFPS
    knew there was a serious possibility they were being abused. Some of the
    incorrect UTD dispositions were related to “negligent supervision”—which is
    often DFPS code for an abuse allegation involving another child. 82% of these
    negligent supervision UTDs were incorrect.
    Nonwithstanding its discovery regarding the UTD determinations,
    RCCL did not undertake to perform a similar audit of the investigations
    resulting in an RO or an RTB disposition. The vast majority of RCCL abuse
    investigations result in an RO disposition. As a comparator, during one
    expert’s tenure as a quality control director for social services in Tennessee,
    the percentage of investigations resulting in an RO disposition was between 20
    and 30% lower than RCCL numbers. The State’s own licensing expert admitted
    that RCCL’s very low abuse substantiation rate was concerning and that it
    “raised questions” for her. The district court found the likelihood was high that
    RO dispositions suffer from an error rate comparable to the UTD pool. The
    Director of RCCL claimed that the RO dispositions are probably less worrisome
    because “preponderance is a little more clear cut than it is for a UTD finding.”
    As the district court correctly pointed out, however, “that explanation does not
    account for the fact that the investigators in question were failing to interview
    all of the necessary parties, ask pertinent questions, gather all evidence and
    key information, and address risks.” 38 In other words, the main issue with the
    ________________________
    38  The district court also noted that, like CVS caseworkers, RCCL investigators are
    seriously overburdened. The number of investigators has steadily declined despite the fact
    that the number of investigations has remained relatively constant. Though the primary
    40
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    No. 18-40057
    investigations was not merely that there was competing evidence or that
    reports were uncorroborated. Rather, the information gathering process was
    fundamentally flawed. 39
    Of course, the abuse investigation error statistics capture a problem that
    plagues the subset of instances in which abuse is actually reported and—at
    least nominally—investigated. But, again, the evidence in the record indicates
    that abuse is underreported. Several former foster children testified that they
    did not know how to report abuse or whom they should tell. Even if children
    knew whom to call, many are so distrustful of the system that they are unlikely
    to feel comfortable reporting abuse. Worse yet, reports of abuse may receive
    only cursory RCCL follow-up, and some are never investigated at all. This
    means that children could make an abuse outcry and then languish in the
    offending placement indefinitely. As former foster child Kristopher Sharp
    explained, “[w]e didn’t feel safe in placements and then nothing happened, and
    so—I mean, why—why would you go through the process of even thinking that
    something would happen if you were to report something like this?” Under
    these circumstances, it is unsurprising that many children choose the path of
    least resistance and stay silent.
    The available abuse statistics are further warped by the fact that DFPS
    does not track child-on-child abuse. If DFPS receives a report that a child has
    been abused in some way by another foster child, the incident is investigated
    as “negligent supervision” on the part of the caregiver. This means that there
    ________________________
    cause of deficient investigations seems to be a substantial breakdown of the investigatory
    process at the procedural level, excessive workload is undoubtedly a contributing factor.
    39 Attorney ad litem Anna Ricker testified at trial that she twice reported a foster care
    facility in Levelland, Texas for abuse and neglect after she observed several concerning
    injuries on her client and other children, many of whom were nonverbal and intellectually
    disabled. She also reported that the facility was filthy and ill-kept and that her client’s
    personal hygiene was seriously deficient. RCCL ultimately Ruled Out abuse and neglect
    without even contacting Ricker to follow-up on her observations.
    41
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    No. 18-40057
    is no centralized record that tracks which children in DFPS custody have a
    history of physical or sexual abuse. The only place this information would
    potentially be recorded is in the casefile for that individual foster child. If
    caseworkers want to find out whether a child will be safe from abuse by another
    child in a particular home or facility, they would have to dig through thousands
    of pages of individual records to confirm that no one else at that placement has
    a history of abusing other children. And individual abuse records may be
    incomplete. For example, named plaintiffs J.S. and D.I. were both sexually
    abused by other children in their placements who had a history of perpetrating
    abuse. A later investigation into the individual records for one of the abusers
    revealed old notations of a previous, similar incident involving that child, but
    the other’s casefile noted only that he had suffered parental abuse before
    entering DFPS custody. In short, because the pertinent information was
    inaccessible or entirely unavailable, both J.S. and D.I. were unwittingly placed
    in foster homes in which there was a high probability that they would be
    exposed to sexual abuse by another child.
    RCCL enforcement practices are also problematic. RCCL issues
    thousands of citations for violations per year. Of the 6,050 violations cited in
    2013, however, only 12 resulted in a corrective action and only one resulted an
    adverse action. Only one facility has been closed in the last five years—the
    Daystar Facility, where four children had died. Between 1993 and 2002, there
    were three deaths due to asphyxiation that resulted from physical restraints.
    There were numerous reports of physical, sexual, and psychological abuse
    associated with the facility. But its license was not revoked until 2011, several
    months after a fourth child’s death was ruled a homicide by asphyxiation due
    to physical restraints.
    Daystar is a particularly tragic example. Nevertheless, studies and
    reports that DFPS was indisputably aware of—the State cites them in its own
    42
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    briefing on multiple occasions—stated that its “collaborative” approach to
    compliance was simply not working. This is evidenced by the fact that there is
    a very high rate of repeat violations, as licensees do not perceive that they will
    be held accountable for their malfeasance. Repeat violators are not a new
    phenomenon. In 2011, PMU found that 65.6% of residential care facilities had
    been cited for repeat deficiencies. By 2012, that number had leapt to 77.6%.
    And the collaborative approach can take up to a year or longer to achieve
    compliance. As a result, children are left in facilities that repeatedly violate
    standards while the state attempts to “collaborate” with the facility. As the
    Sunset Commission explained, “to go slow on enforcing regulations designed to
    protect children from safety risks out of concern that some providers may have
    trouble meeting such protective standards is essentially to accept a level of risk
    to the children simply because the state needs providers, regardless of their
    quality.” Most of the repeat violations occurred on the highest-risk standards,
    such as criminal history check requirements.
    The State had knowledge of these problems. Moreover, that high error
    rates in abuse investigations and inadequate enforcement policies place
    children at a substantial risk of serious harm seems painfully obvious. See
    
    Hope, 536 U.S. at 737
    ; 
    Farmer, 511 U.S. at 842
    . Reports regarding RCCL’s
    investigatory shortcomings date back over a decade. These deficiencies have
    been periodically reiterated to the agency. The Director of RCCL participated
    in the review of the UTD dispositions. The Assistant Commissioner of CCL
    confirmed that the error findings were reported all the way up the chain of
    command to Commissioner Specia. The State has elsewhere relied in part on
    various reports that include critiques of its enforcement practices throughout
    the litigation.
    Yet DFPS has not done any significant work to improve on these
    deficiencies. DFPS apparently held a mandatory one-day meeting to impress
    43
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    No. 18-40057
    upon its staff the importance of maintaining high standards for investigations,
    but RCCL policies and procedures apparently remained unchanged. Similarly,
    reports have consistently flagged inadequate oversight in licensing and
    enforcement as a critical problem area. But DFPS rarely heeds the advice of
    risk analysts to impose administrative penalties and ignores recommendations
    from the internal quality control experts at PMU to revoke licenses at non-
    compliant facilities.
    In short, DFPS is aware of the systemic deficiencies plaguing its
    monitoring and oversight practices. It also knows that these deficiencies pose
    a significant safety risk for foster children. Despite this knowledge, DFPS has
    not taken reasonable steps to cure the problems. Indeed, it is not clear that it
    has taken any steps at all. The district court correctly found that the State was
    deliberately indifferent to a substantial risk of serious harm to the LFC
    subclass as a result of its insufficient monitoring and oversight, and that these
    deficiencies are a direct cause of the constitutional harm.
    3. Placement Array: LFC Subclass
    The district court noted that, because of what amounted to practical
    limitations on placement availability, children are frequently placed out of
    region or are separated from their siblings. Furthermore, children are placed
    in facilities that are not necessarily appropriate for their service level or needs.
    Sexually aggressive children are not always placed in single-child homes or
    highly supervised environments. 40
    ________________________
    40  The State is not constitutionally required to place every child that has been
    sexualized through abuse or otherwise in a single family home. Indeed, many of them may
    benefit from a structured GRO environment or from therapeutic treatment at an RCL. To the
    extent children are being blindly placed with sexually aggressive children that pose a serious
    risk to their bodily integrity because caseworkers don’t have the time or the information they
    need to make an informed placement decision, the issue is more aptly addressed through
    DFPS’s policies toward caseloads and caseworkers and the failure to flag child-on-child abuse
    appropriately.
    44
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    Certainly, placing a child in-region, in a placement ideal for his service
    level and personal needs, or with his siblings when appropriate would be good
    practice. Plaintiffs have failed to demonstrate, however, that failing to do so in
    most or all circumstances puts children at a risk of harm serious enough to
    amount to a deprivation of their substantive due process rights. There is no
    “responsibility to [] maximize[] [foster children’s] personal psychological
    development,” 
    Griffith, 899 F.2d at 1439
    , and children have no “right to a
    stable environment” or a right “not to be moved from home to home,” despite
    the “significant literature which indicates a traumatic effect of such moves on
    young children.” 
    Drummond, 563 F.2d at 1208
    . Even accepting the district
    court’s—undoubtedly correct—finding that out-of-region placements and
    suboptimal placement settings can have negative effects on a child’s
    psychological health, those negative effects are not constitutionally cognizable
    harms. See, e.g., 
    Feagley, 868 F.2d at 1441
    . Unlike severely overburdened
    caseworkers or inadequate investigations and placement licensing, inadequate
    placement array does not unacceptably increase the risk that a child will be
    exposed to serious physical or psychological harm.
    Importantly, the availability of foster homes, particularly those that
    provide the most “home-like,” “least-restrictive” environments, is something
    uniquely out of the State’s control. Of course, an increase in funding that would
    allow DFPS to pay more potential foster families and may improve recruitment
    efforts, but DFPS cannot force people to volunteer. Regional availability in
    particular is affected by the population sizes of the counties in that region, the
    volume of children being removed from their homes in a particular county or
    region, and the ratio of rural to urban communities. Moreover, as the district
    court noted in Connor B., “neither bolstering the administrative ranks nor
    obtaining the requisite number of foster homes will resolve the ongoing
    45
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    placement challenges related to ensuring a child’s unique fit with a prospective
    
    placement.” 985 F. Supp. 2d at 144
    .
    Even if the policies toward its placement array were somehow
    constitutionally infirm, the district court erred in concluding that the State
    was deliberately indifferent. Specifically, the State has evinced at least some
    concerted effort to remedy the problem. “Foster Care Redesign” (“Redesign”),
    which was initiated in 2010, does away with the “open enrollment” system
    previously in place with DFPS’s private providers. While “open enrollment”
    essentially allows private providers to run operations wherever they choose,
    Redesign contracts with Single Source Continuum Contractors which provide
    a full range of services tailored to meet the needs of a particular geographic
    area. According to the State, Redesign will allow DFPS more control over the
    geographic distribution of its placements, and will be responsive to service
    needs in a specific region.
    In finding that Redesign did not suffice to demonstrate that the State
    responded reasonably to the risk, the district court stated that it was
    “encouraged by the idea . . . but discouraged by its results.” It noted that, at
    the time of the final order, Redesign was operating in less than 2% of Texas. It
    is true that Redesign has taken a while to get off the ground, and the pilot
    contract with the first service provider was unsuccessful. Since then, however,
    the State has entered into new contracts that have adjusted for some of the
    issues the State encountered in its pilot roll-out. The legislature recently
    granted DFPS authorization to expand Redesign to three new regions.
    Redesign is still a fairly new and innovative program. But slow roll-out
    of an unprecedented style of managing private contractors makes sense for a
    number of reasons. As the plaintiffs themselves noted in their comments
    regarding the Special Master’s Implementation plan, it is difficult to know
    whether the model—which increases reliance on private contractors—will
    46
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    maintain     sufficient    safeguards.        Consequently,    slow,     measured,
    implementation with adequate time to assess the program’s ability to properly
    safeguard children’s welfare is prudent. Additionally, rolling out the program
    in stages allows the agency to adapt to provider feedback and improve
    implementation in other areas.
    That Redesign has been met with limited success is of no moment. Cf.
    
    Farmer, 511 U.S. at 844
    . Limited placement array is a uniquely complicated
    problem. The State is thinking creatively and attempting to address the issue
    with placement distribution. Redesign may not be the answer, but it’s hardly
    what the district court called a “half-baked” attempt to remedy a complex
    problem.
    Accordingly, the district court erred in concluding that inadequate
    placement array causes constitutionally cognizable harm to the LFC subclass
    and that the State was deliberately indifferent to a substantial risk of serious
    harm.
    4. Foster Group Homes: FGH Subclass
    The district court found that a combination of a lack of policies against
    mixing children of various ages, sexes, and service levels and insufficient
    oversight rendered FGHs intolerably unsafe. In many cases, FGHs contain
    more children than traditional foster family homes and could be “hectic.” FGHs
    generally have the same number of caregivers as foster family homes. The
    district court found that the “most egregious problem” was that FGHs lacked
    24-hour awake-night supervision. Essentially, the district court reasoned,
    FGHs “simultaneously provide[] fewer benefits than foster family homes and
    fewer safeguards than congregate care facilities.”
    There are several issues with the district court’s analysis. To begin with,
    there is a critical causal flaw. The district court does not, for example, identify
    47
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    how mixing ages, sexes, and service levels 41 in FGHs is significantly different
    from doing so in foster family homes—other than that there were more children
    to keep track of and the ratio of supervisors to children is lower in FGHs. It
    notes that DFPS allows for young girls and teenage boys to be placed together,
    but again does not explain how this is different from its policies toward foster
    family homes, which are not constitutionally defective. Moreover, plaintiffs’
    expert’s analysis was flawed. It focused on the risk present when a number of
    unrelated children are placed together; indeed, this was a key qualifier of her
    opinion on the risk of harm in FGHs. But the data she used did not indicate
    whether some of the data on FGH age ranges could be accounted for by the fact
    that sibling groups were placed together. Notably, it is undisputed that FGHs
    are a critical placement option for large sibling groups DFPS is attempting to
    keep together.
