Banner Health v. Thomas Price , 867 F.3d 1323 ( 2017 )


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  •  United States Court of Appeals
    FOR THE DISTRICT OF COLUMBIA CIRCUIT
    Argued April 13, 2017               Decided August 18, 2017
    No. 16-5129
    BANNER HEALTH, F/B/O BANNER GOOD SAMARITAN MEDICAL
    CENTER, F/B/O NORTH COLORADO MEDICAL CENTER, F/B/O
    MCKEE MEDICAL CENTER, F/B/O BANNER THUNDERBIRD
    MEDICAL CENTER, F/B/O BANNER MESA MEDICAL CENTER,
    F/B/O BANNER DESERT MEDICAL CENTER, F/B/O BANNER
    ESTRELLA MEDICAL CENTER, F/B/O BANNER HEART
    HOSPITAL, F/B/O BANNER BOSWELL MEDICAL CENTER, F/B/O
    BANNER BAYWOOD MEDICAL CENTER, ET AL.,
    APPELLANTS
    v.
    THOMAS E. PRICE, SECRETARY, U.S. DEPARTMENT OF
    HEALTH AND HUMAN SERVICES,
    APPELLEE
    Appeal from the United States District Court
    for the District of Columbia
    (No. 1:10-cv-01638)
    Sven C. Collins argued the cause for appellants. With him
    on the briefs was Stephen P. Nash.
    Robert L. Roth, James F. Segroves, and John R. Hellow
    were on the brief for amici curiae Hospitals in support of
    appellants.
    2
    Benjamin M. Shultz, Attorney, U.S. Department of Justice,
    argued the cause for appellee. With him on the brief was
    Michael S. Raab, Attorney.
    Before: ROGERS, GRIFFITH and SRINIVASAN, Circuit
    Judges.
    PER CURIAM: This appeal challenges the implementation
    by the Secretary of Health and Human Services (“HHS”) of the
    Medicare outlier-payment program in the late 1990s and early
    2000s. The program provides “supplemental” payments to
    hospitals to protect them from “bearing a disproportionate share
    of the[] atypical costs” associated with caring for “patients
    whose hospitalization would be extraordinarily costly or
    lengthy.” Cty. of L.A. v. Shalala, 
    192 F.3d 1005
    , 1009 (D.C.
    Cir. 1999). A group of twenty-nine non-profit hospitals (“the
    Hospitals”) principally contend that HHS violated the
    Administrative Procedure Act (“APA”), 5 U.S.C. §§ 551 et seq.,
    by failing to identify and appropriately respond to flaws in its
    methodology that enabled certain “turbo-charging” hospitals to
    manipulate the system and receive excessive payments at the
    expense of non-turbo-charging hospitals, including appellants.
    The court addressed similar challenges in District Hospital
    Partners, L.P. v. Burwell, 
    786 F.3d 46
    (D.C. Cir. 2015), and, to
    the extent the Hospitals repeat challenges decided in District
    Hospital Partners, that decision controls here. See LaShawn A.
    v. Barry, 
    87 F.3d 1389
    , 1395 (D.C. Cir. 1996). As to the
    Hospitals’ other challenges, we affirm the district court’s denials
    of their motions to supplement the record and to amend their
    complaint, and its decision that HHS acted reasonably in a
    manner consistent with the Medicare Act in fiscal years (“FYs”)
    1997 through 2003, and 2007. HHS, however, has inadequately
    explained aspects of the calculations for FYs 2004 through
    2006, and we therefore reverse the grant of summary judgment
    3
    in that regard and remand the case to the district court to remand
    to HHS for further proceedings.
    I.
    A.
    Under the Medicare program, the federal government
    reimburses health care providers for medical services provided
    to the elderly and disabled. See Social Security Amendments of
    1965 (“Medicare Act”), Pub. L. No. 89–97, tit. XVIII, 79 Stat.
    286, 291 (1965). Initially, Medicare reimbursed hospitals for
    the “reasonable cost” of care provided. See 42 U.S.C.
    § 1395f(b)(1). This system, however, “bred ‘little incentive for
    hospitals to keep costs down’ because ‘the more they spent, the
    more they were reimbursed.’” Cty. of 
    L.A., 192 F.3d at 1008
    (quoting Tucson Med. Ctr. v. Sullivan, 
    947 F.2d 971
    , 974 (D.C.
    Cir. 1991)) (brackets omitted). “To stem the program’s
    escalating costs and perceived inefficiency,” Congress revised
    Medicare’s reimbursement system in 1983 to compensate
    hospitals prospectively at rates set before the start of each fiscal
    year. 
    Id. Because the
    new system presented its own risk of
    under-compensating hospitals for the care of high-cost patients,
    Congress “authorized the Secretary [of HHS] to make
    supplemental ‘outlier payments.’” 
    Id. at 1009.
    Day outlier
    payments, which have since been phased out, were originally
    provided when a patient’s length of stay exceeded a certain
    threshold. See 42 U.S.C. § 1395ww(d)(5)(A)(i), (v). Cost
    outlier payments are provided when a hospital’s “charges,
    adjusted to cost” for a given patient exceed a certain “fixed
    dollar amount determined by [HHS],” after discounting any
    payments the hospital would normally receive.                    
    Id. § 1395ww(d)(5)(A)(ii).
    This appeal addresses cost outlier
    payments.
    4
    “[C]alculating [cost] outlier payments is an elaborate
    process,” Dist. Hosp. 
    Partners, 786 F.3d at 49
    , and some
    explication is necessary. First, by requiring that charges be
    “adjusted to cost” before determining whether a cost outlier
    payment is due, 42 U.S.C. § 1395ww(d)(5)(A)(ii), the Medicare
    Act “ensures that [HHS] does not simply reimburse a hospital
    for the charges reflected on a patient’s invoice.” Dist. Hosp.
    
    Partners, 786 F.3d at 50
    . HHS applies a “cost-to-charge ratio”
    “represent[ing] a hospital’s ‘average markup’” to a hospital’s
    charges. 
    Id. (quoting Appalachian
    Reg’l Healthcare, Inc. v.
    Shalala, 
    131 F.3d 1050
    , 1052 (D.C. Cir. 1997)). “For example,
    if a hospital’s cost-to-charge ratio is 75% (total costs are
    approximately 75% of total charges), [HHS] multiplies the
    hospital’s charges by 75% to calculate the hospital’s cost.” 
    Id. Second, the
    “fixed dollar amount,” 42 U.S.C.
    § 1395ww(d)(5)(A)(ii), commonly known as the “fixed[-]loss
    threshold,” “‘acts like an insurance deductible because the
    hospital is responsible for that portion of the treatment’s
    excessive cost.’” Dist. Hosp. 
    Partners, 786 F.3d at 50
    (quoting
    Boca Raton Cmty. Hosp. v. Tenet Health Care Corp., 
    582 F.3d 1227
    , 1229 (11th Cir. 2009)). The sum of the fixed-loss
    threshold and the standard payments a hospital would receive
    for a given treatment is known as the “outlier threshold.” 
    Id. “Any cost-adjusted
    charges imposed above the outlier threshold
    are eligible for reimbursement under the outlier payment
    provision,” 
    id. (citing 42
    U.S.C. § 1395ww(d)(5)(A)(ii)),
    although not at full cost, see 42 U.S.C. § 1395ww(d)(5)(A)(iii).
    For all years relevant to this appeal, “outlier payments have been
    80% of the difference between a hospital’s adjusted charges and
    the outlier threshold.” Dist. Hosp. 
    Partners, 786 F.3d at 50
    ; see
    42 C.F.R. § 412.84(j) (1997); 42 C.F.R. § 412.84(k) (2003).
    Finally, in calculating the fixed-loss threshold, HHS must
    ensure that the total amount of outlier payments is not “less than
    5
    5 percent nor more than 6 percent” of total payments “projected
    or estimated to be made” under the inpatient prospective
    payment system that year. 42 U.S.C. § 1395ww(d)(5)(A)(iv).
    HHS “complies with this provision by selecting outlier
    thresholds that, ‘when tested against historical data, will likely
    produce aggregate outlier payments totaling between five and
    six percent of projected [non-outlier prospective] payments.’”
    Dist. Hosp. 
    Partners, 786 F.3d at 51
    (quoting Cty. of 
    L.A., 192 F.3d at 1013
    ). For all years relevant to this appeal, HHS has
    used 5.1% as its target percentage. See Banner Health v.
    Burwell, 
    126 F. Supp. 3d 28
    , 43, 50 (D.D.C. 2015) (“Banner
    Health 2015”). To account for the costs of the outlier-payment
    program, HHS also must reduce the standardized prospective
    payment rates for non-outlier payments by the same target
    percentage used to establish the fixed-loss threshold. 42 U.S.C.
    § 1395ww(d)(3)(B). In County of Los 
    Angeles, 192 F.3d at 1017
    –20, the court held that HHS reasonably interpreted the
    Medicare Act not to require retroactive adjustments to the
    outlier threshold if total actual payments fell above or below the
    target percentage given the prospective nature of the system.
    B.
    Two sets of implementing regulations govern a hospital’s
    qualification for outlier payments: (1) payment regulations
    determining when individual patient cases qualify for outlier
    payments, see 42 C.F.R. §§ 412.80–86; and (2) annual threshold
    regulations determining the fixed-loss threshold and other
    criteria used to define “outlier cases” for the upcoming fiscal
    year, see 42 C.F.R. § 412.80(c). The latter regulation sets the
    threshold based on the payment regulations and other factors.
    During the early years of the outlier-payment program,
    HHS made a number of program-design decisions that are
    pertinent to this appeal. In the late 1980s, HHS revised the
    payment regulations at 42 C.F.R. § 412.84 to adopt hospital-
    6
    specific cost-to-charge ratios in lieu of a national cost-to-charge
    ratio. See FY 1989 Final Rule, 53 Fed. Reg. 38,476, 38,503,
    38,507–09, 38,529 (Sept. 30, 1988). The purpose of this change
    was to “greatly enhance the accuracy with which outlier cases
    are identified and outlier payments are computed, since there is
    wide variation among hospitals in these cost-to-charge ratios.”
    
    Id. at 38,503.
    HHS also provided that a hospital would default
    to an average statewide cost-to-charge ratio if its hospital-
    specific ratio fell outside reasonable parameters — three
    standard deviations above and below the statewide average —
    assuming that “ratios falling outside this range are unreasonable
    and are probably due to faulty data reporting or entry.” 
    Id. at 38,507–08.
    Because “Medicare costs are generally overstated
    on the filed cost report and are subsequently reduced as a result
    of audit,” HHS specified that cost-to-charge ratios were to be
    based on the “latest settled cost report” (that is, the latest audited
    cost report) and the associated charge data. 
    Id. at 38,507.
    HHS
    acknowledged that this meant the data could be “as much as
    three years old,” but nonetheless concluded that it was “the most
    accurate available data.” 
    Id. In 1993,
    HHS decided to change how it adjusted its data for
    inflation in predicting future outlier payments. Until then, HHS
    had been inflating the prior year’s charge data and then applying
    hospital cost-to-charge ratios to predict cost-adjusted charges for
    the upcoming fiscal year. FY 2004 Final Rule, 58 Fed. Reg.
    46,270, 46,347 (Sept. 1, 1993). This is referred to as using a
    “charge[-]inflation factor.” 