    DFPS has also remedied what the district court called the “most
    egregious” problem with FGHs. When the State appealed the district court’s
    initial grant of injunctive relief, this court construed the district court’s
    mandate narrowly to demand DFPS require 24-hour supervision in FGHs and
    denied the stay. There is no dispute that the State appears to be complying
    with that mandate. The emphasis on awake-night monitoring indicates that
    the primary concern is not the “mixing” component; instead, lack of adequate
    supervision makes the mixing of age, sex, and service levels a less safe practice.
    In sum, plaintiffs’ have failed to articulate how and to what degree the
    mixing of children of different ages and service levels—a policy that is
    constitutionally tolerable in similar circumstances—amplifies the risk of harm
    ________________________
    41Again, to the extent children are being blindly placed with sexually abusive children
    that pose a serious risk to their bodily integrity because caseworkers don’t have the time or
    the information they need to make an informed placement decision, that issue is more closely
    related to DFPS’s policy toward caseloads and caseworkers, insufficient monitoring and
    oversight, and the failure to flag child-on-child abuse appropriately.
    48
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    No. 18-40057
    to children absent the corresponding problem regarding supervision. Though
    there may be risks to combining children with different needs in a single living
    space, doing so is not per se unconstitutional—all states do so in a variety of
    different settings in a way that avoids violating children’s rights. To the extent
    that the lack of awake-night supervision may have sustained a constitutional
    claim under the circumstances, the remaining policies and their effects do not
    cause FGH children an amplified risk of harm sufficient to overcome the
    threshold hurdle.
    V.     Class Certification
    The State devotes half a page in its nearly 100-page brief to its class
    certification argument. It incorporates by reference its general claim that
    plaintiffs have failed to demonstrate class-wide harm and thus that the district
    court abused its discretion in certifying the General and Subclasses. The State
    does not brief any other Rule 23-specific arguments. While the State mentions
    in passing “the unavailability of appropriate single-stroke injunctive relief” it
    references only prior sections in its brief that recount its unrelated objections
    to the sufficiency of the evidence and the district court’s fact-finding.
    Accordingly, this and other Rule 23-specific arguments are waived for failure
    to adequately brief them. See United States v. Lindell, 
    881 F.2d 1313
    , 1325 (5th
    Cir. 1989). 42
    ________________________
    42 For example, the State does not contend that the named plaintiffs are no longer
    viable class representatives. In any case, the district court did not abuse its discretion in
    determining that the other requirements of Rule 23(b)(2) had been met. Its finding that
    plaintiffs had satisfied commonality because their claims “depend[ed] upon a common
    contention . . . that is capable of classwide resolution” is adequately supported by the record.
    See M.D. 
    I, 675 F.3d at 838
    (quoting Wal-Mart Stores, Inc. v. Dukes, 
    564 U.S. 338
    , 350 (2011)).
    Similarly, there was sufficient evidence establishing the individual plaintiffs’ claims were
    “typical of the class claims.” 
    Dukes, 564 U.S. at 353
    (quoting Gen. Tel. Co. of Sw. v. Falcon,
    
    457 U.S. 147
    , 157–58 (1982)). Lastly, the district court correctly concluded that the named
    plaintiffs were adequate representatives who would “take an active role in and control the
    litigation to protect the interests of the absentees.” Stirman v. Exxon Corp., 
    280 F.3d 554
    ,
    563 (5th Cir. 2002).
    49
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    We understand the State to be primarily arguing that certification was
    improper because the class members have not been “harmed in essentially the
    same way.” Maldonado v. Ochsner Clinic Found., 
    493 F.3d 521
    , 524 (5th Cir.
    2007). Because we conclude that the State’s policies with respect to caseload
    management, monitoring, and oversight violate plaintiffs’ right to be free from
    a substantial risk of serious harm on a class-wide basis, we hold that the
    General Class and the LFC subclass were properly certified. However, the
    district court erred in concluding that foster group homes violate plaintiffs’ due
    process right and that the FGH subclass suffers class-wide constitutional
    harm. Accordingly, the FGH subclass must be decertified. Our liability
    findings obviate the need for further discussion of the class certification issue.
    VI.     The Remedy
    The district court entered an expansive injunction mandating dozens of
    specific remedial measures. While the district court was entitled to grant the
    plaintiffs injunctive relief, the injunction is significantly overbroad.
    Accordingly, we VACATE the injunction and REMAND with instructions to
    remove the remedial provisions related to placement array and FGHs, and to
    strike provisions that are not necessary to achieve constitutional compliance.
    It is axiomatic that “federal courts must vigilantly enforce federal law
    and must not hesitate in awarding necessary relief.” Horne v. Flores, 
    557 U.S. 433
    , 450 (2009). This responsibility includes, when appropriate, issuing
    permanent injunctions mandating institutional reform. See 
    id. at 448–50.
    In
    general, however, institutional reform injunctions are disfavored, as they
    “often raise sensitive federalism concerns” and they “commonly involve[] areas
    of core state responsibility.” 
    Id. at 448.
    Indeed, a sweeping permanent
    injunction here “commit[s] this Court to the near-perpetual oversight of an
    ________________________
    50
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    already-complex child-welfare regime.” Connor 
    B., 985 F. Supp. 2d at 157
    . An
    intrusion of this scale should not be taken lightly. 43
    The Supreme Court has explained that remedies fashioned by the federal
    courts to address constitutional infirmities “must directly address and relate
    to the constitutional violation itself,” and “federal court decrees exceed
    appropriate limits if they are aimed at eliminating a condition that does not
    violate the Constitution or does not flow from such a violation.” Milliken v.
    Bradley, 
    433 U.S. 267
    , 282 (1977). The district court may not, therefore,
    “order[] relief beyond what [is] minimally required to comport with the
    Constitution’s” prohibition on arbitrary deprivation of plaintiffs’ substantive
    due process right. 
    Gates, 501 F.2d at 1303
    . Accordingly, injunctions must be
    “narrowly tailor[ed] . . . to remedy the specific action which gives rise to the
    order.” Daniels Health Scis., L.L.C. v. Vascular Health Scis., L.L.C., 
    710 F.3d 579
    , 586 (5th Cir. 2013) (internal quotation omitted).
    But “[i]t is well-settled that, under the fourteenth amendment, a court
    may require remedial measures that the Constitution does not of its own force
    initially require.” Ruiz 
    VII, 679 F.2d at 1155
    . Moreover, an injunctive remedy
    “does not fail narrow tailoring simply because it will have positive effects
    beyond the plaintiff class.” Brown v. Plata, 
    563 U.S. 493
    , 531 (2011).
    Accordingly, if certain mandated provisions are necessary to achieve
    constitutional compliance, they are not per se improper on the basis that they
    achieve “collateral” benefits not directly related to the appropriately identified
    systemic defect. See 
    id. While courts
    are required to afford the State deference in administration
    of its state systems and “the [first] opportunity to correct [its own] errors,”
    Lewis v. Casey, 
    518 U.S. 343
    , 362 (1996), these principles are less applicable
    ________________________
    43   Nor do we suggest the conscientious district judge took it lightly.
    51
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    where, as here, the State has had ample opportunity to cure the system’s
    deficiencies. The State has been aware of the district court’s concerns for
    several years, and the State cannot claim that the court’s mandate was
    unclear. It has repeatedly refused to work with the court-appointed Special
    Masters in creating corrective policies and largely ignored the district court’s
    orders that it implement policies and procedures to minimize the risk of harm
    to the PMC class. Moreover, the State has had a wealth of information at its
    disposal detailing the structural deficiencies in its foster care system since long
    before plaintiffs filed this lawsuit, and it has failed to take meaningful
    remedial action. The district court was entitled to worry about the State’s
    motivation to self-correct and was justified in doubting that it would achieve
    compliance independently. 44
    We understand the district court’s frustration, and we agree remedial
    action is appropriate. The current injunction, however, goes well beyond what
    is necessary to achieve constitutional compliance. 
    Gates, 501 F.2d at 1303
    . And
    it is far from narrowly tailored. Daniels 
    Health, 710 F.3d at 586
    . Many of the
    injunction provisions fail to address the specific problems giving rise to the
    constitutional violation. Others, while more closely hewed to the violative
    practices, aim too high. These provisions may reflect the “best practices” of the
    child-welfare community or the policy preferences of the district court, but they
    go far “beyond what [is] minimally required to comport with the Constitution’s”
    prohibition on arbitrary deprivation of plaintiffs’ substantive due process right.
    
    Gates, 501 F.2d at 1303
    .
    For ease of reference, we will discuss the injunction in five “sections.”
    The first two sections will review injunction provisions that are directly related
    ________________________
    We note also that the State has been granted nearly one-billion dollars in additional
    44
    DFPS funding. This alleviates many funding-related concerns about the injunction.
    52
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    to the caseload management and the monitoring and oversight violations.
    Some of these provisions are valid, but many constitute judicial overreach. The
    next two sections will review provisions that target the alleged placement
    array and foster group home violations. These provisions must be struck, as
    we conclude that neither of these alleged deficiencies constitutes a due process
    violation. The final section will discuss what can be described as “crossover”
    provisions, which address more than one violation simultaneously or are aimed
    at remedying other general ailments of the system that the district court
    identified. Only those crossover provisions narrowly tailored to address the
    caseload management and monitoring and oversight violations are proper.
    Caseloads
    The primary issue with DFPS’s management of its caseworker caseloads
    is the lack of adequate data and standards. Accordingly, it is reasonable for an
    injunctive remedy to require the agency to generate reliable data regarding
    current caseloads and to establish internal guidelines that identify a flexible
    range of caseloads that the agency determines caseworkers can safely manage.
    DFPS should hire with the determined caseload range in mind. Additionally,
    provisions that are calculated to remedy the caseworker turnover problem are
    generally proper. The following provisions directly address the caseload
    management violation and are therefore valid:
    1. Effective immediately, DFPS shall track caseloads on a child-only
    basis, as ordered by the Court in December 2015. Effective
    immediately, DFPS shall report to the monitor(s), on a quarterly
    basis, caseloads for all staff, including supervisors, who provide
    primary case management services to children in the PMC class,
    whether employed by a public or private entity, and whether full-time
    or part-time. Data reports shall show all staff who provide case
    management services to children in the PMC class and their
    caseloads. In addition, DFPS’s quarterly reporting shall include the
    number and percent of staff with caseloads within, below and over the
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    range of 14 to 17 45 children, by office, by county, by agency (if private)
    and statewide. Reports will include the identification number and
    location of individual staff and the number of PMC children and, if
    any, TMC children to whom they provide case management.
    Caseloads for staff, as defined above, who spend part-time in caseload
    carrying functions and part-time in other functions must be pro-rated
    accordingly. The caseload range for staff with mixed caseloads, for
    example caseworkers serving both PMC and TMC children, shall be
    14 to 17 children’s cases, and each TMC child is to be afforded the
    same weight as a PMC child. Reporting will be by office, by county, by
    agency (if private) and statewide.
    2. Effective May 2018, DFPS shall ensure statewide implementation of
    the CPS Professional Development (CPD) training model, which
    DFPS began to implement in November 2015.
    3. Effective May 2018, DFPS shall ensure statewide implementation of
    graduated caseloads for newly hired CVS caseworkers, and all other
    newly hired staff with the responsibility for primary case
    management services to children in the PMC class, whether employed
    by a public or private entity.
    One of the most controversial injunction items is the district court’s
    designation of a “caseload cap.” Given the lack of internal DFPS standards and
    the agency’s failure to supply the Special Masters with a caseload range it
    deemed appropriate and safe, the district court essentially adopted national
    caseload standards and imposed a mandatory caseload range of 14 to 17
    children. While caseload caps strike at the heart of the workload problem, we
    agree with the State that they are too blunt a remedy for a complex problem.
    They constitute “relief beyond what [is] minimally required” to remedy the
    constitutional violation. 
    Gates, 501 F.2d at 1303
           To begin with, caps would only exacerbate DFPS’s staffing crisis in the
    short-term. Setting aside the fact that imposing a ceiling is logistically
    impossible given the staffing constraints, it would also generate a deluge of
    ________________________
    45For reasons that will be explained more thoroughly below, references to a caseload
    cap or an enforced caseload range are improper. To the extent otherwise valid provisions
    reference caseload caps, these caps shall be deleted from those provisions.
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    paperwork and force DFPS to rapidly redistribute cases among its
    caseworkers. This would undoubtedly be destabilizing for all of the parties
    involved, including the children in DFPS’s care. Caps also fail to account for
    the fact that two caseloads that each consist of, say, 16 children can generate
    vastly different amounts of work. A more flexible method of distributing
    caseloads that takes into account the complexity of the cases and the
    experience of the caseworker (and taking into consideration, inter alia, a long
    list of possible factors such as travel distances and language barriers) is, as a
    general matter, a sound policy. DFPS absolutely should determine how many
    cases, on average, caseworkers are able to safely carry. Based on its
    determination, DFPS should establish generally applicable, internal caseload
    standards. These standards should serve as a rough guide for supervisors who
    are handling caseload distribution, and they should inform DFPS’s hiring
    goals. But a hard cap on caseloads would completely hamstring DFPS’s ability
    to approach caseload distribution in a holistic, nuanced way. In short,
    mandatory caps are not only an extreme remedy, they are imprecise.
    Several other caseload-specific injunction provisions are also improper,
    as they either exceed what is required to achieve constitutional compliance or
    do not directly address the problems giving rise to the caseload management
    violation. Moreover, some provisions would unnecessarily add to the volume of
    work for which caseworkers are responsible, and would increase the time spent
    managing paperwork and compliance and administrative burdens. The
    following provisions are invalid:
    1. Effective June 2018, DFPS shall ensure that the full-time staff,
    including supervisors, who provide case management services to
    children in the PMC class, whether employed by a public or private
    entity, have a caseload within or below the range of 14 to 17 children.
    Caseloads for staff must be pro-rated for those who are less than full-
    time. Caseloads for staff who spend part-time in caseload carrying
    work and part-time in other functions must be pro-rated accordingly.
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    The caseload range for staff with mixed caseloads, for example
    caseworkers serving both PMC and TMC children, will also be 14 to
    17 children’s cases, and each TMC child’s case will be afforded the
    same weight in the caseload calculation as a PMC child.
    2. Effective immediately, DFPS shall commence recruiting, hiring and
    training staff, and ensuring any private entities that are charged by
    DFPS to provide case management services to children in the PMC
    class do the same, to ensure that staff who provide case management
    services to children in the PMC class, whether employed by a public
    or private entity, have a caseload within or below the range of14 to 17
    children.
    3. Effective May 2018, DFPS shall ensure that before any new CVS (or
    private agency) caseworker assumes primary case management
    responsibility for a full caseload range of 14 to 17 children, they
    successfully complete a comprehensive training program for new
    workers and pass a competency examination.
    4. Effective immediately, DFPS shall ensure that monthly face-to-face
    visits between caseworkers and children in the PMC class occur as
    required. The caseworkers’ visits with children in the PMC class must
    include time with the child separate from the caregiver(s) and other
    children, if the child is verbal. Effective immediately, DFPS shall
    ensure that caseworkers document monthly, private meetings with
    eachverbal PMC child in their care, unless the reason for
    noncompliance is fully documented in the child’s electronic case
    record.
    5. Effective immediately, DFPS shall ensure adequate training on its
    child visitation policies for all caseworkers responsible for visiting
    children in the PMC class.
    6. Effective immediately, DFPS shall track caseworker-child visits and
    report quarterly to the monitor(s) on the number of monthly
    caseworker-child visits required and the percent and number that
    occurred. 46 DFPS shall report for all referenced visits whether they
    involved face-to-face time with the child separate from the
    caregiver(s) and other children, if the child is verbal.
    7. Effective immediately, DFPS shall ensure caseworkers who conduct
    visits with PMC children follow the agency’s contact guidelines, which
    they must document in the child’s electronic case record based on
    monthly visits with a child. The guidelines must require caseworkers,
    at least, to complete an assessment of the child’s safety, including an
    ________________________
    46   Notably, it appears DFPS already tracks this statistic.
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    assessment of the placement; a confirmation that the child was
    interviewed individually, separately and privately from the caregiver
    and other children, if the child is verbal; a discussion of the form(s) of
    discipline being used in the placement; and a documented review of
    the child’s medical, mental health, dental and educational progress
    and needs.
    8. DFPS shall ensure that supervisors who oversee caseworkers
    managing the cases of children in the PMC class have no more than
    seven workers assigned to them. Supervisory workloads must be pro-
    rated for supervisors who are less than full-time. Workloads for
    supervisors who spend part-time in supervisory work and part-time
    in other functions, which includes carrying a case, must be pro-rated
    accordingly.
    9. Supervisors who oversee caseworkers serving PMC children shall not
    directly carry a caseload unless there is a documented emergency
    requiring the supervisor to do so.
    10. Within 30 days of the Court’s Final Order date, DFPS shall eliminate
    the use of I See You secondary workers and designate all secondary
    workers as primary caseworkers. 47
    Monitoring and Oversight
    Most of the injunction provisions relating exclusively to the monitoring
    and oversight violation are reasonably targeted toward remedying the
    identified issues. The following provisions are valid:
    1. DFPS shall ensure that reported allegations of child abuse and neglect
    involving children in the PMC class are investigated; commenced and
    completed on time consistent with the Court’s Final Order; and
    conducted taking into account at all times the child’s safety needs.
    The monitor(s) shall periodically review the statewide system for
    appropriately receiving, screening and investigating reports of abuse
    ________________________
    47 We do not understand the logic of this provision. The district court made clear that
    secondary workers were inappropriate substitutes for caseworkers because they had
    significantly less responsibilities and carried large caseloads. Furthermore, it is not clear
    that all of these workers are equipped to be caseworkers (or even that they want to). It seems
    somewhat bizarre to force DFPS to absorb all of its secondary caseworkers onto its primary
    team.
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    and neglect involving children in the PMC class to ensure the
    investigations of all reports are commenced and completed on time
    consistent with Items 9-16 of this Section of the Court’s Final Order
    and conducted taking into account at all times the child’s safety
    needs.
    2. Effective May 2018, DFPS shall ensure that all caseworkers and
    caregivers are trained to recognize and report sexual abuse, including
    child on child sexual abuse.
    3. Effective March 2018 and ongoing thereafter, DFPS shall, in
    accordance with existing DFPS policies and administrative rules,
    initiate Priority One child abuse and neglect investigations involving
    children in the PMC class within 24 hours of intake. (A Priority One
    is by current policy assigned to an intake in which the children appear
    to face a safety threat of abuse or neglect that could result in death or
    serious harm.)
    4. Effective March 2018 and ongoing thereafter, DFPS shall, in
    accordance with existing DFPS policies and administrative rules,
    initiate Priority Two child abuse and neglect investigations involving
    children in the PMC class within 72 hours of intake. (A Priority Two
    is assigned by current policy to any CPS intake in which the children
    appear to face a safety threat that could result in substantial harm.)
    5. Effective March 2018 and ongoing thereafter, DFPS shall, in
    accordance with DFPS policies and administrative rules, complete
    required initial face-to-face contact with the alleged child victim(s) in
    Priority One child abuse and neglect investigations involving PMC
    children as soon as possible but no later than 24 hours after intake.
    6. Effective March 2018 and ongoing thereafter, DFPS shall, in
    accordance with DFPS policies and administrative rules, complete
    required initial face-to-face contact with the alleged child victim(s) in
    Priority Two child abuse and neglect investigations involving PMC
    children as soon as possible but no later than 72 hours after intake.
    7. Effective March 2018 and ongoing thereafter, DFPS shall track and
    report all child abuse and neglect investigations that are not initiated
    on time with face-to-face contacts with children in the PMC class,
    factoring in and reporting to the monitors quarterly on all authorized
    and approved extensions to the deadline required for initial face-to-
    face contacts for child abuse and neglect investigations.
    8. Effective March 2018, DFPS shall, in accordance with DFPS policies
    and administrative rules, complete Priority One and Priority Two
    child abuse and neglect investigations that involve children in the
    PMC class within 30 days of intake, unless an extension has been
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    approved for good cause and documented in the investigative record.
    If an investigation has been extended more than once, all extensions
    for good cause must be documented in the investigative record.
    9. Effective March 2018 and ongoing thereafter, DFPS must track and
    report monthly all child abuse and neglect investigations involving
    children in the PMC class that are not completed on time according
    to this Final Order. Approved extensions to the standard closure
    timeframe, and the reason for the extension, must be documented and
    tracked. If an investigation has been extended more than once, all
    extensions for good cause must be documented in the investigative
    record.
    10. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, observe or interview the
    alleged child victims in Priority One child abuse or neglect
    investigations within 24 hours of intake.
    11. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, observe or interview the
    alleged child victims in Priority Two child abuse or neglect
    investigations within 72 hours of intake.
    12. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, complete Priority One and
    Priority Two child abuse and neglect investigations within 30 days of
    intake, consistent with DFPS policy.
    13. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, complete Priority Three,
    Priority Four and Priority Five investigations within 60 days of
    intake, consistent with DFPS policy.
    14. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, complete and submit
    documentation in Priority One and Priority Two investigations on the
    same day the investigation is completed.
    15. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, complete and submit
    documentation in Priority Three, Priority Four and Priority Five
    investigations within 60 days of intake.
    16. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, finalize and mail notification
    letters to the referent and provider(s) in Priority One and Priority
    Two investigations within five days of closing a child abuse and
    neglect investigation or completing a standards investigation.
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    17. Effective immediately, the State of Texas shall ensure RCCL
    investigators, and any successor staff, finalize and mail notification
    letters to the referent(s) and provider(s) in Priority Three, Priority
    Four and Priority Five investigations within 60 days of intake.
    18. By July 2018, RCCL, and/or any successor entity charged with
    inspections of child care placements, will identify, track and address
    concerns at facilities that show a pattern of contract or policy
    violations. Such facilities must be subject to heightened monitoring
    by DFPS and any successor entity charged with inspections of child
    care placements and subject to more frequent inspections, corrective
    actions and, as appropriate, other remedial actions under DFPS’
    enforcement framework.
    19. Effective immediately, RCCL and/or its successor entity, shall have
    the right to directly suspend or revoke the license of a placement in
    order to protect children in the PMC class.
    20. Effective immediately, RCCL, and any successor entity charged with
    inspections of child care placements, must consider during the
    placement inspection all referrals of, and in addition all confirmed
    findings of, child abuse/neglect and all confirmed findings of corporal
    punishment occurring in the placements. During inspections, RCCL,
    and any successor entity charged with inspections of child care
    placements, must monitor placement agencies’ adherence to
    obligations to report suspected child abuse/neglect. When RCCL, and
    any successor entity charged with inspections of child care
    placements, discovers a lapse in reporting, it shall refer the matter to
    DFPS, which shall immediately investigate to determine appropriate
    corrective action, up to and including termination or modification of a
    contract.
    21. Effective March 2018, DFPS shall implement within the child’s
    electronic case record a profile characteristic option for caseworkers
    or supervisors to designate PMC and TMC children as “sexually
    abused” in the record if the child has been confirmed to be sexually
    abused by an adult or another youth.
    22. Effective March 2018, DFPS shall document in each child’s records
    all confirmed allegations of sexual abuse in which the child is the
    victim.
    23. Effective immediately, all of a child’s caregivers must be apprised of
    confirmed allegations at each present and subsequent placement.
    24. Effective immediately, if a child has been sexually abused by an adult
    or another youth, DFPS must ensure all information about sexual
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    abuse is reflected in the child’s placement summary form, and
    common application for placement.
    25. Effective immediately, all of the child’s caregivers must be apprised
    of confirmed allegations of sexual abuse of the child at each present
    and subsequent placement.
    26. Effective immediately, DFPS shall ensure a child’s electronic case
    record documents “child sexual aggression” and “sexual behavior
    problem” through the profile characteristic option when a youth has
    sexually abused another child or is at high risk for perpetrating
    sexual assault.
    27. Effective immediately, if sexually aggressive behavior is identified
    from a child, DFPS shall also ensure the information is reflected in
    the child’s placement summary form, and common application for
    placement.
    28. Effective immediately, DFPS must also document in each child’s
    records all confirmed allegations of sexual abuse involving the child
    as the aggressor.
    29. Effective immediately, all of the child’s caregivers must be apprised
    at each present and subsequent placement of confirmed allegations of
    sexual abuse involving the PMC child as the aggressor.
    30. Within 90 days of the Court’s Final Order, DFPS shall create a clear
    policy on what constitutes child on child sexual abuse. Within 6
    months of the Court’s Final Order, DFPS shall ensure that all staff
    who are responsible for making the determinations on what
    constitutes child on child sexual abuse are trained on the policy.
    31. Effective March 2018, DFPS shall ensure that all abuse and neglect
    referrals to the 24-hour hotline 48 regarding a foster home where any
    PMC child is placed, which are not referred for a child abuse and
    neglect investigation, are shared with the PMC child’s caseworker
    and the caseworker’s supervisor within 48 hours of DFPS receiving
    the referral. Upon receipt of the information, the PMC child’s
    caseworker will review the referral history of the home and assess if
    there are any concerns for the child’s safety or well-being, and
    document the same in the child’s electronic case record.
    The monitoring and oversight provisions pertaining to the establishment
    of the 24-hour hotline are in need of revision because they do not address the
    ________________________
    48 The injunction provision requiring the establishment of a new 24-hour hotline is
    invalid for reasons discussed below. It is, however, proper for the district court to require that
    RCCL promptly communicate allegations of abuse to the child’s caseworker.
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    discrete issues underlying the violation: the manner in which RCCL
    documents and investigates allegations of abuse. To the extent that the court
    is worried about underreporting, this can be remedied by mandating that
    caseworkers provide children with the appropriate point of contact for
    reporting issues. The problem with RCCL follow-up is sufficiently addressed
    by other valid provisions.
    Other hotline-related provisions unnecessarily increase the time spent
    managing administrative burdens. Mandated RCCL caseload caps are
    misguided for substantially the same reasons that caseload caps are ill-advised
    in the primary caseworker context. Again, however, it would be reasonable for
    the court to require a comprehensive workload study and the establishment of
    internal guidelines for caseload ranges based on what DFPS determines RCCL
    investigators can safely manage. Lastly, requiring the State to publish all
    licensing inspections on its public website is not only unnecessary, but it also
    implicates confidentiality concerns. Accordingly, the following provisions are
    invalid:
    1. Effective immediately, DFPS shall ensure that it maintains a
    statewide, 24-hour hotline accessible by PMC children in DFPS
    custody to report abuse and neglect. The hotline shall receive, screen
    and assign for investigation reports of maltreatment of children in the
    PMC class.
    2. In order to ensure that PMC children have access to the 24-hour
    hotline to report abuse and neglect, within 30 days of the Court’s
    Final Order, DFPS shall either require all foster homes and
    therapeutic foster homes housing PMC children to maintain a
    landline phone accessible to the child in the home, with the toll-free
    hotline number appended to the landline or, in the alternative, DFPS
    shall present an alternative plan to the Court within 30 days of the
    Court’s Final Order to ensure PMC children have access to the hotline
    to report abuse and neglect.
    3. Effective March 2018, and ongoing thereafter, DFPS shall ensure the
    central case record of every child in the PMC class includes
    documentation confirming the method(s) discussed with the child for
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    notifying DFPS if the child needs to report abuse or neglect. For
    children who are verbal, the documentation must include the date the
    reporting methods were discussed with the child and confirmation of
    their level of understanding. The discussion with the child must occur
    within 48 hours of entering any new placement.
    4. Within 60 days of the Court’s Final Order, all calls to the DFPS 24-
    hour hotline shall be recorded. All recorded calls shall be stored for at
    least two years using a call recording system. Recordings shall be
    made available to the monitor(s) for monitoring and verification
    purposes.