    Id. Recognizing that
    charges were
    consistently increasing at a faster rate than costs and thus cost-
    to-charge ratios were declining, HHS switched to a “cost[-
    ]inflation factor,” which it would apply after adjusting hospital
    charges by the cost-to-charge ratios. 
    Id. HHS expected
    that this
    change would address a tendency in the model to
    “overestimat[e] outlier payments in setting the thresholds,” that
    had been causing actual outlier payments to come in below the
    7
    target percentage of total inpatient prospective payments. 
    Id. Over the
    next several years, actual outlier payments began
    to grow in relation to total inpatient prospective payments, see
    FY 1997 Final Rule, 61 Fed. Reg. 46,166, 46,229 (Aug. 30,
    1996); FY 1998 Final Rule, 62 Fed. Reg. 45,966, 46,041 (Aug.
    29, 1997), and exceeded the target percentage for the first time
    in FY 1997, see FY 1999 Final Rule, 63 Fed. Reg. 40,954,
    41,009 (July 31, 1998). Observing that it was now consistently
    underestimating the thresholds necessary to hit the 5.1% target
    and attributing these miscalculations to the fact that charges
    were continuing to increase faster than costs, HHS switched
    back to a charge-inflation methodology beginning in FY 2003.
    See FY 2003 Final Rule, 67 Fed. Reg. 49,982, 50,123–24 (Aug.
    1, 2002). But, unbeknownst to HHS, the outlier-payment system
    had, in fact, “beg[u]n to break down in the late 1990s.” Dist.
    Hosp. 
    Partners, 786 F.3d at 51
    . As recounted in District
    Hospital Partners,
    [o]utlier payments were supposed to be made only
    in situations where the cost of care is extraordinarily
    high in relation to the average cost of treating
    comparable conditions or illnesses. But hospitals
    could manipulate the outlier regulations if their charges
    were not sufficiently comparable in magnitude to their
    costs. [HHS] issued a notice of proposed rulemaking
    (NPRM) [in February 2003] to address these concerns.
    In the NPRM, [HHS] described how a hospital
    could use the time lag between the current charges on
    a submitted bill and the cost-to-charge ratio taken from
    the most recent settled cost report. A hospital knows
    that its cost-to-charge ratio is based on data submitted
    in past cost reports. If it dramatically increased
    charges between past cost reports and the patient costs
    8
    for which reimbursement is sought, its cost-to-charge
    ratio would be too high and would overestimate the
    hospital’s costs. Some hospitals took advantage of this
    weakness in the system. [HHS] identified 123
    hospitals whose percentage of outlier payments relative
    to total [non-outlier prospective] payments increased
    by at least 5 percentage points between [FYs] 1999 and
    2001. The adjusted charges at those 123 hospitals
    increased at a rate at or above the 95th percentile rate
    of charge increase for all hospitals over the same
    period. And during that time, the 123 hospitals had a
    mean rate of increase in charges of 70 percent
    alongside a decrease of only 2 percent in their
    cost-to-charge ratios. The 123 hospitals are referred to
    as turbo-chargers.
    [HHS] published the final rule three months after
    the NPRM. As relevant here, [HHS] adopted two new
    provisions to close the gaps in the outlier payment
    system. First, a hospital’s cost-to-charge ratio was to
    be calculated using more recent cost reports. This
    change reduced the time lag for updating
    cost-to-charge ratios by a year or more and ensured
    that those ratios accurately reflected a hospital’s costs.
    Second, a hospital’s outlier payments were to be
    subject to reconciliation when its cost report coinciding
    with the discharge is settled. Outlier payments were
    still disbursed based on the best information available
    at that time.
    
    Id. (citing 2003
    Outlier NPRM, 68 Fed. Reg. 10,420 (Mar. 5,
    2003) and 2003 Outlier Final Rule, 68 Fed. Reg. 34,494 (June
    9, 2003)) (internal quotation marks and alterations omitted).
    9
    HHS opted not to change the then-in-effect FY 2003
    threshold to reflect the new methodology. 2003 Outlier Final
    Rule, 68 Fed. Reg. at 34,506. In rejecting this option in the
    NPRM, HHS cited the “extreme uncertainty regarding the
    effects of aggressive hospital charging practices on FY 2003
    outlier payments to date.” 2003 Outlier NPRM, 68 Fed. Reg. at
    10,427. Noting, however, that outlier payment data “for the first
    quarter of FY 2003” would “be available soon,” the NPRM
    allowed that HHS might adjust the fixed-loss threshold at some
    point in the future. 
    Id. In the
    Final Rule, however, HHS
    estimated an immediate adjustment would increase the FY 2003
    threshold “by approximately $600,” 2003 Outlier Final Rule, 68
    Fed. Reg. at 34,505, and determined that any benefits in
    accuracy were outweighed by the potential that “ for disruption
    and the fact that there was only a “limited amount of time
    remaining in the fiscal year,” 
    id. at 34,506.
    Although unknown
    to the public at the time, the decision not to adjust the FY 2003
    threshold represented a departure from HHS’s initial thinking as
    documented in a draft interim final rule (“draft IFR”) submitted
    to the Office of Management and Budget (“OMB”) about month
    before the NPRM was issued. The draft IFR, which otherwise
    was largely consistent with the changes ultimately adopted but
    would have been implemented earlier in the fiscal year, would
    have also immediately lowered the FY 2003 outlier threshold
    from $33,560 to $20,760.
    HHS subsequently calculated annual fixed-loss thresholds
    in accordance with the new methodology, making only minor
    modifications to this approach along the way. See FY 2004
    Final Rule, 68 Fed. Reg. 45,346, 45,476–77 (Aug. 1, 2003); FY
    2005 Final Rule, 69 Fed. Reg. 48,916, 49,276–78 (Aug. 11,
    2004); FY 2006 Final Rule, 70 Fed. Reg. 47,278, 47,493–94
    (Aug. 12, 2005); FY 2007 Final Rule, 71 Fed. Reg. 47,870,
    48,148–51 (Aug. 18, 2006). For FY 2004, HHS attempted to
    predict which hospitals would be subject to reconciliation and
    10
    project their cost-to-charge ratios accordingly. See FY 2004
    Final Rule, 68 Fed. Reg. at 45,477. HHS subsequently
    abandoned this approach, however, concluding that the majority
    of hospitals would not be subject to reconciliation and it was
    difficult to predict which would be in any given year. See FY
    2005 Final Rule, 69 Fed. Reg. at 49,278. For FY 2007, HHS
    announced that it applied an adjustment factor to cost-to-charge
    ratios to account for the fact that hospitals’ charges had
    consistently been growing faster than their costs, causing cost-
    to-charge ratios to consistently decline between when the
    threshold was estimated and when payments would actually be
    made. See FY 2007 Final Rule, 71 Fed. Reg. at 48,150. For
    further elaboration on the details of these rules, see Parts VI
    through IX.
    C.
    The Hospitals appealed their final outlier payment
    determinations between 1997 and 2007. See 42 U.S.C.
    § 1395oo(a). Challenging the validity of the governing
    regulations, they were granted expedited judicial review and
    filed a complaint in district court. See Banner Health, 797 F.
    Supp. 2d 97, 103–04 (D.D.C. 2011) (“Banner Health 2011”); 42
    U.S.C. § 1395oo(f)(1). HHS moved to dismiss the complaint for
    lack of subject matter jurisdiction and for failure to state a claim
    for which relief can be granted. The district court ruled that the
    Hospitals “stated sufficient facts . . . to support their standing”
    at that time to pursue claims under the Medicare Act, but
    dismissed claims brought under the Mandamus Act. Banner
    Health 
    2011, 797 F. Supp. 2d at 107
    . The district court
    otherwise declined to reach the merits of the Hospitals’
    remaining challenges in the absence of an administrative record
    and ordered the Hospitals to file a “notice of claims” identifying
    each “discrete agency action” being challenged. 
    Id. at 118.
                                    11
    Over the next several years the district court pared down the
    Hospitals’ claims, see Banner Health v. Sebelius, 
    905 F. Supp. 2d
    174, 182–87, 188 (D.D.C. 2012), and the parties engaged in
    discovery, see Banner Health v. Sebelius, 
    945 F. Supp. 2d 1
    ,
    13–15, 17–39 (D.D.C. 2013). During this process, HHS advised
    the court that it had lost and was unable to recover multiple
    boxes of public comments submitted in connection with the FY
    2004 rulemaking. 
    Id. at 19.
    The district court concluded this
    loss was insufficient to defeat the “presumption of regularity” to
    be afforded to HHS’s action, 
    id. at 20,
    but granted the Hospitals’
    motion to supplement the record with certain materials,
    including the draft IFR that HHS prepared but abandoned in
    2003, see 
    id. at 27;
    see also 
    id. at 33,
    34, 36, 38. The Hospitals
    sought leave to amend and supplement their complaint to add
    claims under 5 U.S.C. § 553 regarding HHS’s failure to disclose
    the draft IFR and its contents during the 2003 outlier
    rulemaking, but the district court denied this motion as futile.
    Banner Health v. Burwell, 
    55 F. Supp. 3d 1
    , 7, 12 (D.D.C. 2014)
    (“Banner Health 2014”).
    In September 2014, the parties filed cross-motions for
    summary judgment. The Hospitals also filed a motion for
    judicial notice or, in the alternative, for extra record
    consideration of documents and other related relief. Banner
    Health 
    2015, 126 F. Supp. 3d at 36
    –37. The district court
    granted the latter motion insofar as the court would “take
    judicial notice of the publicly available materials subject to the
    motion, as relevant” 
    id. at 37;
    see 
    id. at 62,
    but otherwise denied
    the Hospitals’ record-related requests, 
    id. at 37;
    see 
    id. at 60–64.
    On the merits, the district court remanded the FY 2004 fixed-
    loss threshold rule for HHS “to explain its decision regarding its
    treatment of certain data — or to recalculate the fixed[-]loss
    threshold if necessary[.]” 
    Id. at 37;
    see 
    id. at 96–99.
    The
    district court explained that it was bound to do so by this court’s
    remand in District Hospital Partners. 
    Id. at 98
    (citing Dist.
    12
    Hosp. 
    Partners, 786 F.3d at 60
    ). Otherwise, it rejected the
    Hospitals’ challenges to the FY 2004 fixed-loss threshold. 
    Id. at 99.
    The district court denied their challenges to the
    regulations in all other respects. See 
    id. at 37,
    67–96.
    On remand, HHS elaborated the rationale for calculating the
    threshold in FY 2004 but made no substantive changes to the
    regulations. See Remand Explanation, 81 Fed. Reg. 3,727,
    3,728–29 (Jan. 22, 2016); see also Part VI, infra. The district
    court subsequently granted summary judgment to HHS,
    concluding that it had provided an adequate explanation for the
    decision not to exclude the 123 turbo-charging hospitals from
    the calculations used to set the FY 2004 fixed-loss threshold,
    and that the Hospitals had failed to identify any flaws in the
    Remand Explanation that undermined that conclusion or raised
    issues outside those remaining in the case. Banner Health v.
    Burwell, 
    174 F. Supp. 3d 206
    , 208–09 (D.D.C. 2016) (“Banner
    Health 2016”). The Hospitals appeal. The 186 hospitals in
    District Hospital Partners have filed an amicus brief, as the
    district court there failed to retain jurisdiction upon remand,
    urging that the Remand Explanation was inadequate and the
    HHS’s failure to correct for all known turbo-chargers when
    setting the 2004 threshold resulted in the outlier payments to the
    186 hospitals being too low.
    II.