    5. Effective March 2018, and ongoing thereafter, DFPS shall ensure that
    a well trained, experienced and qualified supervisor reviews and
    approves all screening decisions at the 24-hour hotline involving
    children in the PMC class. The monitors will conduct routine audits
    of screened-out reports involving children in the PMC class to confirm
    that DFPS conducted a complete review of the available record
    (including past intake reports involving the child and the placement)
    and due consideration was given to the risks to children when
    determining whether to assign a matter for investigation.
    6. Effective immediately, DFPS shall ensure foster caregivers and other
    placement providers immediately report all allegations of sexual
    abuse by a child against another child to the 24-hour hotline
    established by DFPS to screen referrals of abuse and neglect.
    7. Effective March 2018, DFPS shall document, track and report
    quarterly to the monitor(s) all referrals of child-on-child sexual abuse
    involving children in DFPS custody made to the 24-hour hotline
    established by DFPS to screen referrals of abuse and neglect.
    8. Effective immediately and ongoing thereafter, DFPS shall report
    quarterly to the monitor(s) and confirm that all reports of child on
    child sexual abuse involving children in DFPS custody that have been
    referred to the 24-hour hotline have been assigned for investigation
    for, at minimum, neglectful supervision by the placement
    caregiver(s).
    9. Effective May 2018, the State of Texas shall ensure the staff who
    investigate allegations of abuse and neglect of children in the PMC
    class have caseloads of no more than 14 investigations, consistent
    with the median caseload of investigations found in the Workload
    Study. Although this is twice the number of investigations the
    Workload Study concluded was reasonable for child abuse and neglect
    investigators in light of the amount of time they expend on their cases,
    14 investigations shall serve as the top of their workload range.
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    10. Effective immediately, DFPS shall ensure that investigations of
    abuse and neglect of PMC children while they are in licensed
    placements are conducted by staff whose caseload is exclusively
    focused on child maltreatment investigations.
    11. Effective May 2018, the State of Texas shall ensure that the staff who
    conduct licensing standards investigations for alleged violations
    involving children in the PMC class have caseloads of no more than
    14 standards investigations, consistent with the maximum caseload
    of standards investigations found in the Workload Study. Although
    this is nearly three times the number of standards investigations the
    Workload Study concluded was reasonable for inspectors in light of
    the amount of time they expend on their cases, 14 standards
    investigations shall serve as the top of their workload range.
    Caseloads for staff shall be pro-rated for those who are less than full-
    time. Caseloads for staff who spend part-time in investigative work
    and part-time in other functions must be pro-rated accordingly.
    12. Effective March 2018 and ongoing thereafter, the State of Texas shall
    publicly post on its website all licensing inspections by RCCL, and/or
    its successor entity, redacting child identifying information and other
    information deemed confidential under state and federal law and
    regulation. The posted information shall include the full narrative
    inspection report, the outcome of the inspection, inspection violations
    and whether RCCL, and/or its successor entity, implemented
    corrective or adverse action as a result of the violations. The posted
    information shall also include all corrective action plans required by
    RCCL and/or other successive entities and the dates RCCL and/or
    other successive entities accepted corrective action plans submitted
    by violating agencies and the status of those corrective action plans.
    The injunction provisions aimed specifically at remedying the alleged
    placement array and foster group home deficiencies must be struck, as the
    court has determined that neither practice violates plaintiffs’ substantive due
    process rights. The following provisions are invalid:
    Placement Array
    1. DFPS shall immediately implement a policy that establishes single-
    child homes as the presumptive placement for all sexualized children,
    either as the aggressor or the victim. The policy also will allow for
    exceptions, including: placement in a therapeutic setting for
    treatment; placement with siblings when the safety of all children
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    involved can be closely monitored and secured; a thorough and
    documented assessment certifies that it is in the child’s best interest
    to be placed in a home with other children and the safety of all
    children involved can be closely monitored and secured. Any
    exceptions applied under this policy must be approved and
    documented by a senior DFPS manager.
    2.   DFPS shall ensure it has at least as many foster home placements
    for children, by catchment area, by the end of FY 18 as the agency
    found it requires to meet the needs of children in its January 2017
    Foster Care Needs Assessment, Table 5. DFPS shall report quarterly
    to the monitor(s) on the available supply of foster homes for children
    by catchment area as of the last date of the quarter.
    3.   By June 2018, DFPS shall complete and submit to the Court an
    update of its January 2017 Foster Care Needs Assessment, and
    include:
    a. A review and assessment of the placement needs of sibling
    groups that are separated into different placements and
    children who have been identified as sexually aggressive or
    whose IMPACT records document their having been sexually
    abused.
    b. Data on the number of foster homes in each county that could
    be readily designated as single-child homes.
    c. Data on the number of homes in each county available for the
    placement of sibling groups of various sizes.
    d. An analysis of the number of homes in each county and region
    that have a deficit or surplus of single-child homes to meet the
    needs of children from the same counties and regions who are
    sexually aggressive or have been sexually abused.
    e. An analysis of the number of homes in each county and region
    that have a deficit or surplus of homes that can meet the
    placement needs of sibling groups from the same counties and
    regions or catchment areas.
    4.   Effective immediately, DFPS shall immediately establish a tracking
    mechanism to identify how many children are in all placements where
    a PMC child resides, including foster, biological, non-foster and
    adoptive children, as well as each placement’s licensed capacity. By
    May 2018, DFPS shall publish this information on its website and
    update the information quarterly.
    5.   Effective June 2018, DFPS shall establish and implement a policy
    that requires a transition plan of no less than two weeks to change a
    PMC child’s placement if the disruption is due to a change in the
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    child’s level of care. The policy shall require a documented assessment
    to determine if the child should remain in the same placement for an
    extended period if the assessment determines the child’s behavioral
    or emotional challenges are likely to re-escalate if the placement is
    changed.
    6. Beginning in June 2018, DFPS shall report to the monitor(s) semi-
    annually on PMC children's placement moves, and ensure that all
    such moves, and the reasons for the placement moves, are
    documented in the child’s electronic case record.
    Foster Group Homes
    1. Effective immediately and ongoing thereafter, no PMC child may
    reside in a Foster Group Home placement.
    2. Effective immediately and ongoing thereafter, no PMC child may
    reside in any family-like placement that houses more than six
    children, inclusive of biological, adoptive, non-foster and foster
    children. Family-like placements include non-relative foster care,
    tribal foster care, and therapeutic foster care.
    The remaining injunction provisions are “crossover” provisions, which
    address multiple violations or which target other alleged DFPS deficiencies.
    Again, only those crossover provisions that are narrowly tailored to remedy the
    caseload management and the monitoring and oversight violations are proper.
    Specifically, the provisions mandating DFPS update and integrate its record-
    keeping system are relevant to both violations. An improved record-keeping
    practice will reduce caseworkers’ overall workloads. It would also centralize
    and make accessible data that is critical to making safe placement decisions.
    Lastly, access to comprehensive medical information, mental health records,
    and placement history for individual children would assist RCCL in making an
    informed assessment about abuse allegations. The following provisions are
    valid:
    1. Within four months of the Court’s Final Order, DFPS shall submit to
    the Court a plan for an integrated computer system, with specific
    timeframes, that contains each PMC child’s complete records,
    including but not limited to a complete migration of all medical,
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    dental, educational, placement recommendations, court records,
    mental health and caseworker records. The mental health, dental and
    medical information shall include all visits to the provider with
    detailed examinations, diagnoses, test results, immunizations,
    medications (including the reasons for each), history of abuse,
    treatment plans, and any other information necessary for the safety
    of the children. DFPS shall have this system fully functional within
    one year of the Final Order date.
    2. Within four months of the Court’s Final Order, DFPS shall submit to
    the Court a plan for an integrated computer system, with specific
    timeframes, that contains each PMC child’s complete records,
    including but not limited to a complete migration of all medical,
    dental, educational, placement recommendations, court records,
    mental health and caseworker records. The mental health, dental and
    medical information shall include all visits to the provider with
    detailed examinations, diagnoses, test results, immunizations,
    medications (including the reasons for each), history of abuse,
    treatment plans, and any other information necessary for the safety
    of the children. DFPS shall have this system fully functional within
    one year of the Final Order date.
    The crossover provisions related to placement array and foster group
    homes must be struck. Additionally, provisions designed to remedy what the
    district court believed to be additional, related problems with the foster care
    system are improper. These provisions are not calculated to remedy an
    identified constitutional violation. They may reflect “best practices” or the
    personal policy preferences of the district court, but they are not necessary to
    achieve constitutional compliance. Moreover, many of these provisions only
    increase caseworkers’ administrative burdens. The following provisions are
    invalid:
    1. Effective immediately, the electronic case record of each child in the
    PMC class must include the child’s photograph that is not more than
    one year old, except as provided in paragraph three, below.
    2. Effective immediately, when a child enters the PMC class, DFPS shall
    ensure that a photograph is taken of the child within 48 hours and
    uploaded into the child’s electronic case record promptly. DFPS shall
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    ensure the date of the photograph is recorded in the child’s case
    record.
    3. Effective immediately, with respect to all PMC children under the age
    of three years, DFPS shall ensure that photographs are taken and
    uploaded to the child’s IMPACT case record at least semi-annually
    and the date of the photograph must be recorded in the child’s case
    record.
    4. Effective immediately, DFPS shall ensure adequate training to all
    caseworkers on how to use the appropriate technology to photograph
    a child and upload the photograph to the child’s electronic case record.
    5. Effective immediately, DFPS shall ensure and document that all
    youth in the PMC class, aged 16 or older, receive copies of their birth
    certificate and social security card upon turning 16.
    6. Effective immediately, DFPS shall ensure and document that all
    youth in the PMC class, prior to aging out of care, receive copies of
    their birth certificate, social security card, most current high school
    transcript, copies of their last physical health and dental
    examinations, copies of their immunization record, and copies of
    identifying information needed for Medicaid. DFPS must document
    an acknowledgment of receipt, along with a short description of the
    youth’s plan for safekeeping the documents, signed by the youth and
    their caseworker in the electronic case record prior to the youth aging
    out of care. Prior to the youth aging out of care, DFPS shall take all
    reasonable steps, including the filing of an application, to assist the
    youth in signing up for either Former Foster Care Children’s
    Medicaid or Medicaid for Transitioning Foster Care Youth, and shall
    document those steps in the child’s electronic record. Each of these
    programs requires an affirmative act to change from the under-18
    Medicaid to the over-18 previous foster care Medicaid.
    7. Effective within three months of the Court’s Final Order and ongoing
    thereafter, DFPS shall identify all PMC youth aged 14 and older who
    have not yet received the following DFPS independent living
    preparation services: the life skills assessment, a Circles of Support
    (COS) or Transition Plan Meeting (TPM), and a recently updated
    (within six months for youth 16 and older and one year for youth 14
    and older) transition plan. DFPS shall ensure that all PMC youth who
    have been identified immediately above receive these services and
    that the PMC youth’s transition plan is developed.
    8. Effective June 2018, DFPS shall ensure all 14- and 15-year-old youth
    in the PMC class receive DFPS’ Preparation for Adult Living (PAL)
    services.
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    9. Effective June 2018, DFPS shall ensure that if a PMC youth’s
    disability is a barrier to participation in PAL services or supports,
    appropriate accommodations shall be identified that allow the youth
    to meaningfully participate, and DFPS shall document any
    accommodations in the child’s electronic case record.
    10. Effective June 2018, DFPS shall ensure PMC youth receive a life-
    skills assessment within 45 days of turning 14, and are reassessed
    annually, and that the results of these assessments are documented
    and available in the child’s electronic case record.
    11. Effective June 2018, DFPS shall ensure that PMC youth receive
    DFPS’s Circles of Support (COS) or Transition Planning Meeting
    (TPM) within 45 days of turning 14 years old, and then receive either
    COS or TPM in conjunction with the child’s permanency planning
    meeting every four months, until the youth ages out or attains
    permanency. The purpose of such meetings is to develop a youth’s
    transition plan with an eye toward building skills to support a youth’s
    specific strengths and address needs in preparation for independence.
    12. Effective March 2018, DFPS shall ensure that primary caseworkers
    assigned to PMC children develop a plan, in consultation with the
    child’s attorney ad litem, to facilitate the sealing or expungement of
    any eligible criminal or juvenile records for offenses for which the
    youth was adjudicated or convicted prior to the youth aging out of
    care. DFPS shall ensure the efforts to do so are documented in the
    child’s electronic case record.
    13. Effective March 2018, DFPS shall ensure that the caseworker puts a
    plan in place prior to a PMC youth turning 18 years of age,
    documented in the case record, detailing how the youth will access
    benefits the youth is eligible to receive once they leave DFPS care,
    including the DFPS transitional living allowance, Social Security
    Disability Insurance benefits, the DFPS aftercare room and board
    assistance, and DFPS’s Education and Training Vouchers.
    14. Effective June 2018, DFPS shall ensure driver’s education classes are
    provided to all PMC youth who are old enough to receive a learner’s
    permit and choose to take driver’s education. DFPS may create
    exceptions for PMC youths who are not developmentally or medically
    able to safely participate in driver’s education.
    15. Effective immediately, DFPS shall ensure that prior to exiting care,
    each PMC youth age 14 and older is assisted in creating e-mail
    accounts so that they may receive encrypted copies of personal
    documents and records, in addition to receiving copies of originals.
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    16. Effective immediately, DFPS shall request the appointment of an
    Attorney ad litem for all PMC children from each court in which a suit
    is pending in which a PMC child does not have Attorney ad litem
    representation, citing the Court’s Final Order.
    17. Within 30 days of the Court’s Final Order, DFPS shall present a plan
    to the Court to ensure reimbursement to Attorneys ad litem in those
    courts that do not currently provide Attorneys ad litem for PMC
    children. If DFPS fails to present a plan, DFPS shall reimburse those
    fees necessary to provide Attorneys ad litem in those courts that do
    not currently provide Attorneys ad litem for PMC children.
    18. DFPS shall institute and incorporate caseworker training (minimally
    into the Conservatorship Specialty Track) about child health that
    describes:
    a. The health vulnerabilities of foster youth (pages 1 and 2 of the
    American Academy of Pediatrics “Fostering Health: Healthcare
    for Children and Adolescent in Foster Care”);
    b. Specifically, how to use child and family visits to obtain and
    update healthcare information;
    c. The utility of children’s electronic case record, for improving the
    health of foster youth.
    19. Effective immediately, DFPS shall make every effort to obtain and
    make available a child’s medical records within 24 hours of the child
    entering the custody of DFPS. Caseworkers shall document their
    efforts to obtain and make available children’s medical records within
    48 hours of children entering DFPS custody.
    20. Effective June 2018, DFPS will ensure that every PMC child has a
    medical home. The medical home is a health care delivery model led
    by a health care provider to provide comprehensive and continuous
    medical care and care management to patients with a goal to obtain
    positive health outcomes. The medical home shall be obliged (by policy
    and contract):
    a. To maintain and update all medical fields of the child’s central
    electronic record;
    b. To coordinate care for routine and emergency healthcare needs;
    c. To ensure timely evaluations and assessments for all health
    needs, including behavioral health (including psychotropic
    oversight), dental care, and chronic health conditions.
    21. Effective June 2018, DFPS shall ensure children in the PMC class
    receive a specific developmental assessment of at least one of the
    following screenings within 90 days of each child’s birthday:
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    a. Birth to 10 years: Ages and Stages Questionnaire, Ages and
    Stages Questionnaire: Second Edition, or the PEDS
    developmental screening and assessment;
    b. 11 years to 21 years: the Pediatric Symptom Checklist (PSC)-
    35, the Youth Pediatric Symptom Checklist (Y-PSC), the
    Patient Health Questionnaire-9 (PHQ-9), or the CRAFFT
    screening test)
    c. If DFPS does not believe any of these tests to be reliable, it may
    propose its own developmental assessments to the Court within
    30 days of the date of this Order. Screening results from the
    developmental assessment, including follow-up/red flag items,
    shall be inputted into the child’s electronic case record within
    72 hours;
    22. Effective June 2018, DFPS shall ensure the child’s central electronic
    case record has functional internal (red flag) alerts notifying
    caseworkers of:
    a. Follow up needed;
    b. Assessments/screening required or indicated;
    c. Evaluations required or indicated;
    d. Immunizations required or indicated; and
    e. Appointments missed or cancelled.
    23. Effective May 2018, DFPS shall institute a policy that uses the
    caseworker visits to verify and report on health status by answering
    and documenting in the PMC child’s electronic case record these
    questions:
    a. Are there outstanding red flag items for this child?
    i. Greater than 20 days?
    ii. Greater than 90 days?
    b. Has this child visited a healthcare practitioner in the last 90
    days?
    c. Can this child (over 11) name his/her health care needs?
    24. Effective March 2018, DFPS shall implement a policy that requires
    that no unrelated children more than three years apart in age be
    placed in the same room. The policy may also establish exceptions,
    including a thorough and documented assessment that certifies it is
    in the child’s best interest or that no risk of harm would result from
    placing any unrelated children more than three years apart in the
    same room. Any exceptions applied under this policy must be
    approved and documented in the child’s electronic record by the DFPS
    county director.
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    25. Effective March 2018, DFPS shall implement a policy that requires
    that no unrelated children with different service levels be placed in
    the same room. The policy may also establish exceptions, including a
    thorough and documented assessment by DFPS that certifies it is in
    the child’s best interest or that no risk of harm would result from
    placing any unrelated children of different service levels in the same
    room. Any exceptions applied under this policy must be approved and
    documented in the child’s electronic case record by the county
    director.
    26. Effective immediately, DFPS may not place a child in the PMC class
    in an office overnight, and must track all instances if it does so, and
    report the same to the monitor(s) monthly. If, under any
    circumstance, a child in the PMC class spends the night in an office,
    DFPS staff must document that fact, and the reason, in an
    electronically available log maintained by DFPS in each county.
    These logs shall be submitted on the first day of every month to a
    designated senior manager in DFPS’ central office and to the
    monitor(s). The designated DFPS senior manager shall review these
    logs monthly and take immediate follow up action to identify and
    address problems encountered at the county level with respect to
    securing minimally adequate, safe placements for children in the
    PMC class.
    27. Within six months of the Court’s Final Order, all PMC children under
    two years of age shall be placed in a family-like setting, including non-
    relative foster care, tribal foster care, kinship foster care and
    therapeutic foster care. DFPS may make exceptions to family-based
    placements for sibling groups of four or more children who cannot
    otherwise be placed together, children whose individual needs require
    hospitalization, treatment and/or medical care or young children who
    are placed with their minor parent in the PMC class and who may
    require services provided in a non-family-like placement. All
    exceptions must be approved by a supervisor and documented in the
    child’s electronic case record.
    28. Within 12 months of the Court’s Final Order, all PMC children under
    six years of age shall be placed in a family-like setting, including non-
    relative foster care, tribal foster care, kinship foster care and
    therapeutic foster care. DFPS may make exceptions to family-based
    placements for sibling groups of four or more children who cannot
    otherwise be placed together, children whose individual needs require
    hospitalization, treatment and/or medical care or young children who
    are placed with their minor parent in the PMC class and who may
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    require services provided in a non-family-like placement. All
    exceptions must be approved by a supervisor and documented in the
    child’s electronic case record.
    29. Within 24 months of the Court’s Final Order, all PMC children under
    the age of 13 shall be placed in a family-like setting, including non-
    relative foster care, tribal foster care, kinship foster care and
    therapeutic foster care. DFPS may make exceptions to family-based
    placements for sibling groups of four or more children who cannot
    otherwise be placed together, children whose individual needs require
    inpatient psychiatric hospitalization, treatment and/or medical care
    or young children who are placed with their minor parent in the PMC
    class and who may require services provided in a non-family-like
    placement. All exceptions must be approved by a supervisor and
    documented in the child’s electronic case record.
    VII. Conclusion
    For the foregoing reasons, we AFFIRM in part and REVERSE in part
    the district court’s findings on substantive due process liability, and VACATE
    and REMAND the permanent injunction for modification consistent with this
    opinion. This is a limited remand. Accordingly, should either party seek
    appellate review following modification of the injunction by the district court,
    the appeal will be assigned to this panel. See United States v. Cessa, 
    861 F.3d 121
    , 143 (5th Cir. 2017) (citing Wheeler v. City of Columbus, 
    686 F.2d 1144
    ,
    1154 (5th Cir. 1982)).
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    PATRICK E. HIGGINBOTHAM, Circuit Judge, concurring as to Parts I, II,
    III, IV.1–2, and otherwise dissenting:
    The care of our children has long been a concern of society and state,
    with vivid images of Charles Loring Brace’s “orphan trains” shipping children
    from the streets of New York to the Midwest in the 1850s, to the development
    of the modern institutions of child welfare. Today, we add another page to that
    ongoing narrative.
    In 2011, PMC children challenged the constitutionality of their
    conditions, and, after seven years of litigation, received ongoing relief in the
    form of an injunction, ordering changes to remediate the denial of the
    children’s constitutional rights. The majority disassembles that remedy,
    scrapping elements it deems superfluous, along the way reversing the district
    court’s liability determinations regarding Licensed Foster Care placement
    arrays and Foster Group Home policies. I concur in the majority’s affirmance
    of liability as to the general class’s claim and the Licensed Foster Care
    subclass’s oversight claim, but cannot join its reversals of the liability rulings
    regarding the placement-array and the Foster Group Home claims. Nor can I
    join its disaggregation of the district court’s injunction and vacatur of
    substantial portions of that remedy.
    Underlying the doctrinal missteps in the majority’s evaluation of liability
    and remedy is a refusal to abide by the standard of review of the district court,
    replacing it with an indulgent deference to DFPS. This approach belies the
    recognition—emphasized by the district court—that DFPS has, for two
    decades, hobbled the capacity of its caseworkers to care for PMC children and
    countenanced     the    abuse,   physical     endangerment,    and    permanent
    psychological debilitation of thousands of children under its care. It is
    significant that the panel is unanimous in affirming the finding of the district
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    court that DFPS was deliberately indifferent to the liberty interests of PMC
    children. We disagree over the remedial response to these ills.
    I begin against the backdrop of an account of one child, which the district
    court found to be typical of the thousands of PMC children—a factual account
    that compelled the affirmance of the district court’s finding of liability. At
    fourteen, Texas foster child S.A. “denied that any happy things [had] ever
    happened to her.” At five, S.A. became a ward of the State when her mother
    was arrested. Four months into foster care, S.A. reported being sexually
    abused by an older child in her foster home. DFPS sent no agency staff to
    interview S.A., and there is no record that anyone from the agency followed up
    with the private company to which it had outsourced the investigation. When
    she entered permanent conservatorship roughly half a year later, S.A.’s
    behavior had changed: she was aggressive and self-abusive, and later suicidal.
    DFPS eventually moved S.A. from her first foster home. Over the coming years
    she was moved between thirty-three placements, attended sixteen different
    schools, and was assigned to a “revolving door” of twenty-eight different
    caseworkers. S.A. was diagnosed with a growing list of mental-health
    problems, and received therapy for further instances of potential sexual abuse.
    Her caseworkers failed to update her records, and, as a direct consequence of
    these failures, S.A. missed at least two possible adoption opportunities—
    opportunities of which S.A. was aware. At the time, she told a psychologist that
    she “felt so sad that she no longer wanted to live.” On turning eighteen, S.A.
    “aged out” of foster care. By then, her intellectual functioning had severely
    deteriorated and she had regressed emotionally, unable to trust others or build
    relationships. Indeed, S.A. appears to have lost basic elements of her identity
    and individuality: she could no longer recount a chronology of her life or
    remember where she had lived. The five-year-old girl DFPS had taken under
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    its protection left the State’s care thirteen years later psychologically scarred,
    deprived of capacities for citizenship and productive adult life.
    S.A.’s experience is typical for PMC children. 1 She is but one of
    thousands of children DFPS has “shuttled throughout a system where rape,
    abuse, psychotropic medication and instability are the norm.” 2
    I.
    Within DFPS, frontline work with PMC children is primarily delegated
    to caseworkers. “[C]aseworkers are foster children’s lifeline, their connection
    to everything.” 3 Once a child enters permanent conservatorship, courts often
    dismiss the child’s attorney ad litem and court-appointed advocates, leaving
    the DFPS caseworker as the child’s sole advocate. 4 Caseworkers’ duties include
    monitoring a foster child’s welfare within the foster-care system, intervening
    to protect the child’s interests, and working towards the achievement of
    permanency. PMC children are dependent upon their caseworkers. As amicus
    National Association of Social Workers puts it, “[t]he effective caseworker
    serves as a ‘smoke alarm’ for the child in care . . . sounding a warning when
    ________________________
    1   M.D. v. Abbott, 
    152 F. Supp. 3d 684
    , 737 (S.D. Tex. 2015) (“S.A.’s experience is ‘typical
    . . . of the entire foster care system in the State of Texas,’ especially in the PMC.”); see also
    Brief of Disability Rights Texas as Amicus Curiae at 2 (“[B]ased on our experiences
    representing over 800 PMC children in 46 counties, Plaintiffs’ tragic experiences are far too
    typical.”).
    2   
    M.D., 152 F. Supp. 3d at 828
    .
    3 
    Id. at 776
    (internal quotation marks omitted). As Amicus National Association of
    Social Workers puts it, “[t]he State’s ability to provide the best of care for these children
    pivots on the effectiveness of its caseworkers who fulfill a critical role in these children’s lives
    and ultimate outcomes.” Brief of Nat’l Assoc. of Social Workers & Its Texas Chapter as
    Amicus Curiae at 5.
    4 
    M.D., 152 F. Supp. 3d at 782
    (“[W]hen a child enters PMC, courts often dismiss the
    child’s attorney ad litem and CASA, leaving the child with fewer stable relationships and
    advocates. This makes the child’s relationship with his or her caseworker that much more
    important.”).
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    anything is amiss.” 5 To be effective, “each caseworker must have the time and
    resources to devote to each child who forms a part of the caseworker’s
    caseload.” 6 According to the Child Welfare League of America (CWLA), the
    nation’s oldest and largest membership-based child welfare organization, 7 a
    caseworker can handle up to 15 cases effectively—any more compromises the
    effectiveness of the worker, and the welfare of the children under the worker’s
    care. 8 The         Council    on   Accreditation,     another     national    child-welfare
    professional organization, similarly recommends that caseloads not exceed 15
    children per worker, not as an ideal, but as a minimum necessary protection—
    protection that our Constitution guarantees.
    The record demonstrates that DFPS has undermined caseworkers’
    abilities to fulfill their duties. DFPS caseworkers handle, on average, 28
    children’s cases at a time, with caseworkers at the upper end of the distribution
    handling 40, sometimes 60. More than 55% of DFPS caseworkers lack the time
    to do their jobs. With primary caseworkers unable to attend to PMC children,
    DFPS created the role of “I See You” workers, secondary “caseworkers” whose
    task is to confirm that children are still present at placements. 9 The district
    court found that the cursory interactions “I See You” workers have with foster
    children cannot substitute for the sustained and focused care of a primary
    caseworker. “[C]hildren intuitively know that this person is just fulfilling a
    ________________________
    5   Brief of Nat’l Assoc. of Social Workers & Its Texas Chapter as Amicus Curiae at 12.
    6   
    Id. at 14.
            7   
    M.D., 152 F. Supp. 3d at 701
    .
    8   Brief of Nat’l Assoc. of Social Workers & Its Texas Chapter as Amicus Curiae at 14–
    15.