    As a threshold matter, HHS contends that the Hospitals lack
    standing under Article III of the U.S. Constitution to challenge
    its failure between 1997 and 2003 to amend the outlier-payment
    regulations and threshold determinations in response to the
    turbo-charging phenomenon because any injury they may have
    suffered would not be redressed by their requested relief.
    Although questioning the Hospitals’ standing on other grounds
    in the district court, see Banner Health 
    2015, 126 F. Supp. 3d at 13
    64–67, HHS did not make this specific argument. Nonetheless,
    “because [it] goes to our jurisdiction, we must consider it.”
    Shays v. FEC, 
    528 F.3d 914
    , 922–23 (D.C. Cir. 2008); see
    Cierco v. Mnuchin, 
    857 F.3d 407
    , 
    2017 WL 2231107
    at *6 (D.C.
    Cir. 2017). We hold that the Hospitals have Article III standing
    to pursue their challenges.
    To establish Article III standing, the plaintiff must have
    “suffered an injury in fact” that “is fairly traceable to the
    challenged action of the defendant” and it must be “likely, as
    opposed to merely speculative, that the injury will be redressed
    by a favorable decision.” Friends of the Earth v. Laidlaw Envtl.
    Servs., 
    528 U.S. 167
    , 180–81 (2002) (citing Lujan v. Defs. of
    Wildlife, 
    504 U.S. 555
    , 560–61 (1992)) (internal quotation
    marks omitted). For purposes of standing, this court is to
    “assume” that a plaintiff is “correct on the merits,” Sierra Club
    v. EPA, 
    699 F.3d 530
    , 533 (D.C. Cir. 2012), and that the court
    will grant the relief sought, West v. Lynch, 
    845 F.3d 1228
    , 1235
    (D.C. Cir. 2017) (citing Fla. Audobon Soc’y v. Bentsen, 
    94 F.3d 658
    , 663–64 (D.C. Cir. 1996) (en banc)). A plaintiff lacks
    standing, however, if they fail to show that they would benefit
    under their alternate methodology. See, e.g., Franklin v.
    Massachusetts, 
    505 U.S. 788
    , 802 (1992); Nat’l Law Ctr. on
    Homelessness & Poverty v. Kantor, 
    91 F.3d 178
    , 183 (D.C. Cir.
    1996).
    HHS maintains that any injury suffered by the Hospitals is
    not redressable because they would have received the same
    amount or less in outlier payments had HHS taken the action
    they propose. HHS has misconstrued the Hospitals’ challenge,
    suggesting that they only seek changes to the cost-to-charge
    ratios and not to the thresholds, and that even if it were to revise
    the thresholds, they would have gone up rather than down.
    Under the Hospitals’ theory, however, HHS violated the APA by
    failing to recognize and respond to turbo-charging in a timely
    14
    manner. Were HHS to revise the outlier payment and threshold
    regulations to avoid making “unlawful turbo-charged
    payments,” the Hospitals maintain, such payments could no
    longer factor into the threshold calculations and the thresholds
    would be lower. Reply Br. 3 (emphasis added). That the
    Medicare Act does not require HHS to recalculate thresholds
    retroactively when actual outlier payments fall above or below
    the targeted percentage, see Cty. of 
    L.A., 192 F.3d at 1017
    –20,
    does not also mean HHS would not reevaluate its threshold
    when the premises underlying his or her predictions have been
    successfully challenged.
    III.
    The Hospitals challenge a number of the district court’s
    procedural rulings. We conclude that none of these challenges
    have merit for the following reasons.
    A.
    The Hospitals first contend the court abused its discretion
    in refusing to consider as evidence, or, in the alternative, as
    adjudicatory facts, materials referenced in their summary
    judgment motion, and in denying their motion to supplement the
    record of the FY 2004 rulemaking. The court reviews such
    evidentiary and docket management decisions for abuse of
    discretion, see Am. Wildlands v. Kempthorne, 
    530 F.3d 991
    ,
    1002 (D.C. Cir. 2008); Jackson v. Finnegan, Henderson,
    Farabow, Garrett & Dunner, 
    101 F.3d 145
    , 150, 151 (D.C. Cir.
    1996), and finds none.
    The district court struck three tables depicting data from
    the administrative record appended to the hospitals’ motion for
    summary judgment. The court had set a “generous” seventy-
    page limit for motions, and “caution[ed] the parties that any
    attempt to subvert the[] page limits by including additional
    15
    briefing in appendices will be rejected, and such appendices will
    be stricken from the record.” Sched. & Proc. Order at 4, No.
    10-1638 (July 17, 2014). The Hospitals contend that the tables
    should not count towards the page limits because they
    “faithfully reproduced record data.” Appellants’ Br. 92. The
    tables, however, compile data from various disparate sources
    and present it in a simplified manner meant to persuade. In
    enforcing its warning against briefing through appendices, “the
    district court exercised its prerogative to manage its docket, and
    its discretion to determine how best to accomplish this goal.”
    
    Jackson, 101 F.3d at 151
    .
    The district court also refused to consider certain items as
    extra-record evidence: (1) congressional testimony by an HHS
    official, Thomas Scully (“Scully Testimony”); and (2) two briefs
    submitted by the government in another outlier-related case
    (“Boca Briefs”). “It is well understood in administrative law
    that the ‘focal point for judicial review should be the
    administrative record already in existence, not some new record
    completed initially in the reviewing court.’” Tripoli Rocketry
    Ass’n v. Bureau of Alcohol, Tobacco, Firearms, & Explosives,
    
    437 F.3d 75
    , 83 (D.C. Cir. 2006) (quoting Envtl. Def. Fund v.
    Costle, 
    657 F.2d 275
    , 284 (D.C. Cir. 1981)). “Exceptions to that
    rule are quite narrow and rarely invoked[,] . . . primarily limited
    to cases where the procedural validity of the agency’s action
    remains in serious question, or the agency affirmatively
    excluded relevant evidence.” CTS Corp. v. EPA, 
    759 F.3d 52
    ,
    64 (D.C. Cir. 2014) (internal quotation marks and citations
    omitted); see Am. 
    Wildlands, 530 F.3d at 1002
    .
    In District Hospital 
    Partners, 786 F.3d at 56
    , the court
    affirmed the exclusion of the Scully Testimony, concluding that
    it did not fall within any of the established exceptions to the rule
    limiting review to the existing administrative record. To the
    extent that the Hospitals present a different challenge here, it is
    16
    no more persuasive. They contend that the testimony would
    show that HHS changed its approach to turbo-charging in 2003
    due to opposition from OMB, and that HHS, in Scully’s view,
    “‘did not understand why’ it ‘kept missing and missing’ its
    targets and ‘really never understood the dynamics’ of its model.”
    Appellants’ Br. 94 (citing Scully Testimony at 4). The already-
    voluminous record, however, does not “say so little” as to
    “‘frustrate judicial review,’” Dist. Hosp. 
    Partners, 786 F.3d at 56
    (quoting Am. 
    Wildlands, 530 F.3d at 1002
    ), and the testimony
    does not constitute “background information” necessary “to
    determine whether the agency considered all of the relevant
    factors,” Am. 
    Wildlands, 530 F.3d at 1002
    (quoting James
    Madison Ltd. by Hecht v. Ludwig, 
    82 F.3d 1085
    , 1095 (D.C. Cir.
    1996)). The Hospitals offer no reason why OMB’s involvement
    in the decision to use traditional notice-and-comment
    rulemaking is pertinent to any of their challenges, and HHS
    acknowledges that it found it “surprising” that hospitals were
    able to manipulate the outlier payment regulations through
    turbo-charging. Appellee’s Br. 12.
    The Hospitals’ position regarding the Boca Briefs is not
    any more compelling. The government’s position in that
    litigation as to the proper construction of the outlier provisions
    in the Medicare Act neither directly contradicts, nor sheds light
    on, the challenged actions. Cf. Nat’l Res. Def. Council v. EPA,
    
    755 F.3d 1010
    , 1020–21 (D.C. Cir. 2014). That one of the briefs
    identified more than one hundred turbo-charging hospitals by
    name is also irrelevant for effective judicial review. To the
    extent the Hospitals contend, in the alternative, that these
    materials are appropriate for judicial notice as publicly available
    materials, the district court did “take judicial notice of these
    documents as necessary in resolving this matter[.]” Banner
    Health 
    2015, 126 F. Supp. 3d at 62
    .
    17
    The district court also denied the hospitals’ motion to
    supplement the record with a comment letter from the
    Federation of American Hospitals responding to the FY 2004
    rulemaking. The letter was made part of the record in the
    District Hospital Partners litigation. See Dist. Hosp. Partners,
    LP v. Sebelius, 
    971 F. Supp. 2d 15
    , 26–28 (D.D.C. 2013) aff’d
    in part and rev’d in part sub nom. Dist. Hosp. Partners, 
    786 F.3d 56
    . Here, the district court concluded that the letter was
    too prejudicial given the late hour at which the Hospitals sought
    its admission. The record shows that the Hospitals had ample
    time to act before the day briefs were to be filed and that their
    delay denied HHS the opportunity to treat the comment as part
    of the administrative record in preparing its motion for summary
    judgment. The district court “acted within the range of
    permissible alternatives that were available to it” in denying the
    motion. 
    Jackson, 101 F.3d at 150
    .
    B.
    The Hospitals further contend that the district court erred in
    denying their motion for leave to amend their complaint to
    allege that HHS had violated 5 U.S.C. § 553 by failing to
    disclose data, analysis, and conclusions in the 2003 draft IFR
    that were adverse to the determinations made in subsequent
    rulemakings. The district court ruled that the proposed
    amendment was futile because the Hospitals had failed to show
    that HHS relied on the draft IFR and its supporting materials in
    the challenged regulations. Banner Health 
    2014, 55 F. Supp. 3d at 11
    –12. Our review is de novo. See In re APA Assessment Fee
    Litigation, 
    766 F.3d 39
    , 55 (D.C. Cir. 2014).
    “Under APA notice and comment requirements, ‘among the
    information that must be revealed for public evaluation are the
    technical studies and data upon which the agency relies in its
    rulemaking.’” Am. Radio Relay League v. FCC, 
    524 F.3d 227
    ,
    236 (D.C. Cir. 2008) (citing Chambers of Commerce v. SEC,
    18
    
    443 F.3d 890
    , 899 (D.C. Cir. 2006)) (internal quotation marks
    and alterations omitted); see Portland Cement Ass’n v.
    Ruckelshaus, 
    486 F.2d 375
    , 393–94 (D.C. Cir. 1973). This
    “allow[s] for useful criticism,” including by enabling
    commenters “to point out where . . . information is erroneous or
    where the agency may be drawing improper conclusions[.]” Am.
    Radio Relay 
    League, 524 F.3d at 236
    (internal quotation mark
    omitted); see Chambers of 
    Commerce, 443 F.3d at 900
    ; Sierra
    Club v. Costle, 
    657 F.2d 298
    , 398 n.484 (D.C. Cir. 1981).
    HHS maintains that the Hospitals’ motion to amend is
    futile, citing National Mining Association v. Mine Safety and
    Health Administration, 
    599 F.3d 662
    , 671 (D.C. Cir. 2010),
    because the new allegation challenges HHS’s decision not to
    make a midyear adjustment to the FY 2003 threshold. HHS
    failed to make this argument in the district court, and it is forfeit.
    See Am. 