    9   Following trial, DFPS renamed the position “Local Permanency Specialist.”
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    service or a requirement by looking in on them.” 10 Indeed, the district court
    surmised that DFPS’s use of “I See You” workers served primarily to boost
    rates of face-to-face meetings with children, a precondition to the agency
    receiving millions of dollars in federal funds. 11
    The record demonstrates that casework at DFPS takes place under
    conditions of administrative chaos. The agency keeps voluminous records for
    PMC children—so lengthy that, given their caseloads, caseworkers cannot
    realistically familiarize themselves with them. In preparation for trial, the
    district court read the case files of twenty PMC children, that is, 70% of a single
    DFPS caseworker’s average caseload: it took the court 462 hours to read these
    files, 358,102 pages in total. Notwithstanding their length, children’s records
    are in many cases incomplete. They are also “incredibly disorganized,” 12
    divided among several uncoordinated digital databases, and numerous paper
    files, the latter spread across placement homes, placement-agency offices,
    DFPS caseworker offices, and medical-service provider offices. Often files are
    inaccurate, for example, including documentation of caseworker visits that
    never occurred. Buried in this administrative morass, caseworkers spend only
    26% of their time directly working with children and families. The balance is
    devoted to administrative and clerical tasks.
    DFPS is also characterized by a dysfunctional institutional culture.
    Internally, the agency is anything but open to improvement. Caseworkers
    described      management        practices    as   “unfair,    unsupportive,    bullying,
    unreasonable, and fear-driven.” They do not “feel safe to raise concerns or make
    ________________________
    10   
    M.D., 152 F. Supp. 3d at 783
    (internal quotation marks omitted).
    11  If fewer than 95% of foster children are visited by a caseworker, DFPS would not
    qualify for tens of millions of dollars in federal aid.
    12   
    M.D., 152 F. Supp. 3d at 781
    .
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    complaints, fearing retaliation or punishment.” 13 The agency lacks a formal
    system for anonymous complaints. To avoid accountability, caseworkers
    unnecessarily pass decisions up to supervisors, exacerbating operational
    paralysis. Where they cannot avoid accountability, caseworkers focus their
    energy on tasks on which they are more easily judged by superiors, shifting
    their efforts away from PMC children. 14 Unsurprisingly, DFPS experiences
    extraordinary turnover among caseworkers. Around 16% of caseworkers leave
    in their first six months, 25% in their first year, and 43% in their first two
    years. These figures are likely understatements, only accounting for those
    caseworkers who leave their jobs but stay within the agency. Turnover drains
    the agency of institutional memory and strains the agency’s budget. 15 More
    importantly, as DFPS concedes, turnover “threatens the well-being and safety
    of clients,” that is, children. A PMC child has on average 6.39 caseworkers in
    any three-year period. Many PMC children are unable to identify their
    caseworker.
    For PMC children, DFPS’s dysfunction has led to an “epidemic of
    physical and sexual abuse.” Sexual abuse is not merely “too prevalent,” it is
    “the norm.” An experienced attorney ad litem testified that almost all of the
    over 150 PMC children she had represented were sexually abused under DFPS
    care. A former PMC child testified from his experience that “abuse [is]
    happening all of the time.” DFPS caseworkers often do not intervene to prevent
    abuse, nor to mitigate consequences once abuse has occurred. The agency is
    unable to isolate potential victims from sexual abusers, particularly in
    ________________________
    13   
    Id. at 796-97.
          14 
    Id. at 782
    (“[O]verextended caseworkers prioritize TMC children who have more
    deadlines and concretely tracked benchmarks.”).
    15   Caseworker turnover costs Texas $72 million per year.
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    connection with child-on-child abuse, in large part because it does not track
    sexually abusive children. The agency frequently places PMC children within
    the same home as potential abusers even where it is clear—and conceded by
    DFPS officials—that abuse is likely to result. In Foster Group Homes, up to 12
    foster children of all ages, genders, and service levels can be indiscriminately
    mixed, without a requirement of 24-hour supervision. In 64% of these homes,
    teenaged foster children shared homes, even bedrooms, with far younger
    children. In such circumstances, abuse is to be expected. 16 Each incident of
    sexual abuse begins a cascade of harm and suffering, because abuse can
    “sexualize” victims, increasing the probability that they will become abusers. 17
    DFPS’s inability to prevent abuse is exacerbated by its incompetence in
    responding to incidents once they have occurred. Where DFPS had notice of
    potential abuse, “children [we]re not timely (or ever) examined by doctors to
    determine if they had been assaulted. . . . Injuries went untreated. Necessary
    medical follow-up did not occur.” There is evidence that DFPS’s response is to
    dampen the mental and emotional symptoms of trauma. The district court
    found pervasive administration of psychotropic drugs to PMC children, a
    marker of a “warehousing” approach to children. 18 In these circumstances,
    ________________________
    
    M.D., 152 F. Supp. 3d at 819
    (“Carpenter testified that, in foster group homes that
    16
    mix younger children with older children, sexual abuse ‘is usual rather than unusual.’ . . .
    Beyond the examples cited, the record is full of physical abuse, sexual abuse, suicide
    attempts, and poor supervision at foster group homes.”).
    17 
    Id. at 732
    (“Expert and fact witnesses for both parties testified that once children
    are sexually abused, or ‘sexualized,’ that behavior is ongoing and destructive to themselves
    as well as to the other children with whom they come in contact.”).
    18The district court voiced “continuing concern over foster care children who enter
    care at a Basic needs level and age out from a residential treatment center on multiple
    psychotropic drugs, indicative of warehousing children.” Concerns about excessive
    administration of psychotropic drugs to foster children go back at least to the Texas
    Comptroller’s 2004 report.
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    PMC children learn not to seek meaningful help from DFPS, because they
    doubt that anyone will respond to their calls.
    Where children have reported abuse or neglect to the agency,
    investigations are inadequate. The typical error rate for child-welfare agency
    investigations is 2% to 3%. DFPS’s error rate is 75%. 19 That is, three out of
    every four cases of abuse are erroneously resolved—numbers that push beyond
    deliberate indifference. DFPS investigators are not encouraged to complete
    investigations quickly, leaving children in potentially dangerous situations.
    Staff fail to interview parties, review evidence, or address continuing risks to
    children. And failed investigations endanger PMC children by leaving them in
    placements where abuse is ongoing; perpetrators are left to continue abuse
    within the system with “nothing in their record indicating a risk.” As former
    foster child Kristopher Sharp testified regarding his experience after being
    sexually abused at a residential treatment center in Denton, Texas, “even if I
    did get the chance to tell somebody . . . . [n]obody certainly would do anything.
    I’d have to stay here . . . . We didn’t feel safe in placements and then nothing
    happened and so—I mean, why—why would you go through to the process of
    even thinking that something would happen if you were to report something
    like this?” DFPS effectively teaches children that victimization is a tolerable
    aspect of foster care, not to be redressed, let alone prevented.
    Harms inflicted on PMC children “have widespread ripple effects
    throughout society.” 20 Every year, on turning eighteen, around 1,300 to 1,400
    ________________________
    19   
    M.D., 152 F. Supp. 3d at 799
    .
    20 See Brief of Disability Rights Texas as Amicus Curiae at 4 (“The harms suffered—
    while DFPS was entrusted with the children’s protection as the legal ‘parent’—cascade,
    multiply, and manifest long into adulthood. . . . [T]hese harms have a ripple effect throughout
    the child’s life, and how that exacts a steep toll both on the individual and on society.”).
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    PMC children age out of foster care. These individuals leave without basic
    skills to survive, often poorly educated. Though 70% of foster children aspire
    to attend college, PMC children rarely age out with a high-school diploma, 21
    and only 3% will receive a college degree. 22 “Statistically, they are at extreme
    risk of poverty and homelessness, victimization and criminal involvement,
    illness, early childbearing, and low educational attainment.” Around 27% end
    up in the criminal-justice system. 23 About one third will be homeless. 24 Once
    homeless, one out of three will become involved in prostitution. 25 Amicus curiae
    Disability Rights Texas reports that “the Texas child welfare system is
    effectively supplying the sex-trafficking industry with current and former
    foster youth.” 26 Among female former-PMC children, 49% become pregnant
    within a year of aging out; 70% of their children enter the same foster-care
    system.
    This debacle cannot be understood without the parallel chronicle of
    bureaucratic intransigence, at least two decades old. As early as 1996, the
    Committee to Promote Adoption, a body assembled by then Governor George
    W. Bush, concluded that Texas’s caseworkers bore excessive caseloads. In
    2004, the Texas Comptroller issued a report describing the same problem, as
    well as the associated risk of child-on-child sexual abuse. In a 2007 follow-up
    ________________________
    21   
    Id. at 14.
           22   
    Id. 23 Id.
    at 8; M.D. v. Abbott, 
    2017 WL 74371
    , at *8 (S.D. Tex. Jan. 9, 2017) (citing Hearing
    Before the Tex. Senate Committee on Finance, 84th Leg. Session Interim, Oct. 26, 2016, at
    4:37:50).
    24   Brief of Disability Rights Texas as Amicus Curiae at 8.
    25   
    Id. 26 Id.
    at 7.
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    study, the non-profit Texas Appleseed Project observed that the caseload
    problem had become worse, and that, as a result, “children in the system are
    harmed.” In 2009, Governor Rick Perry tasked the Adoption Review
    Committee with taking a “hard look” at the Texas foster-care system.
    Reporting back a year later, the Committee observed that “sadly . . . many of
    the same problems identified in 1996 still exist in the current child welfare
    system.” The Committee noted “increasing evidence that our foster care system
    is sometimes doing more harm to our children than good.” These efforts
    continued even after the district court’s liability determination. In 2016, as the
    Special Masters worked to develop a remedial plan, Governor Greg Abbott
    remonstrated against the “unacceptable” status quo, and insisted on an
    “overhaul” of the “broken system.” Together with Lieutenant Governor Dan
    Patrick, he warned DFPS that “we will not tolerate inferior residential foster
    care operations.”
    These efforts yielded few results. During the 2009 to 2013 period
    caseloads were not reduced—they increased. 27 In place of reform, DFPS
    doctored statistics to downplay the problem. When asked to report on average
    caseloads—total cases divided by caseworkers—DFPS included in the
    denominator not only primary caseworkers, “I See You” workers, and workers
    on leave, but also “CPU workers who never interact with children” and even
    imaginary caseworkers “created out of all the overtime that these other
    caseworkers with such big caseloads were having to put in”—resulting in a
    lowballed quotient. The agency’s resistance did not change with the liability
    determination. In its December 2015 decision, the district court held that
    DFPS’s treatment of PMC children subjected them to an unreasonable risk of
    ________________________
    27   
    M.D., 152 F. Supp. 3d at 791
    –92.
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    harm with deliberate indifference, violating their Fourteenth Amendment
    rights. The agency became defiant. The district court ordered DFPS to “ensure
    that all children who need single-child homes are place[d] in such homes,”
    which would require the agency to track such homes. DFPS responded that it
    “ha[d] no plans to track single child homes.” DFPS also “stonewall[ed]” when
    the court-appointed Special Masters sought recommendations for a remedial
    plan. The Special Masters sought a timeline for implementing relief—the
    agency did not respond. When the Special Masters requested input on
    improving recordkeeping, the agency responded that it “[wa]s not making such
    changes to the . . . system.” Similarly, when the Special Master requested draft
    plans for PMC-children’s landline phone access, DFPS insisted it “neither has
    nor will be developing such a policy.”
    It was in this context that the district court had no choice but to proceed
    to a Final Order, responding to DFPS’s resistance with a studied injunction.
    For twenty years, DFPS had successfully resisted the efforts of a series of State
    administrations, including three of Texas’s longest serving governors,
    beginning with the tandem of Governor Bush and Bob Bullock, widely
    considered to be the strongest of Texas’s lieutenant governors. The agency
    ignored the dissatisfaction of its frontline caseworkers and accepted the
    dysfunctional chaos that characterized its day-to-day operations. That is,
    DFPS was deliberately indifferent to the ongoing abuse of thousands of
    children under its care. Only in January of this year, following years of
    litigation, did Judge Jack order the State to discharge its constitutional duty
    to protect the thousands of Texas children taken into its custody.
    II.
    In place of the discipline imposed by the district court’s order, the
    majority inexplicably affords what it terms a “prudent” and “creative[]”
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    bureaucracy the flexibility to set its own course and to proceed at its own
    pace—ignoring that this is what DFPS has been doing for twenty years—and,
    Janus-faced, turns away from our unanimous finding of deliberate indifference
    to the children’s constitutional rights. The majority’s reversals on the
    placement-array and Foster Group Home liability determinations, and its
    vacatur of key provisions in the district court’s injunction, not least the
    imposition of caseload requirements, flout applicable standards of review and
    sow confusion in our doctrine. It raises the flag of federalism, but flies it upside
    down. But facts matter. I would affirm the district court’s holdings in full.
    A.
    The majority errs in reversing the district court’s liability finding with
    respect to DFPS’s placement array for the Licensed Foster Care subclass. The
    majority is correct that, as the district court put it, “[p]laintiffs do not have a
    constitutional right to be placed in the least restrictive, most family-like
    placement, or placed with their siblings, or placed close to their home
    community.” 28 PMC children, however, have a right to be free from an
    unreasonable risk of harm. Where DFPS’s placement array generates such a
    risk, it violates the Fourteenth Amendment. The majority’s reversal is no more
    than a crude inversion of remedy and wrong.
    The district court identified a number of deficiencies in DFPS’s
    placement array, which, taken together, subjected children to an unreasonable
    risk of harm. First, the court found that, due to the geographic imbalance of
    foster homes, 60% of children were placed outside of their home county. The
    result was a lack of stability and attachments that harmed children
    psychologically. Second, the district court found that DFPS’s inadequate
    ________________________
    28   
    Id. at 808.
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    placement array resulted in the separation of 35% of siblings, separations
    widely understood—including by DFPS—to have deleterious emotional and
    psychological effects. Third, the district court found that DFPS relied upon
    “congregate care facilities,” institutions housing 12 or more children,
    notwithstanding their “poor developmental outcomes” and lack of safety.
    Fourth, the district court found that DFPS’s placements did not isolate
    sexually abusive children in single-child homes, effectively enabling child-on-
    child sexual abuse. Taking these four effects together, the district court
    determined DFPS’s placement array posed an unreasonable risk of harm to
    PMC children. It found that DFPS had “known about these problems for
    years,” but made no reasonable response. It held DFPS violated the plaintiffs’
    rights under the Fourteenth Amendment.
    The majority reverses, finding that the district court overreached.
    DFPS’s placement array may depart from best practices, the majority finds,
    but it “does not unacceptably increase the risk that a child will be exposed to
    serious physical or psychological harm.” DFPS has “no responsibility to
    maximize foster     children’s   personal   psychological   development.”     The
    placement array may be “suboptimal,” but its deficiencies do not rise to the
    level of constitutional harm.
    But, again, it is not a question of maximizing PMC children’s welfare: it
    is one of turning back DFPS practices that are collectively and indisputably
    inflicting injuries on them, injuries found by the district court and described
    here. The majority’s declarations rest on a blinkered apprehension of the facts
    and a disregard for our standard of review. In the place of the district court’s
    comprehensive factual findings, it isolates discrete policies, and treats them
    standing alone. For example, it focuses upon DFPS’s relocation of children out
    of their home counties, but fails to grapple with practices of locating young
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    children in homes where they will live—even share bedrooms—with known
    sexual abusers, or separating children from siblings, the only family they may
    have, terming these practices “suboptimal.” This is wordplay. By the majority’s
    view, Swann was wrongly decided, because children have no constitutional
    right to free transportation to public schools. 29 In a footnote, the majority offers
    that sexualized children can be treated in therapeutic environments (not only
    single-child homes) and that the problem of child-on-child abuse is better
    addressed via policies towards caseloads. But this discussion is at best
    misplaced: these arguments are deeply flawed, and, in any event, can only be
    germane to relief, not liability.
    The majority insists that, “[e]ven if the policies . . . were somehow
    constitutionally infirm,” DFPS took “concerted effort to remedy the problem”
    when it initiated the Foster Care Redesign scheme. The district court found
    that in the five years that program had been active, it grew to cover 2% of
    Texas, and a total of 800 children—less than ten percent of the subclass. 30 The
    district court determined that “[t]he only data available shows that Foster Care
    Redesign has made Texas’s placement array worse.” Without identifying any
    misstep in this fact determination, the majority claims to know better: DFPS’s
    actions are well-considered, allowing “adequate time to assess the program’s
    ability to properly safeguard children’s welfare.”
    “The predicate findings of a substantial risk of serious harm and officials’
    deliberate indifference to the risk are factual findings reviewed for clear
    error.” 31 Such findings are clearly erroneous only if the court reached them
    ________________________
    29   Swann v. Charlotte-Mecklenburg Bd. of Ed., 
    402 U.S. 1
    , 30 (1971).
    30  M.D. v. Perry, 
    294 F.R.D. 7
    , 38 (S.D. Tex. 2013) (“On August 11, 2011 there were
    8,174 children in the Licensed Foster Care Subclass.”).
    31   Ball v. Leblanc, 
    792 F.3d 584
    , 592 (5th Cir. 2015).
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    without substantial evidence, on the basis of a misinterpretation of the effect
    of the evidence, or if they are against the preponderance of credible
    testimony. 32 Here, the evidence supports the district court’s liability holding as
    to the placement-array claim, and there is no indication that the district court
    misinterpreted or made findings contrary to the preponderance of the evidence.
    As elsewhere, “[t]he district court had a mountain of evidence at its disposal,”
    and so it should “enjoy[] ample discretion to credit certain evidence and expert
    testimony.” The majority instead reverses, substituting its conclusory
    assertions for the district court’s studied findings. This is not clear error
    review. I would affirm.
    B.
    The majority also errs in reversing the district court’s liability holding
    as to DFPS’s Foster Group Home (FGH) policies. The district court found that
    the child-supervisor ratio in FGHs (up to eight children per supervisor) taken
    together with placement of children in FGHs, lack of training, and lack of 24-
    hour supervision, contributed to unreasonable risk of harm. Experts testified
    to the difficulty of a supervisor “monitor[ing] that many kids.” High child-
    supervisor ratios often resulted in medication errors and missed appointments,
    including court hearings. Former foster children described the inability of FGH
    caretakers to monitor and attend to children, with the result that “child-on-
    child physical and sexual abuse is a common thing in the bigger homes.” 33
    “[T]he record is full of physical abuse, sexual abuse, suicide attempts, and poor
    supervision at foster group homes.” 34 Drawing upon this evidence, the district
    ________________________
    32   
    Id. 33 M.D.,
    152 F. Supp.3d at 819 (internal quotation marks omitted).
    34   
    Id. 88 Case:
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    court determined that “DFPS’s policies and procedures for operating [FGHs]
    amount to a structural deficiency that causes an unreasonable risk of harm to
    the FGH Subclass.” 35 This finding was well substantiated. The majority
    reverses on two grounds, both in error.
    1.
    First, the majority identifies a “causal flaw” in the district court’s
    finding, reasoning that, because Texas foster-family homes are constitutionally
    sound, and FGHs do not significantly differ, FGH policies also must be
    constitutionally sound. The assertion that these two kinds of placement have
    no relevant differences comes without explanation or basis in the record. Even
    if it were accurate, it would only matter if the Texas foster-family home offered
    a standard of constitutional compliance. It does not. The constitutionality of
    policies specific to foster-family homes was not before this court, it was not
    addressed by the district court, and it was not briefed by the parties. Indeed,
    the constitutionality of foster-family home policies is not addressed in the
    majority’s opinion beyond its comparison in a five-word relative clause. Both
    premises in this sequence are wrong, and so too its conclusion.
    2.
    Second, the majority reverses on the basis of its assertion that FGHs
    have been fixed. The district court identified the lack of 24-hour supervision as
    “the most egregious problem” in FGHs, 36 which, taken together with other
    FGH policies, created risks of child-on-child sexual abuse. In its Liability
    Order, the district court required DFPS to “immediately stop placing PMC
    foster children in unsafe placements, which include foster group homes that
    ________________________
    35   
    Id. at 819–20.
          36   
    Id. at 818.
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    lack 24-hour awake-night supervision.” 37 Today, the majority finds “no dispute
    that the State appears to be complying” with the district court’s order to
    provide 24-hour supervision in FGHs. It reasons, therefore, that “[t]o the
    extent that the lack of awake-night supervision may have sustained a
    constitutional claim under the circumstances, the remaining policies and their
    effects do not cause FGH children an amplified risk of harm sufficient to
    overcome the threshold hurdle.” The majority thus reverses the district court’s
    liability holding, and decertifies the FGH subclass.
    The majority’s analysis is doctrinally and factually flawed. It suggests
    that the “appear[ance]” of post-judgment remedial action eliminates liability.
    Appearances do not have this effect. Nor does actual remediation. If ongoing
    constitutional wrongs were eliminated pending the appeal, the issue would be
    whether the FGH subclass’s claim was mooted. This is not what the majority
    finds. Rather, it reasons that, in light of post-judgment remediation, we must
    reverse the district court’s original finding of liability and decertify the plaintiff
    subclass. The majority cites no doctrine supporting this counterintuitive
    proposition—indeed, there is none.
    Doctrinal confusion aside, the majority misapprehends the facts,
    specifically in asserting that there is “no dispute” as to DFPS’s compliance with
    the 24-hour supervision order. Appellees point out that, after the Liability
    Order, when “the special masters visited eight randomly-selected homes . . .
    [o]nly one had a workable plan for 24-hour supervision.” The district court
    similarly concluded earlier this year that “[t]he actions currently being taken
    concerning Foster Group Homes do not follow the spirit of the Court’s
    [Liability] Order, and do not cure the multitude of harms present in Foster
    ________________________
    37   
    Id. at 823.
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    Group Homes.” The majority ignores these facts. There is no error in the
    district court’s findings, clear or otherwise. I would affirm the district court’s
    decision on this claim.
    C.
    Perhaps the most misguided aspect of today’s decision is the majority’s
    repudiation of the remedy that the district court constructed to address DFPS’s
    constitutional wrongs. 38 The injunction, the majority holds, “goes well beyond
    what is necessary to achieve constitutional compliance.” This is a conclusion
    flawed on review of the record, the district court’s reasoning, and the operative
    law. Running through the majority’s opinion is the mantra that the district
    court has “overreach[ed],” intruding into sensitive areas of State policy
    making. Of course, remedial orders that affect the operation of state
    governmental institutions are not to be taken lightly. State officials may be
    generally “better equipped than a single federal judge to make the day-to-day
    policy . . . and funding choices,” and to gather the localized knowledge in
    support of such decisions. 39 Courts may crowd out political processes and, in so
    doing, violate principles of federalism and the separation of powers. No one
    questions these tenets of the constitutional order—but they are not implicated
    here. It bears mention that federal law is not foreign to the State, rather it is
    the State’s law. 40 Here, the district court only ordered what the State failed for
    years to do—to enforce the law to which the majority concedes the State was
    ________________________
    38 Based on its liability determination reversals, the majority vacates all provisions
    remediating violations based on Foster Group Home policies and the Licensed Foster Care
    placement array policies. The majority’s liability determinations are in error, and so are its
    decisions to vacate the corresponding remedial provisions.
    39   Missouri v. Jenkins, 
    515 U.S. 70
    , 131–32 (1995) (Thomas, J., concurring).
    40 Testa v. Katt, 
    330 U.S. 386
    , 391 (1947) (“[T]he policy of the federal Act is the
    prevailing policy in every state.”).
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    deliberately indifferent. In fairness, I would add that the Appellants did not
    discriminate against federal authority: DFPS also failed to reform pursuant to
    commands of the State’s administrations—a failure this court can redress here
    because the agency denies the constitutional rights of children.
    It is beyond dispute that there was no effective political process for the
    district court to displace. The state agency here defied the efforts of three of
    Texas’s longest serving governors. The challenged conduct flows from systemic
    and structural defects, and the rights-bearers are children who cannot vote or
    directly participate in the political process. PMC children, as we describe
    elsewhere, lack caseworker representatives or other advocates to assert their
    basic physical and psychological needs—for example, protection from repeated
    sexual abuse and neglect. In short, DFPS’s unconstitutional practices defied
    political processes, and well-intentioned State administrations have come and
    gone struggling to impose order on DFPS. At least as early as 1996, DFPS was
    unmoved by the first of the “twenty years of studies conducted or commissioned
    by the State.” The administration of Governor Perry returned to DFPS’s
    problems in 2010, pointing out that the agency had still not fixed the problems
    identified almost fifteen years earlier. Most recently, the district court noticed
    the current commissioner’s exhortations to reform at DFPS, and his
    acknowledgments that, as yet, the agency was overwhelmed: “our workers are
    outnumbered by the opponent—child abuse and neglect.” 41 In its Liability
    Order, the district court observed that the State had appointed its “seventh
    commissioner since 2004, each of whom was surely ushered in with promises
    ________________________
    41   M.D., 
    2017 WL 74371
    , at *4 (quoting Letter from Commissioner Whitman, Oct. 27,
    2016).
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    that this time it will be different.” 42 More than “[t]wo years and one legislative
    session” after the liability determination, the constitutional deprivations
    remained unaddressed. The “foster care system of Texas [was still] broken,”
    but DFPS insisted still that it “operated a constitutionally sound system.”
    1.
    On appeal we do not evaluate the district court’s choices relative to our
    conception of the optimal remedy. We review for abuse of discretion, reversing
    only where the district court has relied on clearly erroneous factual findings,
    erroneous conclusions of law, or a misapplication of factual or legal
    conclusions. 43 As with all exercises of equitable power, “the nature of the
    violation determines the scope of the remedy.” 44 While the remedy must be in
    this sense narrowly tailored—it must fit the violation—the district court
    otherwise has broad discretion to develop a remedy. 45
    Here, no provision was superfluous to the remedy, the whole of which
    was narrowly tailored to address DFPS’s constitutional violation. 46 In
    constructing its order, the district court drew upon seven years of methodical
    work to understand DFPS and the predicaments of thousands of PMC children
    subject to its authority. The district court reviewed the named plaintiffs’ case
    files, the testimony of 28 fact witnesses (including several former foster
    children) and 12 expert witnesses, and more than 400 exhibits (totaling over
    390,000 pages), and presided over a two-week bench trial. It issued a 255-page
    ________________________
    42   
    M.D., 152 F. Supp. 3d at 828
    .
    43   Symetra Life Ins. Co. v. Rapid Settlements, Ltd., 
    775 F.3d 242
    , 254 (5th Cir. 2014).
    44   
    Swann, 402 U.S. at 16
    .
    45   
    Id. at 15
    (“[B]readth and flexibility are inherent in equitable remedies.”).
    46 The State gains relief from the injunction by coming into constitutional compliance
    other circumstances creating a need for relief from any of its provisions.
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    Liability Order on December 17, 2015, and then considered, selected, and
    appointed two special masters, Professor Francis McGovern of Duke
    University Law School and Kevin Ryan, a former commissioner of New Jersey’s
    child welfare agency, to develop a plan effectuating the court’s order. 47 Over
    the following months, the Special Masters “review[ed] hundreds of thousands
    of pages of documents” and met with the parties repeatedly. During this
    process, DFPS was repeatedly provided opportunity to participate, to
    deliberate over the appropriate form of the remedy, and to contribute its
    perspective and insights. It declined these opportunities. The Special Masters
    submitted their report to the district court on November 4, 2016. The district
    court then “hear[d] discussion and clarification” of issues raised by the parties,
    and issued an interim order on January 9, 2017, directing yet further work to
    inform development of the remedy. The Special Masters accordingly retained
    experts from the University of Texas at Austin for workload studies regarding
    “I See You” workers and DFPS investigators. Finally, a year later, on January
    19, 2018, the district court issued a 116-page Final Order defining the remedy.
    2.
    The majority pronounces unnecessary the remedy’s requirement that a
    PMC child’s caseworker have no more than 14–17 cases at a time (“the caseload
    requirement”), because “the primary issue with DFPS’s management of its
    caseworker caseloads is the lack of adequate data.” It vacates a corresponding
    requirement for DFPS investigators for similar reasons. It does so without
    identifying clearly erroneous factual premises, or other abuse of discretion. The
    record provides ample evidence that the caseload requirement was an essential
    ________________________
    47 On November 22, 2017, the parties agreed to appoint Francis McGovern as
    mediator, terminating his appointment as Special Master.