    Wildlands, 530 F.3d at 1001
    . To the extent HHS
    maintains that a Section 553 claim based on American Radio
    Relay League conflicts with the APA and Vermont Yankee
    Nuclear Power Corp. v. Natural Resources Defense Council,
    
    435 U.S. 519
    (1978), the court rejected this argument in
    American Radio Relay 
    League, 524 F.3d at 239
    –40, stating that
    it “is not imposing new procedures but enforcing the agency’s
    procedural choice by ensuring that it conforms to APA
    requirements,” 
    id. at 239.
    The availability of a Section 553
    claim remains the law of the circuit. See Allina Health Servs. v.
    Sebelius, 
    746 F.3d 1102
    , 1110 (D.C. Cir. 2014); LaShawn 
    A., 87 F.3d at 1395
    .
    The Hospitals’ nonetheless falter in their attempt to bring
    their challenge under the ambit of American Radio Relay
    League. There, this court held that the Federal Communications
    Commission must release unredacted versions of the technical
    studies and data on which it relied in promulgating a rule. Am.
    Radio Relay 
    League, 524 F.3d at 240
    . The court explained the
    19
    redactions “may contain contrary evidence, inconvenient
    qualifications, or relevant explanations of the methodology
    employed” that speak to the weight that should be given the
    unredacted portions of a study. 
    Id. at 239.
    The Hospitals seek
    to equate HHS’s “cherry-pick[ing]” portions of the draft IFR
    with the redaction of a technical study. Appellants’ Br. 97. But
    the court has never suggested that an unpublished draft rule
    constitutes a “study” for purposes of this doctrine, see Am.
    Radio Relay 
    League, 524 F.3d at 239
    , nor does there appear to
    be reason to do so here. The packaging of facts and conclusions
    in the draft IFR did not “inextricably b[i]nd” them together in
    the same manner as a study, which is to be considered as a
    whole. 
    Id. The draft
    IFR merely represented one way for HHS
    to respond to available information. That the published rules
    referenced some of the same information and analysis as the
    draft IFR does not mean that HHS relied on the draft IFR, but
    rather on some of the same underlying material, such as analyses
    indicating vulnerabilities in the original outlier methodology and
    findings regarding the 123 hospitals that had been receiving
    disproportionately high outlier payments. Although HHS’s
    decision to disregard certain information may be challenged as
    arbitrary and capricious, Section 553 does not require disclosure
    of materials that were considered and rejected in the course of
    a rulemaking. See 
    id. at 240
    (quoting 1 RICHARD J. PIERCE, JR.,
    ADMINISTRATIVE LAW TREATISE 437 (4th ed. 2002)).
    IV.
    Having rejected the Hospitals’ procedural challenges, we
    now turn to their challenges to various aspects of the outlier
    rules for every fiscal year between 1997 and 2007, as well as a
    midyear rule promulgated during FY 2003. The district court
    rejected each of those challenges. We address the Hospitals’
    challenges in chronological order, affirming the district court’s
    grant of summary judgment except with regard to aspects of the
    20
    FY 2004, 2005, and 2006 rules. We begin here with the
    challenges to the rules governing FYs 1997 through 2003.
    The Hospitals acknowledge that HHS was not aware of
    turbo-charging before October 2002, when a stock-market
    analyst wrote an editorial exposing turbo-charging. Their
    primary challenge to the fixed-loss thresholds for FYs 1997
    through 2003 is that the failure to discover and stop turbo-
    charging was arbitrary and capricious. At the very least, the
    Hospitals argue, HHS committed an error when calculating the
    fixed-loss threshold for each of those fiscal years. We reject
    both claims.
    A.
    As a preliminary matter, HHS argues that the Supreme
    Court’s decision in Auer v. Robbins, 
    519 U.S. 452
    (1997), bars
    the Hospitals’ claim that HHS’s failure to uncover turbo-
    charging was arbitrary and capricious. In Auer, the Secretary of
    Labor declined to consider whether the agency should amend
    one of its regulations in response to a Supreme Court decision.
    The Auer Court held that the agency could not have acted
    arbitrarily and capriciously in failing to amend its regulation,
    because nobody had asked the agency to do so. See 
    id. at 459.
    The Court thus found that it had “no basis” on which to question
    the Secretary’s failure to act. 
    Id. HHS argues
    that because the
    Hospitals never asked it to amend its regulations to address
    turbo-charging, we similarly have no basis to question its failure
    to do so.
    HHS is mistaken. The petitioners in Auer believed a public
    and well-known Supreme Court decision should have led the
    agency, on its own, to change one of its regulations. By
    contrast, the Hospitals here argue that HHS was in possession of
    non-public information that — in combination with public data
    — uniquely positioned it to uncover turbo-charging, such that its
    21
    failure to do so prior to October 2002 was arbitrary and
    capricious. If the Hospitals are correct, we cannot fault them for
    failing to petition HHS to address a problem that only it could
    have known about. We do not read Auer, which says nothing
    about an agency’s obligations when it has access to important
    information that commenters do not, to foreclose such a claim.
    B.
    The Hospitals look first to the information that was publicly
    available, suggesting that the rapid rise of the fixed-loss
    threshold, coupled with steadily decreasing hospital-level cost-
    to-charge ratios, should have tipped HHS off to turbo-charging’s
    existence. It is true that those developments show that hospital
    charges were rising more rapidly than were costs. But
    intentional charge manipulation is neither the most obvious, nor
    necessarily the most probable, explanation for what hindsight
    reveals was actually widespread turbo-charging. The healthcare
    market is notoriously complex, and a host of other factors —
    e.g., the changing demographics of the Medicare-insured
    population, or the introduction of new medical technology and
    medications — could, as the Hospitals acknowledge, see Reply
    Br. 37–39, have been responsible for the phenomenon.
    But the Hospitals urge that various comments made during
    past rulemakings also should have tipped HHS off that there was
    a distinct possibility that turbo-charging was the real culprit. In
    1988, for example, HHS adopted a number of the features of the
    outlier-payment system that enabled turbo-charging. One
    commenter warned that the rule created “an incentive for
    hospitals to increase their charges and to manipulate their charge
    structures” in order to receive lower cost-to-charge ratios. FY
    1989 Final Rule, 53 Fed. Reg. at 38,509. And in 1994, another
    commenter “expressed concern over the use of statewide
    averages” for hospitals with cost-to-charge ratios three standard
    deviations below the statewide mean, because that practice
    22
    “created a clear incentive for hospitals to artificially inflate their
    gross charges, and circumvent the intent that hospitals only be
    paid marginal costs for outliers.” FY 1995 Final Rule, 59 Fed.
    Reg. 45,330, 45,407–08 (Sept. 1, 1994). These comments may
    have put HHS on notice that the outlier-payment system created
    incentives, in theory, for hospitals to manipulate their charges,
    but both comments predated the era of widespread turbo-
    charging, and neither suggested the practice was anything other
    than a mere possibility.
    In our view, those comments fall far short of demonstrating
    that HHS should have discovered that the skyrocketing
    fixed-loss thresholds in subsequent years were actually caused
    by turbo-charging. Critically, even though the annual increases
    in the fixed-loss threshold and declines in hospital-specific cost-
    to-charge ratios were publicly available, the Hospitals can point
    to no contemporaneous comment that even hinted the underlying
    cause of those trends was willful charge manipulation. In fact,
    no commenter asked HHS to investigate whether willful charge
    manipulation might be to blame. Not until FY 2003 did a
    commenter even urge HHS to “[r]eevaluate assumptions about
    cost and charge increases and other factors that influence the
    outlier projections,” noting in particular the lack of up-to-date
    cost information. Comment Responding to FY 2003 NPRM, 67
    Fed. Reg. 31,404 (May 9, 2002) (available at J.A. 638). But
    although in retrospect HHS realized that the data lag helped to
    enable turbo-charging, this type of generalized comment was
    insufficient to put HHS on notice of that specific problem.
    The success of the Hospitals’ claim thus turns on whether
    the combination of public and non-public information in HHS’s
    possession put it in a position to discover an illegal practice that
    had evaded detection by the rest of the industry. The Hospitals
    point to non-public data showing that, in some fiscal years, a
    select few hospitals received up to twice as much in outlier
    23
    payments as they did in non-outlier inpatient payments. No
    doubt, those figures raise red flags with regard to those
    particular hospitals. Under the Medicare Act, outlier payments
    should account only for 5–6% of the average hospital’s
    M e d i c a r e - r e l a t e d p a y me n t s . S e e 42 U.S.C.
    § 1395ww(d)(5)(A)(iv). Had HHS adequately overseen the
    outlier-payment system, the Hospitals argue, it would have
    known to attribute those aberrational outlier payments to turbo-
    charging.
    Again, we disagree. It is far from obvious that this sporadic
    and anomalous data should have put HHS on the lookout for a
    widespread and systematic scheme to defraud Medicare through
    turbo-charging. Indeed, we fail to see how the mere presence of
    such aberrational data in HHS’s possession should have alerted
    it to turbo-charging. The charge figures for an individual
    hospital are but a speck in the vast reams of data that HHS
    maintains — the offending hospitals constituted only around 2%
    of all hospitals participating in the Medicare program. Not to
    mention, despite seeing the same trend in terms of rising
    thresholds, it did not occur to any regulated party to ask HHS to
    pore over hospital-level data in search of evidence of willful
    charge manipulation, as the Hospitals now claim HHS should
    have done.
    With the benefit of 20/20 hindsight, the Hospitals have been
    able to identify suspicious charge data for individual healthcare
    providers. But they have failed to convince us that it was
    arbitrary and capricious for HHS not to have found the cause, in
    real time, before turbo-charging was brought to its attention in
    October 2002.
    C.
    The Hospitals raise another challenge to HHS’s fixed-loss
    thresholds for FYs 1997 through 2003. When the projected
    24
    cost-to-charge ratio for a hospital in a given year was three
    standard deviations above or below the statewide average, HHS
    used that statewide-average figure in its calculations. See Part
    
    I.B, supra
    . The Hospitals argue that the statewide-averages
    HHS used were outdated and, in fact, higher than the correct
    averages. If the Hospitals are right, that means HHS was
    overestimating the outlier payments it would make to those
    hospitals, which in turn would have led it to set the fixed-loss
    threshold too high.
    However, the Hospitals fail to show that HHS actually made
    this mistake. Their claim relies solely on the inclusion of
    year-old statewide averages in certain data files, known as
    “impact files,” containing records of hospital costs and charges
    that HHS uses when calculating the annual threshold. Because
    some outdated data was discovered in select impact files
    included in the administrative record, the Hospitals insist that
    HHS in fact calculated the annual thresholds based on the wrong
    statewide averages for every fiscal year between 1997 and 2003.
    HHS does not deny that at least some of the impact files in
    its possession contain outdated data. Rather, HHS argues that
    although there may have been some out-of-date data in some of
    the impact files it kept, that data was not used in calculating the
    fixed-loss threshold. HHS claims that it used files containing
    the correct, up-to-date statewide averages and backs up this
    assertion by noting that it reported the up-to-date statewide
    averages in the same annual rulemakings in which it set the
    fixed-loss threshold for every fiscal year between 1997 and
    2003. There is no dispute that HHS had the correct data in its
    possession, and we believe the most sensible inference is that
    HHS used that data. Indeed, for the Hospitals to be correct, it
    would have to be the case that for seven consecutive years, HHS
    publicly announced the current (correct) statewide averages, but
    nonetheless employed outdated statewide averages in its
    25
    calculations. That strikes us as unlikely, to say the least. It is
    true that in the many intervening years, HHS has either lost or
    misplaced the relevant records that could definitively settle
    which figures it actually employed. But the Hospitals have not
    provided an adequate basis to overcome the “presumption of
    regularity” that agency proceedings enjoy. San Miguel Hosp.
    Corp. v. NLRB, 
    697 F.3d 1181
    , 1186–87 (D.C. Cir. 2012).
    V.
    The Hospitals next argue that HHS’s decision not to lower
    the FY 2003 fixed-loss threshold midyear violated the agency’s
    obligations under both the Medicare Act and the APA. We
    disagree.
    A.
    Recall that at the beginning of each fiscal year, HHS sets a
    fixed-loss threshold that it believes will lead outlier payments to
    equal 5.1% of non-outlier inpatient payments for that year. See
    Part 
    I.A, supra
    . According to the Hospitals, in calculating what
    threshold will allow HHS to hit its target, HHS must count only
    the outlier payments it expects to make to non-turbo-charging
    hospitals. Because HHS made its calculations for FY 2003
    using payments it expected to make to all hospitals that year, it
    necessarily set a threshold that was higher than it would have
    had it excluded from its model the payments it expected to make
    to turbo-charging hospitals. Of course, HHS was unaware of
    turbo-charging at the time it set the FY 2003 threshold. But in
    the Hospitals’ view, as soon as HHS became aware that some of
    the payments it had been making were going to turbo-chargers,
    it was statutorily obligated to go back and lower the threshold —
    in the middle of the fiscal year. Only by lowering the threshold
    midyear, the Hospitals argue, could HHS actually hit its target.
    26
    The Hospitals’ argument fails. Most fundamentally, the
    court held in County of Los 
    Angeles, 192 F.3d at 1019
    , that HHS
    is not obligated to make later adjustments in order to hit its
    target percentage so long as it acts reasonably in setting the
    fixed-loss threshold at the beginning of each fiscal year. The
    court explained that this holding stems from the prospective
    nature of the outlier-payment program, which allows for
    efficient administration. Indeed, it would be unduly burdensome
    for HHS to “establish outlier thresholds in advance of each fiscal
    year, and process millions of bills based on those figures,” only
    to require it to later “recalibrate those calculations, reevaluate
    anew each of the millions of inpatient discharges under the
    revised figures, and disburse a second round of payments.” 
    Id. (citation omitted).
    In addition, the prospective nature of the
    system allows for “certainty and predictability of payment for
    not only hospitals but the federal government.” 
    Id. That certainty
    and predictability would disappear if the fixed-loss
    threshold were subject to midyear, or end-of-year, course
    correction.
    The Hospitals also argue that, regardless of County of Los
    Angeles, HHS opened the door to a challenge simply by
    responding to comments that asked it to lower the threshold and
    explaining its decision not to make a midyear change. Not so.
    As here, when an “agency merely responds to . . . unsolicited
    comment[s] by reaffirming its prior position, that response does
    not” open the agency’s position up to a challenge. Kennecott
    Utah Copper Corp. v. U.S. Dep’t of Interior, 
    88 F.3d 1191
    , 1213
    (D.C. Cir. 1996). Moreover, an agency does not “reopen an
    issue by responding to a comment that addresses a settled aspect
    of some matter, even if the agency had solicited comments on
    unsettled aspects of the same matter.” 
    Id. The FY
    2003
    threshold was a “settled aspect” of the matter at the time HHS
    issued the 2003 Outlier NPRM, meaning that there was no
    “reopening” here. In any event, HHS’s explanation was well-
    27
    reasoned, resting in significant part on its assessment that
    “[c]hanging the threshold for the remaining few months of the
    fiscal year could disrupt hospitals’ budgeting plans and would
    be contrary to the overall prospectivity” of the outlier-payment
    program. 2003 Outlier Final Rule, 68 Fed. Reg. at 34,506.
    Those were the very concerns that drove our decision in County
    of Los Angeles.
    Moreover, the Hospitals are mistaken that HHS could not
    lawfully factor in outlier payments to turbo-charging hospitals
    when determining whether it was likely to hit its 5.1% target. It
    is true that the Medicare Act provides that a hospital may
    request outlier payments only when its “charges, adjusted to
    cost,” exceed the outlier threshold.                42 U.S.C.
    § 1395ww(d)(5)(A)(ii). It is also the case that hospitals’ outlier
    payments are supposed to “approximate the marginal cost of
    care beyond the [outlier threshold].”                         
    Id. § 1395ww(d)(5)(A)(iii).
    Although HHS has argued in other litigation that turbo-
    charging hospitals acted improperly in manipulating their
    charging practices in order to receive extensive outlier
    payments, see Boca Raton Cmty. Hosp. v. Tenet Healthcare
    Corp., 9:05-cv80183- PAS, ECF No. 49 (S.D. Fla. May 17,
    2005), it does not follow that HHS unlawfully issued outlier
    payments to turbo-chargers. HHS cannot ascertain a hospital’s
    true costs in treating an outlier case until long after it makes the
    outlier payment. HHS estimates a hospital’s charges, adjusted
    to cost, and marginal cost of care beyond the threshold, using
    cost-to-charge ration data in its possession at the time of
    payment. It would be inconsistent with the prospectivity of the
    outlier-payment program to require HHS to “reevaluate anew
    each of the millions of” outlier payments it made during a fiscal
    year because the cost-to-charge ratios it had been employing
    turned out, due to no fault of its own, to have been too high.
    28
    Cty. of 
    L.A., 192 F.3d at 1019
    . That is the case even if those
    cost-to-charge ratios were too high as a result of the unlawful
    efforts of the turbo-charging hospitals. We therefore reject the
    Hospitals’ argument that HHS acted contrary to the Medicare
    Act by declining to alter the FY 2003 fixed-loss threshold.
    B.
    In the alternative, the Hospitals argue that HHS’s decision
    not to lower the threshold midyear was nonetheless arbitrary and
    capricious. The Hospitals advance three distinct concerns with
    the HHS’s course of action. None is persuasive.
    First, they complain that HHS should have explained why
    it did not exclude the 123 turbo-charging hospitals that year
    from its target calculations. This challenge merely recasts the
    Hospitals’ argument that HHS violated the Medicare Act as a
    challenge under the APA. Suffice it to say, there was nothing
    amiss in accounting for outlier payments the Medicare Act
    permitted it to consider.
    The Hospitals also claim that HHS erred in not explaining
    why it rejected the draft IFR’s conclusion that an immediate
    reduction in the FY 2003 threshold was warranted. But to the
    extent the Hospitals argue that HHS departed from its prior
    policy, that claim is squarely foreclosed by our decision in
    District Hospital Partners. As we explained in that case, the
    draft IFR “was never ‘on the books’ in the first place.” Dist.
    Hosp. 
    Partners, 786 F.3d at 58
    (quoting FCC v. Fox Television
    Stations, 
    556 U.S. 502
    , 515 (2009)). HHS therefore need not
    explain any departure from what it said in the draft IFR. See 
    id. And to
    the extent the Hospitals argue that the draft IFR
    contained obvious alternatives to what HHS did in its final rule,
    they ignore that HHS issued its final rule in June, four months
    after the IFR. As HHS explained, circumstances in June
    differed markedly from those in February: the end of the fiscal
    29
    year was fast approaching and changing the fixed-loss threshold
    at that time could have resulted in considerable disruption to
    hospitals’ budgets. 2003 Outlier Final Rule, 68 Fed. Reg. at
    34,505. Whatever HHS’s obligation was to explain its decision
    to “depart” from the draft IFR, it met that obligation here.
    Finally, the Hospitals take issue with a sentence in the final
    rule that states that HHS “inflated charges from the FY 2002
    Medicare Provider Analysis and Review (MedPAR) file by the
    2-year average annual rate of change in charges per case to
    predict charges for FY 2004.” 
    Id. (MedPAR is
    a database that
    aggregates the claims submitted by hospitals to HHS.) Both
    parties agree that HHS should have instead been predicting
    charges for FY 2003. HHS, noting that this sentence appeared
    in a section of the rule concerned exclusively with the 2003
    fiscal year, assures us that it in fact predicted charges for FY
    2003 and that the reference to FY 2004 was, as the district court
    found, “self-evidently” a typo. Banner Health 2015, 126 F.
    Supp. 3d at 95; see also Appellee’s Br. 56–57. Upon reviewing
    the context in which the statement was made, and considering
    that the Hospitals provide no reason to doubt HHS’s assurances,
    we accept this explanation.
    VI.
    The Hospitals next take issue with several aspects of the FY
    2004 Final Rule. We first describe the details of this Rule, as
    well as the 2016 Remand Explanation issued by HHS to
    elaborate on its decision-making, and then turn to the merits of
    the Hospitals’ challenges to the adequacy of both documents.
    We agree with the district court that HHS sufficiently justified
    its decision to anticipate reconciling only 50 turbo-charging
    hospitals, and therefore to utilize projection cost-to-charge ratios
    for only that smaller subset of turbo-chargers. See Banner
    Health 
    2015, 126 F. Supp. 3d at 99
    ; Banner Health 2016, 
    174 F. 30
    Supp. 3d at 208. But we hold that it inadequately explained its
    failure to exclude turbo-chargers from its calculation of the
    annual rate of charge inflation.
    A.
    As previously explained, HHS’s June 2003 rulemaking was
    designed to cure most of the ills that had plagued the
    outlier-payment system during the turbo-charging era. HHS
    expected that its three key reforms would substantially diminish,
    if not wholly eradicate, the practice of turbo-charging. See Part
    
    I.B, supra
    . But that set of reforms introduced a fresh problem:
    when it came time to set the FY 2004 threshold in August 2003,
    no outlier payments had been made under the new system. HHS
    would therefore have to estimate the outlier payments to be
    made under a framework it had never actually implemented.
    For FY 2004, as for all other relevant years, HHS sought a
    formula that would generate a fixed-loss threshold under which
    outlier payments would amount to 5.1% of non-outlier inpatient
    payments. See 42 U.S.C. § 1395ww(d)(5)(A)(iv); FY 2004
    Final Rule, 68 Fed. Reg. at 45,478. Its chosen methodology
    ultimately yielded a FY 2004 fixed-loss threshold of $31,000, a
    modest decrease from the previous year’s threshold of $33,560.
    See 
    id. at 45,477.
    HHS’s FY 2004 rule divided hospitals into two groups:
    those it expected would ultimately be subjected to
    reconciliation, and those it expected would not. See 
    id. at 45,476–77.
    HHS estimated its anticipated outlier payments to
    the latter group of hospitals using a multi-step formula. It first
    identified the charges billed by each hospital in the FY 2002
    MedPAR files. To predict each hospital’s charges during the
    2004 fiscal year, HHS multiplied the 2002 MedPAR data by
    1.268, the two-year average annual rate of change in charges per
    case from FY 2000 to FY 2002. Lastly, HHS multiplied the
    31
    product of that calculation by each hospital’s cost-to-charge
    ratio from “the most recent cost reporting year.” 
    Id. at 45,476.
    HHS also identified “approximately 50” hospitals that it
    anticipated subjecting to reconciliation “[b]ased on [its] analysis
    of hospitals that ha[d] been consistently overpaid recently for
    outliers.” 
    Id. For that
    set of hospitals, HHS calculated
    projection cost-to-charg ratios that it believed would more
    accurately capture HHS’s net outlier payouts during the 2004
    fiscal year, factoring in the amounts it expected to recoup
    through reconciliation. See 
    id. at 45,477.