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    part of the remedial plan. Although caseloads had been a longstanding problem
    well known to DFPS, the agency refused to act. As the majority states
    elsewhere, the record provides “ample evidence” that PMC children do not
    receive requisite care because their caseworkers’ “caseloads are extremely
    high” and that “there is a direct causal link between high caseloads and an
    increased risk of serious harm to foster children.” DFPS understood the
    deficiency of its caseloads going back at least to 1996, when the Committee to
    Promote Adoption identified excessive caseloads. Despite this information, as
    of January 2017, the problem remained. 48 Not surprisingly, the district court
    made a factual finding that this trend would continue: “unless directed
    otherwise . . . studies and testing will continue, no remediation will occur and
    the dangerous conditions will continue to exist.”
    Following this reasoning, the district court defined a minimum
    requirement for caseworker commitments to each PMC child: that no child
    have a caseworker handling more than 14–17 cases at a time. The district court
    also ordered DFPS to end the use of “I See You” workers as substitutes for
    primary caseworkers. The district court’s remedial choice to impose the
    caseload requirement was directly related to a factual finding about how DFPS
    operated and the need to ensure an end to its history of recalcitrance: “[T]he
    burden has always been on the State to provide constitutional safeguards to
    children over whom they have custody. The refusal by the State to accept this
    burden . . . brought us to this point.” 49
    ________________________
    48The district court explicitly “note[d] the decades of reports aimed at fixing DFPS,
    and the lack of meaningful attempts at improvement.”
    49   M.D., 
    2017 WL 74371
    at *7.
    95
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    The majority acknowledges the agency’s intransigence. It concedes that
    DFPS “had ample opportunity to cure the system’s deficiencies . . . . long before
    plaintiffs filed this law suit,” but had nonetheless “failed to take meaningful
    remedial action.” While the majority states as a general matter that, in light
    of DFPS’s conduct, principles of deference to state authority are “less
    applicable,” when it comes to remedial provisions with any teeth—here, the
    caseload requirement—it demands “[a] more flexible method.” Far from
    identifying clear error, the majority wanders into error itself. It holds that the
    caseload requirement is “beyond what [is] minimally required to remedy the
    constitutional violation,” reasoning that the district court “essentially adopted
    national caseload standards.” The majority finds that professional standards
    define best practices, but not constitutional thresholds, and that DFPS may
    have compelling reasons for failing to conform to them.
    The majority errs both in its understanding of these professional
    standards as well as in its understanding of the basis of the district court’s
    caseload requirement. The professional standards relevant to child-welfare
    caseloads are not aspirational “goals”; rather, they define the levels of care
    necessary for the minimal protection of children’s interests. While these
    professional standards do not directly establish constitutional requirements—
    and the district court did not so find—they provide a frame of reference for
    evaluating a state agency’s practices. 50 This is especially so in Texas, where
    the Legislature has incorporated professional standards into law. Under Texas
    ________________________
    50 
    M.D., 152 F. Supp. 3d at 701
    –02 (“A failure to meet CWLA and COA standards is
    not a per se constitutional violation. Professional standards, however, can be evidence for or
    against a constitutional violation. . . . Courts generally find that while neither standard
    imposes legal obligations on child welfare agencies, both are reflective of the bar to which
    child welfare agencies are generally expected to measure up.” (internal quotation marks
    omitted)).
    96
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    law, if DFPS promulgates caseload standards for its caseworkers, the agency
    must ensure that they are “consistent with existing professional standards,”
    such as those established “by an authority or association, including the Child
    Welfare League of America.” 51 The Child Welfare League of America
    determined that caseworkers could effectively handle no more than 15 cases: a
    caseload any larger would compromise the caseworker’s ability to protect
    children’s interests. Amicus National Association of Social Workers explains
    that CWLA’s national standard contemplates that caseworkers require time
    both for administrative responsibilities and to build relationships with each
    child under their protection, as well as with the adults in the children’s lives. 52
    In defining a minimum of acceptable care for children, national professional
    organizations consider that an excessive caseload compromises the worker’s
    ability to follow a child’s progress and undermines the possibility of a
    relationship with the child, both because the caseworker lacks time to spend
    with the child, and because the child in turn ceases to perceive the caseworker
    as a trusted advocate. 53 DFPS’s response to the Texas statute was to adopt no
    standards.
    More to the point, the remedial order’s caseload requirement is
    consistent with professional standards defining the minimum number of
    caseworkers necessary, but it does not originate from them. Rather, it derives
    from DFPS’s own estimation of what caseworkers can handle. The Special
    Masters explained that, after trial, DFPS produced a Work Measurement
    ________________________
    51   Texas Gov’t Code §§ 531.048, 531.001(5).
    52   Brief of Nat’l Assoc. of Social Workers & Its Texas Chapter as Amicus Curiae at 15–
    16.
    53   
    Id. at 15
    –19.
    97
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    Study, which concluded that “DFPS caseworkers expended an average of 9.7
    hours per month on case profiles most often associated with PMC children, and
    that these workers had an average of 137.9 hours per month to spend on their
    casework.” Dividing the average time available (137.9) by the average time per
    case (9.7), each PMC caseworker could handle a caseload of 14 children. 54 On
    the basis of the DFPS Study, the Special Masters recommended that the
    district court order DFPS to implement a caseload standard in the range of 14
    to 17 PMC cases per caseworker. The Special Masters explained this
    conclusion again in a follow-up advisory document submitted to the district
    court in December 2016:
    DFPS caseworkers had an average of 137.9 hours per
    month to spend on their casework. . . . [I]t took DFPS
    caseworkers an average of 9.7 hours per month to
    work on a PMC case. . . . [D]ividing the average
    amount of time available to caseworkers per month
    (137.9 hours) by the average number of hours they
    used each month to work on a PMC case (9.7 hours)
    yields the average number of PMC cases that
    caseworkers have time to serve, based on the amount
    of time available to them: 14 cases.
    The district court repeated this analysis when it adopted the recommendation
    in its January 2017 Interim Order, 55 and did so again in its January 2018 Final
    Order:
    The study’s author reported that the study’s findings
    mean that each caseworker (as defined above) has
    time to serve an average of 14 PMC children each. . . .
    [T]he Court accepts the Work Study as providing the
    ________________________
    54 The majority describes this study, but fails to understand it as the basis of the
    remedy’s caseload requirement.
    55   M.D., 
    2017 WL 74371
    at *10.
    98
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    definitive number of PMC children that a CVS
    caseworker can physically handle.
    As the district court summarized in its Final Order it “relie[d] on DFPS’s own
    study to determine, with overtime, how many children a caseworker can safely
    handle.” The majority ignores these numerous explanations, identifying no
    clear error in the factual basis for the caseload provision, and no abuse of
    discretion in the district court’s adoption of this provision. 56
    It makes a corresponding error regarding limits for DFPS investigators.
    In vacating these limits, it reaches its own “appellate finding” that it “would
    be reasonable for the court to require a comprehensive workload study” for
    investigators. Indeed, the district court already did so. Pursuant to the court’s
    January 2017 Interim Order, a workload study was conducted by a team of
    experts from the University of Texas Austin, which had been retained by the
    Special Masters. This study concluded that the median average caseload for
    DFPS investigators and inspectors was 14 and 7 cases, respectively, 57 higher
    than what the experts thought was a reasonable level. The district court’s Final
    Order mandates that investigators and inspectors handle no more than 14
    cases at a time. The majority’s vacatur of these key remedial provisions is
    unjustified and inexplicable.
    3.
    The majority removes other provisions from the injunction, without
    regard to the integrity of the remedial scheme. These include important
    ________________________
    56It bears emphasis that the district court’s order imposed a caseload requirement
    that the Texas legislature would have imposed on DFPS had the agency elected to adopt
    standards, which it has refused to do. See supra note 51 and accompanying text.
    57To determine the caseload level typical for investigators and inspectors, the Study
    used the median of workers’ average daily caseloads.
    99
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    institutional changes that the district court found necessary, such as the
    abolition of the makeshift “I See You” worker role. 58 It also vacates smaller but
    important practical elements, equally necessary to the overall remedy, such as
    the requirement that caseworkers meet monthly with their assigned children.
    Each of these provisions is an element of a remedy with interacting parts,
    which as a totality redresses the constitutional wrong, itself not a single act
    but a collection of practices that together inflict injuries on PMC children. The
    majority’s excisions are unexplained, presenting as conclusory generalizations
    about these individual elements being unduly burdensome or unnecessary.
    For example, the majority eliminates the requirement that DFPS include
    a recent photo of each PMC child within that child’s record. The district court
    imposed the requirement after it determined that DFPS was unable to respond
    effectively to the frequent incidence of runaways in the absence of photos. More
    generally, the photo requirement addresses the troubling inability of DFPS
    caseworkers to recognize the individuals under their care. In vacating this
    provision, the majority does not pause to consider that it embodies in concrete,
    practical form the principled demand that Texas children under PMC care be
    treated as individuals, not administered as things. Treating a child as an
    individual—protecting his or her identity as an individual—has long been the
    ________________________
    58 The majority “do[es] not understand the logic of this provision.” It should have
    considered the district court’s findings regarding the relative capacities of workers in the
    caseworker and “I See You” worker roles. The district concluded that, not only were “I See
    You” workers inadequate substitutes for primary caseworkers, but also that DFPS’s use of
    such workers “hinders primary caseworkers' ability to protect their children” by undermining
    trust between children and agency staff. 
    M.D., 152 F. Supp. 3d at 783
    . Based on information
    gathered by the Special Masters, the district court also determined that “all caseworkers . . .
    could only handle 14 PMC cases.” In its Final Order, the district court required that DFPS
    caseworkers have a caseload within or below the range of 14 to 17 children. Given that the
    agency’s use of “I See You” workers contributed to the constitutional violation, the district
    court found it necessary to eliminate that role.
    100
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    concern of human rights conventions, 59 a concern that also lies at the core of
    the liberty guaranteed in the Fourteenth Amendment.
    In another cursory statement, the majority extracts the requirement
    that PMC children have landline phones accessible in their foster placements.
    In disposing of the provision, the majority opines that, to the extent
    underreporting of abuse is a problem, it “can be remedied by mandating that
    caseworkers provide children with the appropriate point of contact for
    reporting issues.” The imposition of a landline requirement, the majority finds,
    would unnecessarily burden DFPS with additional administrative work. Here,
    the majority ignores the record. The district court included this provision as
    part of the remedial response to PMC children’s inability to report abuse
    during infrequent and often non-private meetings with caseworkers. PMC
    children had been unable to utilize the existing abuse hotline, and meetings
    with        caseworkers     afforded      insufficient      opportunities       to    permit
    communications with advocates at DFPS. It was essential to ensure PMC
    children’s access to personnel in the agency. The district court cited evidence
    of difficulties faced by PMC children in contacting caseworkers; it also cited
    evidence of children often lacking access to adult figures who were not co-
    workers of abusers. The record also shows that “DFPS does not have a means
    of tracking which PMC children are placed in care with access to a phone to
    report abuse and neglect.” As a result, “children were subject to serious
    physical and sexual abuse that was not reported to the DFPS toll-free, 24-hour
    child abuse and neglect hotline.” In these circumstances, a dedicated landline
    was a necessary part of the remedy. As with all other aspects of the injunction,
    ________________________
    59See United Nations Convention on the Rights of the Child, arts. 7–8, 19, Nov. 20,
    1989, 28 I.L.M. 1448 (“The child . . . shall have the right from birth to a name . . . . States
    Parties undertake to respect the right of the child to preserve his or her identity”).
    101
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    the landline was one part of a whole: “the Court did not hold that the
    Constitution requires that all foster children nationwide must have access to
    a landline phone.” Recall the 75% error rate in dispositions of reported abuse.
    The district court found that “Texas’s overall foster care system has
    unconstitutionally exposed PMC children to an unreasonable risk of harm,”
    and that “providing PMC children access to a phone is a necessary ‘measure[]
    that safeguard[s] against recurrence’ of that constitutional violation.” The
    provision is a rifle shot at a deserving target. Inability to report facilitates
    abuse. The presence of a phone is an ever-present warning to abusers, a lifeline
    to an unprotected child.
    The majority’s crude vacatur of remedial provisions enervates an
    injunction carefully constructed in an exhaustive effort spanning years to
    address the constitutional violation, with remedies fashioned by experts—
    remedies necessary to respond to the constitutional injury visited upon
    thousands of children of Texas. These were not, as the majority suggests, the
    “personal policy preferences” of a federal judge. As the record resoundingly
    demonstrates, this was a remedy necessary in response to an agency the State
    has been unable to tame for more than twenty years. DFPS has seized the
    liberty of children in their formative years then turned them out, unprepared
    to cope with the world, and argues here that it has not denied the
    constitutionally secured liberty interest of the children—an argument
    unanimously rejected today. The majority’s pull down of the remedies found
    necessary by the district court fails to comprehend the injury responded to. I
    end where I began. Read again the account of foster child S.A. No abuse? There
    is no judicial activism afoot here, at least not of the able district judge, who
    only enforced the constitutional rights of PMC children—rights penned for the
    102
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    No. 18-40057
    Court twenty-nine years ago by Chief Justice Rehnquist, from which no Justice
    dissented. 60 I cannot join.
    III.
    I would affirm the district court’s determinations on liability and remedy
    in full.
    ________________________
    60 DeShaney v. Winnebago Cty. Dep’t of Soc. Servs., 
    489 U.S. 189
    , 199–200 (1989)
    (“[W]hen the State takes a person into its custody and holds him there against his will, the
    Constitution imposes upon it a corresponding duty to assume some responsibility for his
    safety and general well-being.”); 
    id. at 201
    n.9 (describing without holding, that state foster
    care may implicate the liberty interests and corresponding due process rights of children in
    state custody). Three Justices dissented, not from the Court’s adopted standard, but because
    they would have had the Court go further, extending constitutional obligations to children
    beyond the custodial relationship. 
    Id. at 203–12
    (Brennan, J., dissenting).
    103
    

Document Info

Docket Number: 18-40057

Citation Numbers: 907 F.3d 237

Filed Date: 10/18/2018

Precedential Status: Precedential

Modified Date: 1/12/2023

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