    The Hospitals do not
    challenge the methodology underlying those adjustments.
    The Hospitals do, however, challenge several other
    components of the methodology HHS employed in setting the
    FY 2004 outlier threshold. This court has already adjudicated
    a related challenge to the FY 2004 rulemaking. In District
    Hospital 
    Partners, 786 F.3d at 60
    , we held that HHS had
    inadequately justified the methodology it employed in setting
    the FY 2004 fixed-loss threshold. Although HHS’s 2003 Outlier
    NPRM had identified 123 hospitals as turbo-chargers, the FY
    2004 Final Rule “did not explain how the 50 hospitals [that HHS
    anticipated subjecting to reconciliation] differed from the 123
    . . . identified in the [2003] NPRM.” 
    Id. at 58.
    Using projection
    cost-to-charge ratios for the previously identified 123 turbo-
    chargers was thus “a significant and obvious alternative” that
    HHS was required to consider. 
    Id. at 59.
    On remand, HHS was tasked with explaining (i) “why [it]
    corrected for only 50 turbo-charging hospitals . . . rather than for
    the 123 [it] had identified in the [2003] NPRM,” and (ii) “what
    additional measures (if any) were taken to account for the
    distorting effect that turbo-charging hospitals had on the dataset
    for the 2004 rulemaking.” 
    Id. at 60.
    To the extent it decided to
    recalculate the FY 2004 threshold on remand, HHS was further
    32
    directed to decide “what effect (if any)” this would have on the
    FY 2005 and 2006 thresholds. 
    Id. The district
    court in this
    litigation, taking note of the remand order in District Hospital
    Partners, likewise remanded the FY 2004 rule “to provide the
    agency an opportunity to explain further why it did not exclude
    the 123 identified turbo-charging hospitals from the charge
    inflation calculation for FY 2004—or to recalculate the fixed[-]
    loss threshold if necessary.” Banner Health 2015, 
    126 F. Supp. 3d
    at 98.
    In a document issued in early 2016, HHS sought to address
    the District Hospital Partners court’s concerns with the
    methodological choices it made in setting the FY 2004
    threshold. See Remand Explanation, 81 Fed. Reg. at 3,727–29.
    This Remand Explanation aimed to provide clarification along
    three axes.
    First, HHS addressed why it did not exclude any of the 123
    hospitals previously identified as turbo-chargers from the
    MedPAR files it used to calculate the two-year average annual
    rate of change in charges per case from FY 2000 to FY 2002.
    See 
    id. at 3,729.
    In other words, given that charging practices
    during the 2000, 2001, and 2002 fiscal years were the product of
    an age of artificial excess, HHS was tasked with justifying its
    assumption that the model would accurately predict charge
    inflation during a fiscal year governed by rules “expected . . . to
    curb turbo[-]charging.” Id . The Remand Explanation suggested
    that HHS believed past charge increases would reliably simulate
    future growth, because “[t]he outlier final rule was in effect for
    only part of the interval that our charge inflation estimate was
    intended to reflect.” 
    Id. HHS also
    reasoned that, because the
    123 turbo-chargers could claim outlier payments in FY 2004,
    “excluding them . . . would have introduced a different form of
    distortion into our simulations, by causing the[m] to disregard
    the impact of those hospitals.” 
    Id. 33 Second,
    the Remand Explanation sought to shore up HHS’s
    explanation for why only approximately 50 turbo-chargers were
    selected as likely candidates for reconciliation. See 
    id. According to
    HHS, “reconciliation generally would be
    performed only if a hospital met the criteria we had specified”:
    “[a] 10-percentage point change in the hospital’s [cost-to-charge
    ratio] from the time the claim was paid compared to the [cost-to-
    charge ratio] at cost report settlement; and receipt of total outlier
    payments exceeding $500,000.” 
    Id. at 3,728–29.
    HHS claimed
    to have “identified approximately 50 hospitals that [it]
    determined likely to meet these criteria in FY 2004,” and
    adjusted those hospitals’ projection cost-to-charge ratios
    accordingly. 
    Id. at 3,729.
    Not all 123 previously identified
    turbo-chargers were selected for this treatment, because HHS
    “did not expect that all of the 123 hospitals discussed in the
    March 2003 proposed rule would be likely to meet the criteria
    for reconciliation.” 
    Id. Third, HHS
    explained why it believed that its decision to
    project cost-to-charge ratios for only 50 turbo-charging hospitals
    had no “distorting effect” on the threshold calculation. 
    Id. at 3,727;
    see 
    id. at 3,728.
    HHS, in its midyear 2003 rule, switched
    from using the most recent settled cost report for a hospital
    when calculating its cost-to-charge ratio to using the hospital’s
    most recent tentatively settled cost report. See 2003 Outlier
    Final Rule, 68 Fed. Reg. at 34,502. HHS thus urged that its
    “payment simulations employed cost-to-charge ratios calculated
    from very recent data . . . and did not employ cost-to-charge
    ratios drawn from older historical data.” Remand Explanation,
    81 Fed. Reg. at 3,728. That adjustment “reduc[ed] any reason
    for concern that cost-to-charge ratios drawn from older historical
    data . . . would not reliably approximate the cost-to-charge ratios
    that would be used to pay FY 2004 claims.” 
    Id. HHS saw
    no
    reason to adjust projection cost-to-charge ratios for the
    34
    remaining turbo-chargers, because it “anticipated that
    implementation of the June 2003 outlier final rule would curb
    . . . turbo[-]charging practices.” 
    Id. B. In
    its FY 2004 Final Rule, HHS assumed that the rate at
    which charges had inflated between FYs 2000 and 2002 would
    accurately approximate charge growth during a period that
    included an entire year (FY 2004) in which the anti-turbo-
    charging reforms would be in effect. The Hospitals contend that
    HHS’s Remand Explanation failed to offer a reasoned basis for
    making that assumption. We agree.
    When HHS set its FY 2004 threshold on August 1, 2003, it
    was well aware that scores of hospitals in recent years had
    “inappropriately maximiz[ed] their outlier payments” and
    “caused the threshold to increase dramatically.” 2003 Outlier
    Final Rule, 68 Fed. Reg. at 34,496. That exploitative practice
    prompted HHS to reassess its entire framework for making
    outlier payments. HHS believed that its 2003 reforms, once in
    place, would “greatly reduce the opportunity for hospitals to
    manipulate the system to maximize outlier payments.” 
    Id. at 34,503.
    It declared that it was “essential to eliminate those
    effects as soon as possible,” 
    id. at 34,497,
    in order to avoid
    underpaying “hospitals that ha[d] already been harmed by the
    inappropriate redistribution” of outlier payments, 
    id. at 34,499.
    Yet its decision to project future charges using turbo-
    charging-infected data foreseeably “allow[ed] the effects of this
    inappropriate redistribution . . . to continue into the future.” 
    Id. at 34,497.
    In setting the FY 2004 threshold, HHS sought to
    predict hospitals’ charging behavior for a full year after the
    structural causes of turbo-charging had been eradicated. HHS
    nonetheless multiplied the 2002 MedPAR charge data by the
    rate at which charges had inflated between FYs 2000 and 2002,
    35
    without removing charge data attributable to the 123 hospitals
    it had identified as turbo-chargers. See FY 2004 Final Rule, 68
    Fed. Reg. at 45,476. The 2004 Rule gave no indication as to
    why HHS thought it rational to use turbo-charging-infused data
    to forecast charges for a year in which hospitals’ “opportunity
    . . . to manipulate the system” had been “greatly reduce[d].”
    2003 Outlier Final Rule, 68 Fed. Reg. at 34,503.
    The two reasons HHS provided in its Remand Explanation
    likewise fail to explain why it believed “past charge growth
    would still be a satisfactory basis for estimating more recent
    charge growth.” 81 Fed. Reg. at 3,729. The first was that “[t]he
    outlier final rule was in effect for only part of the interval that
    our charge inflation estimate was intended to reflect.” 
    Id. But even
    if it may have been reasonable to expect turbo-charging-era
    levels of charge inflation to persist during FY 2003, HHS
    repeatedly intimated that it expected charging practices to return
    to normal in FY 2004. And even if HHS could have reasonably
    predicted “future significant charge growth due to other
    reasons,” Appellee’s Br. 61, it never identified what those
    reasons might be, or why they would likely lead to turbo-
    charging-era levels of charge inflation during FY 2004.
    The Remand Explanation’s second reason for including
    turbo-chargers’ data is equally unsatisfying. HHS submits that,
    because “[t]he 123 hospitals were not excluded from claiming
    outlier payments” during FY 2004, “excluding them from our
    simulations would have introduced a different form of distortion
    into our simulations, by causing the simulations to disregard the
    impact of those hospitals.” Remand Explanation, 81 Fed. Reg.
    at 3,729. That alleged symmetry is illusory. There is no
    necessary linkage between, on one hand, the hospitals whose
    data are used to calculate the two-year average annual rate of
    change in charges per case, and, on the other hand, the hospitals
    that are eligible to receive outlier payments during an upcoming
    36
    fiscal year. Nothing would have precluded HHS from
    calculating the industry-average rate of charge inflation after
    removing a series of warped data points, while still accounting
    for the reality that all hospitals remained eligible to collect
    outlier payments during the upcoming fiscal year.
    It was entirely predictable that including turbo-charged data
    would lead to a charge-inflation projection that greatly exceeded
    the actual rate of charge inflation during FY 2004, as in fact
    actually happened. FY 2006 Final Rule, 70 Fed. Reg. at 47,494.
    HHS thus overlooked an important consideration in attempting
    to “ensure that [its] simulated FY 2004 payments would match
    up as closely as possible with how FY 2004 claims would
    actually be paid.” Remand Explanation, 81 Fed. Reg. at 3,728.
    As a result, we hold that HHS acted arbitrarily and capriciously
    in failing to exclude charge data for the 123 historical turbo-
    chargers from its FY 2004 charge-inflation calculation.
    C.
    The Hospitals next contend that HHS, in setting the FY
    2004 fixed-loss threshold, failed to offer a reasoned explanation
    for adjusting the projection cost-to-charge ratios of only 50
    turbo-chargers in order to account for the possibility of
    reconciliation. Although the issue is a close one, we affirm the
    adequacy of HHS’s explanation.
    HHS has repeatedly reiterated its belief that the June 2003
    outlier rule would “curb the turbo[-]charging practices that had
    caused rapid increases in charges.” 
    Id. at 3,729.
    Yet HHS
    acknowledged that the time lag between issuing outlier
    payments and tentatively settling hospitals’ cost reports left a
    large enough window for a hospital’s true cost-to-charge ratio to
    vary from the cost-to-charge ratio used to make outlier payments
    during a fiscal year. See 
    id. at 3,728.
    In its FY 2004 Final Rule,
    HHS announced that fiscal intermediaries would reconcile
    37
    outlier payments if, once the intermediary had settled a
    hospital’s FY 2004 cost report, it found that the hospital’s actual
    cost-to-charge ratio during the period was “substantially
    different” from that used to make outlier payments to it during
    the fiscal year. 68 Fed. Reg. at 45,476. HHS explained that it
    expected to subject 50 hospitals’ payments to reconciliation,
    “[b]ased on [its] analysis of hospitals that ha[d] been
    consistently overpaid recently for outliers.” 
    Id. As far
    as the District Hospital Partners court could tell,
    however, all 123 previously identified turbo-chargers — not just
    the 50 hospitals selected as candidates for reconciliation — had
    been drastically “overpaid 
    recently.” 786 F.3d at 68
    (quoting
    FY 2004 Final Rule, 68 Fed. Reg. at 45,476). According to
    HHS itself, all of the turbo-charging hospitals had initiated
    “dramatic increases in charges.” 2003 Outlier NPRM, 68 Fed.
    Reg. at 10,424. The court therefore remanded for HHS to
    explain why it selected only 50 turbo-chargers as likely
    candidates for reconciliation, and thus for adjustment of their
    projection cost-to-charge ratios. District Hospital 
    Partners, 786 F.3d at 59
    .
    On remand, HHS claimed it had identified a past turbo-
    charging hospital as a candidate for reconciliation if it expected
    that the hospital would satisfy the following two conditions for
    FY 2004: (i) “[a] 10-percentage point change in the hospital’s
    [cost-to-charge ratio] from the time the claim was paid
    compared to the [cost-to-charge ratio] at cost report settlement;”
    and (ii) “receipt of total outlier payments exceeding $500,000
    during the cost reporting period.” Remand Explanation, 81 Fed.
    Reg. at 3,728–29. Though HHS acknowledged “it was difficult
    to project which hospitals would be subject to reconciliation of
    their outlier payments using then-available data,” it anticipated
    that only approximately 50 turbo-charging hospitals would end
    up satisfying those criteria. 
    Id. at 3,728.
                                    38
    The Hospitals object to the adequacy of the Remand
    Explanation. They contend that HHS’s contemporaneous
    statements belie any articulation of a rule-like formula for
    determining which hospitals’ projection cost-to-charge ratios to
    adjust. Although the Remand Explanation categorized the
    above two conditions as “criteria we had specified for
    reconciliation,” 
    id., the Hospitals
    argue that the June 2003
    outlier rule introducing those conditions offered them only as
    tentative guidelines for fiscal intermediaries to consider when
    deciding whether to engage in reconciliation. In the Hospitals’
    view, HHS cannot have actually employed those criteria to
    identify the 50 reconciliation candidates.
    In response, HHS points to the language of the 2003 Outlier
    Final Rule. According to the Remand Explanation, that Rule
    “instructed our contractors to put a hospital through outlier
    reconciliation” if it complied with both purported requirements.
    
    Id. As a
    claim about the Outlier Rule’s instructive force, that
    statement is problematic. The Rule did recite the criteria quoted
    above, but it prefaced them by saying that “we are considering
    instructing fiscal intermediaries to conduct reconciliation [in that
    manner].” 2003 Outlier Final Rule, 68 Fed. Reg. at 34,503
    (emphasis added). In the same document, HHS explicitly
    disclaimed any pretense of finality in the proposed formula:
    “We intend to issue program instructions to the fiscal
    intermediaries that will provide specific criteria for identifying
    those hospitals subject to reconciliation . . . for FY 2004.” 
    Id. at 34,504.
    There is no record evidence that HHS followed up on
    that intention in any way.
    Making matters worse, the text of the FY 2004 Final Rule
    recites a reconciliation policy that, while not technically
    inconsistent with the two-part formula identified by the Remand
    Explanation, is expressed in a significantly less rule-like fashion.
    39
    In short, the FY 2004 Final Rule explained that reconciliation
    would occur when “a hospital’s actual . . . cost-to-charge ratios
    are found to be substantially different from the cost-to-charge
    ratios used during that time period to make outlier payments.”
    68 Fed. Reg. at 45,476. If the Remand Explanation accurately
    captures the 2004 Rule’s methodology, the formula’s absence
    from the Rule itself is a surprising omission.
    Certain statements in later rules’ descriptions of the
    reconciliation process also tend to undermine the Remand
    Explanation’s account of definite reconciliation criteria. The FY
    2005 Final Rule, for example, stated that reconciliation would
    occur when the cost-to-charge ratios from hospitals’ final settled
    cost reports “are different than” those appearing on tentatively
    settled cost reports. 69 Fed. Reg. at 49,278. And as late as the
    FY 2006 Final Rule, HHS suggested that hospitals qualified for
    reconciliation if their cost-to-charge ratios “fluctuate[d]
    significantly,” but noted that it still “plan[ned] on issuing
    instructions to fiscal intermediaries” to “detail the specifics of
    reconciling outlier payments.” 70 Fed. Reg. at 47,495.
    Still, enough record evidence exists to sustain the Remand
    Explanation’s description of how HHS settled upon expecting
    to reconcile only approximately 50 turbo-charging hospitals.
    We find HHS’s contemporaneous characterization of two
    comments on its proposed FY 2004 Rule to be particularly
    significant. Per HHS, those comments expressed concern with
    “the criterion in the final rule on outliers that specifically
    addressed our policy on reconciliation (that if a hospital’s cost-
    to-charge ratio changed by 10 or more percentage points, a
    hospital would be subject to reconciliation).” FY 2004 Final
    Rule, 68 Fed. Reg. at 45,477. HHS is thus on record for FY
    2004 as characterizing one component of the Remand
    Explanation as “our policy.” The Rule also acknowledged
    commenters’ request that HHS “modify the trigger for outlier
    40
    reconciliation by promulgating a scale of cost-to-charge ratios
    rather than a constant amount.” 
    Id. (emphasis added).
    We
    doubt that HHS would have implicitly ratified that description
    of its methodology unless reconciliation were to be
    presumptively “trigger[ed]” upon the satisfaction of “constant”
    conditions.
    HHS’s FY 2005 Final Rule spoke in similar terms. It
    observed that “the majority of hospitals’ cost-to-charge ratios
    will not fluctuate significantly enough . . . to meet the criteria to
    trigger reconciliation of their outlier payments.” 69 Fed. Reg.
    at 49,278 (emphasis added). That phrasing immediately
    followed an assertion that “[r]econciliation occurs when
    hospitals’ cost-to-charge ratios at the time of cost report
    settlement are different than the tentatively settled cost-to-
    charge ratios used to make outlier payments.” 
    Id. (emphasis added).
    So HHS evidently saw no incompatibility between
    using broad, general language to describe its approach to
    reconciliation, and nonetheless using predetermined “criteria” to
    “trigger” the recoupment of excess outlier payments.
    To be sure, the Remand Explanation does not dovetail
    seamlessly with HHS’s contemporaneous statements. But for
    the reasons just given, we find a sufficient basis to conclude that
    HHS has explained, and justified, the approach it took in
    predicting which hospitals would be subject to reconciliation
    upon settlement of FY 2004 cost reports. The Hospitals’ further
    criticism that HHS failed to produce the exact data underlying
    its identification of the 50 hospitals is similarly unavailing. As
    we have previously noted, agency proceedings enjoy a
    “presumption of regularity.” San Miguel Hosp. Corp., 
    697 F.3d 1186
    –87. In these limited circumstances, in which we are
    satisfied that the agency employed a reasonable methodology in
    a rulemaking that concluded well over a decade ago, we will not
    41
    remand simply because HHS is unable to reproduce the exact
    data and calculations in question.
    D.
    The Hospitals lodge one further arbitrary-and-capricious
    challenge to the FY 2004 Final Rule. They contend that it was
    irrational for HHS to “appl[y] a charge[-]inflation factor” when
    predicting hospital charges for the 2004 fiscal year “without
    adjusting [hospitals’ cost-to-charge ratios],” as well.
    Appellants’ Br. 49 (emphasis omitted). Notwithstanding the
    considerable deference agencies typically receive when
    analyzing data and projecting trends, see District Hospital
    
    Partners, 786 F.3d at 60
    , we agree with the Hospitals.
    Following the discovery of turbo-charging, HHS amended
    its regulations to provide that the “cost-to-charge ratios applied
    at the time a claim is processed are based on either the most
    recent settled cost report or the most recent tentative[ly] settled
    cost report, whichever is . . . latest.” 42 C.F.R. § 412.84(i)(2).
    That means that when a new tentatively settled cost report is
    released for a hospital at some point during each fiscal year,
    HHS begins applying an updated cost-to-charge ratio for the
    hospital calculated from that report rather than the projection
    cost-to-charge ratio it used when generating the fixed-loss
    threshold. As HHS concedes, therefore, projection cost-to-
    charge ratios “apply for [only] part of the fiscal year.”
    Appellee’s Br. 59.
    Of course, HHS’s “ability to identify true outlier cases is
    dependent on the accuracy of the cost-to-charge ratios.” 2003
    Outlier Final Rule, 68 Fed. Reg. at 34,501. In its Remand
    Explanation, HHS asserted that basing projection cost-to-charge
    ratios on the most recent tentatively settled cost reports “reduced
    any reason for concern” that those cost-to-charge ratios “would
    not reliably approximate the cost-to-charge ratios that would be
    42
    used to pay FY 2004 [outlier] claims.” 81 Fed. Reg. at 3,729.
    HHS thus found no reason to adjust its projection cost-to-charge
    ratios to account for known or foreseeable trends in hospital
    charge or cost levels (or to explain its decision not to do so).
    HHS is mistaken: once it decided to use a charge-inflation
    methodology, it ostensibly needed to adjust its projection cost-
    to-charge ratios downward, as well.
    Recall that prior to FY 2003, HHS had employed a cost-
    inflation methodology to predict the outlier payments it would
    make in an upcoming fiscal year. See Part 
    I.B, supra
    . Because
    an outlier payment aims to approximate a hospital’s costs (not
    its charges), “the relevant variable” for outlier-payment purposes
    “is [a hospital’s] estimated ‘costs’ for a given case.” FY 1997
    NPRM, 61 Fed. Reg. 27,444, 27,497 (May 31, 1996). HHS’s
    avowed basis for switching to a charge-inflation methodology
    in FY 2003 was that “charges ha[d] been growing at a much
    faster rate than recent estimates of cost growth,” leading it to
    consistently underestimate the outlier payments it would end up
    making in a given fiscal year. FY 2003 Final Rule, 67 Fed. Reg.
    at 50,124.
    Charging practices inform threshold calculations in another
    way, as well: they supply the denominator of projection cost-to-
    charge ratios. But, despite HHS’s awareness that, “[o]ver time,
    cost-to-charge ratios will reflect the differential increase in
    charges” relative to costs, 
    id., HHS made
    no effort to account for
    this differential with respect to its projection cost-to-charge
    ratios. When HHS set the FY 2004 threshold in August 2003,
    it knew it would end up using updated cost-to-charge ratios to
    make outlier payments as tentatively settled cost reports came
    in for each hospital. Yet it did not account for the fact that those
    updated cost-to-charge ratios were likely to be considerably
    lower than its projection cost-to-charge ratios, thereby leading
    many hospitals to be underpaid for outlier cases.
    43
    We fail to understand why HHS expected charges to inflate
    more rapidly relative to costs for some purposes but not for
    others. The act of using a charge-inflation methodology
    represented HHS’s considered view, irrespective of what it
    might have otherwise been required to predict, that charges
    would continue to rise more quickly than costs.
    For those reasons, we conclude that HHS’s approach was
    “internally inconsistent and inadequately explained.” District
    Hospital 
    Partners, 786 F.3d at 59
    (quoting Gen. Chem. Corp. v.
    United States, 
    817 F.2d 844
    , 846 (D.C. Cir. 1987)). HHS’s
    broad discretion in this area “is not a license to . . . treat like
    cases differently.” Cty. of 
    L.A., 192 F.3d at 1023
    (quoting
    Airmark Corp. v. FAA, 
    758 F.2d 685
    , 691 (D.C. Cir. 1985))
    (alteration in original). We hold that HHS acted arbitrarily and
    capriciously in failing to adequately explain why it did not
    adjust its projection cost-to-charge ratios downward.
    VII.
    The Hospitals also raise a number of challenges to the FY
    2005 Final Rule. We agree with the district court in rejecting
    the first two of the Hospitals’ challenges, but again conclude, as
    with FY 2004, that HHS failed to adequately explain its decision
    not to adjust its projection cost-to-charge ratios downward.
    A.
    For FY 2005, HHS employed substantially the same
    methodology for calculating the outlier threshold that it had used
    in FY 2004, with some notable modifications. See FY 2005
    Final Rule, 69 Fed. Reg. at 49,277–78. Under its revised
    formula, HHS first identified the charges listed in its FY 2003
    MedPAR files. To inflate the FY 2003 charges to FY 2005,
    HHS multiplied the 2003 MedPAR data by 1.1876, the average
    44
    rate of change in charges per case from the first half of FY 2003
    to the first half of FY 2004, compounded over two years. It then
    multiplied the product of that calculation by the cost-to-charge
    ratios generated from hospitals’ most recent tentatively settled
    cost reports to estimate each hospital’s costs for FY 2005.
    Using those estimates, HHS determined that a threshold of
    $25,800 — down from FY 2004’s figure of $31,000 — would
    yield outlier payments totaling 5.1% of all non-outlier inpatient
    payments. See 
    id. at 49,278.
    The dataset HHS used to generate this charge-inflation
    figure relied in part on a half year’s worth of turbo-charged data.
    HHS itself acknowledged the “exceptionally high rate of
    hospital charge inflation that is reflected in the data” for the
    2003 fiscal year, and admitted that its regime-spanning
    projection would be imperfect. 
    Id. at 49,277.
    Yet HHS
    indicated that it “strongly prefer[red] to employ actual data
    rather than projections” in calculating the outlier threshold, and
    believed it “optimal to employ comparable periods” in
    determining the annual rate of change. 
    Id. HHS again
    defended its continued practice of inflating past
    years’ MedPAR data by the rate of charge inflation (rather than
    cost inflation) by noting that “the basic tendency of charges to
    increase faster than costs is still evident.” 
    Id. As with
    FY 2004,
    HHS also declined to adjust its historically derived projection
    cost-to-charge ratios to account for the likelihood that charges
    would continue to inflate more quickly than costs. That was
    because HHS had “already taken into account the most
    significant factor in the decline in cost-to-charge ratios,” by
    using “the most recent tentatively settled cost report[s].” 
    Id. And lastly,
    HHS omitted any effects of reconciliation from its
    FY 2005 threshold calculation. It did so principally because it
    predicted that “the majority of hospitals’ cost-to-charge ratios
    will not fluctuate significantly enough” to trigger reconciliation.
    45
    
    Id. at 49,278.
    In District Hospital Partners, we rejected an
    arbitrary-and-capricious challenge to HHS’s decision not to
    “eliminate the turbo-charging hospitals from [the 2003
    MedPAR] dataset” used in conjunction with FY 2004 MedPAR
    data to determine the charge-inflation figure employed to set the
    FY 2005 
    threshold. 786 F.3d at 61
    . The court concluded that it
    would have made “little sense to remove turbo-charging
    hospitals from th[e] half of the dataset” corresponding to FY
    2003 “without making similar adjustments to the other half of
    the dataset” corresponding to FY 2004. 
    Id. But there
    was “no
    need to modify the 2004 data because that information was
    collected” after HHS’s anti-turbo-charging measures had taken
    effect. 
    Id. According to
    District Hospital Partners, HHS
    “sensibly opted for a simpler approach that did not entail piling
    projections atop projections”: it “reasonably left both halves
    unaltered.” 
    Id. HHS’s methodology
    was necessarily imperfect,
    to be sure. But “imperfection alone does not amount to arbitrary
    decision-making.” 
    Id. Notwithstanding our
    decision in District Hospital Partners,
    the Hospitals challenge the FY 2005 threshold as arbitrary and
    capricious in three separate respects. The district court rejected
    each argument. It followed District Hospital Partners in
    concluding that HHS could permissibly inflate FY 2003 charges
    forward two years using charging data partially stemming from
    the turbo-charging period. Banner Health 2015, 
    126 F. Supp. 3d
    at 100. The court also detected no problem with HHS’s decision
    not to account for reconciliation, especially since the outlier rule
    had “obviated much of the need for [it].” 
    Id. at 101.
    The court
    further held that HHS had given a “cogent explanation” for
    opting not to project a downward trend for its cost-to-charge
    ratios. 
    Id. at 100.
                                    46
    B.
    The Hospitals first repeat an argument they made with
    respect to FY 2004 — that HHS acted arbitrarily in including
    turbo-charged data in its FY 2005 charge-inflation formula.
    That contention is squarely foreclosed by District Hospital
    Partners.
    The Hospitals seek to escape the holding of District
    Hospital Partners by contending that the court in that case
    labored under a factual misimpression. The court stated that
    HHS “derived the charge[-] inflation factor [employed in the FY
    2005 rulemaking] from the cost-to-charge ratios for individual
    hospitals” — in other words, that the two came from the same
    dataset. Dist. Hosp. 
    Partners, 786 F.3d at 57
    n.6. The Hospitals
    are correct in questioning that account of HHS’s methodology.
    As we explained above, HHS calculated the charge-inflation
    factor — the average rate of change in charges per case —
    solely from MedPAR data. Although HHS then multiplied that
    charge-inflation factor by hospitals’ cost-to-charge ratios, it did
    not derive the former from the latter.
    Even so, the Hospitals have not identified any way in which
    that apparent misapprehension affected District Hospital
    Partner’s analysis. Nothing in District Hospital Partner’s logic
    turned on which dataset HHS employed to generate its
    charge-inflation factor, and the minor factual inaccuracy
    identified by the Hospitals does not strip that decision of its
    controlling force.
    We further note that there is no inconsistency between our
    FY 2004 and FY 2005 holdings pertaining to the inclusion of
    turbo-chargers’ data in HHS’s charge-inflation calculation. The
    MedPAR data used in calculating the FY 2004 threshold entirely
    predated HHS’s anti-turbo-charging reforms. In contrast, the
    District Hospital Partners court’s FY 2005 analysis hinged on
    47
    the fact that fully half of the charge-inflation dataset “was not
    infected by turbo-charging” because it “came after the effective
    date of the outlier correction rule.” 
    Id. at 61.
    Excluding turbo-
    chargers from only the first half of the dataset would have
    prevented HHS from “employ[ing] comparable periods in
    determining the rate of change from one year to the next.” 
    Id. (quoting FY
    2005 Final Rule, 69 Fed. Reg. at 49,277) (internal
    quotation marks omitted). Alternatively, excluding turbo-
    chargers from both halves of HHS’s charge-inflation dataset
    would have required HHS to ignore undisputedly valid
    charge-inflation data from FY 2004 for more than one hundred
    hospitals.      We therefore reject the Hospitals’ first
    arbitrary-and-capricious challenge to the FY 2005 Final Rule.
    C.
    The Hospitals also challenge HHS’s decision not to account
    for future reconciliation in setting the FY 2005 threshold. We
    find that HHS had no obligation to adjust any hospitals’
    projection cost-to-charge ratios in anticipation of recouping
    overpayments following the 2005 fiscal year.
    The Hospitals contend that, even though the three key
    anti-turbo-charging reforms made in the June 2003 outlier rule
    had been in effect for well over a year, it was arbitrary and
    capricious for HHS not to forecast that particular hospitals
    would continue collecting outlier payments significantly higher
    than their actual costs. That contention is unsupportable. The
    parties agree that the 2003 Outlier Final Rule “greatly reduce[d]
    the opportunity for hospitals to manipulate the system to
    maximize outlier payments.” 68 Fed. Reg. at 34,501. The
    District Hospital Partners court credited the rule with having
    “corrected the flaw in the outlier payment system that created
    the opportunity-and incentive-to 
    turbo-charge.” 786 F.3d at 61
    .
    It also observed that, once the outlier rule was implemented,
    “the specter of turbo-charging was nil.” 
    Id. at 62.
    Those
    48
    statements cannot be squared with a putative obligation to
    forecast a program of reconciliation for FY 2005 outlier
    payments, even if HHS’s contractors ultimately flagged a
    number of payments as reconcilable. HHS therefore did not act
    arbitrarily in predicting that FY 2005 charging practices
    “w[ould] not fluctuate significantly enough” to justify
    accounting for reconciliation in setting the FY 2005 threshold.
    FY 2005 Final Rule, 69 Fed. Reg. at 49,278.
    D.
    As with the FY 2004 rule, the Hospitals again object to
    HHS’s decision not to adjust hospitals’ projection cost-to-charge
    ratios downward in FY 2005. For the reasons given above, see
    Part 
    VI.D, supra
    , we agree that HHS was obligated to explain
    why it employed projection cost-to-charge ratios that did not
    reflect its prediction that charges would increase more quickly
    than costs in FY 2005.
    VIII.
    The Hospitals next take issue with the FY 2006 Final Rule.
    We agree with the Hospitals with respect to one of their
    challenges, but not the other, for reasons previously explained.
    A.
    To calculate the FY 2006 fixed-loss threshold, HHS used
    essentially the same methodology as in FY 2005, though with
    the benefit of more current data. That formula generated a FY
    2006 fixed-loss threshold of $23,600, which was $2,200 less
    than the year before. See FY 2006 Final Rule, 70 Fed. Reg. at
    47,494.
    In the rule, HHS acknowledged commenters’ complaints
    that it paid out less than its 5.1% target in FYs 2004 and 2005.
    See 
    id. But it
    noted that FY 2006 would be the first year in
    49
    which all three projection variables — MedPAR data, cost-to-
    charge ratios, and charge-inflation data — would entirely
    postdate the June 2003 anti-turbo-charging reforms. See 
    id. at 47,494–95.
    HHS again declined to adjust its projection cost-to-
    charge ratios. 
    Id. at 47,495.
    Lastly, HHS declared that the
    prospect of reconciliation was so remote as not to be worth
    considering in setting the FY 2006 threshold. Because of the
    June 2003 outlier rule, HHS believed that “cost-to-charge ratios
    will no longer fluctuate significantly and . . . few hospitals, if
    any, will actually have [their] ratios reconciled upon cost report
    settlement.” 
    Id. In District
    Hospital Partners, this court rejected an
    arbitrary-and-capricious challenge to the FY 2006 Final Rule,
    finding it to be “plainly 
    reasonable.” 786 F.3d at 62
    . That
    holding, though, was tethered to the fact that “there was no need
    to account for turbo-chargers” when inflating charges, because
    “all of the charge data for the 2006 rule was collected with the
    outlier correction rule in effect.” 
    Id. at 62–63.
    District Hospital
    Partners did not foreclose all possible challenges to the FY 2006
    threshold.
    The Hospitals challenge the FY 2006 Final Rule as arbitrary
    and capricious on two familiar grounds. The district court
    rejected both arguments. It first concluded that the 2006 Rule
    “adequately justifie[d] the agency’s decision not to adjust” its
    projection cost-to-charge ratios, especially since the projection
    cost-to-charge ratios were “actually used, for some portion of
    the fiscal year, to calculate outlier payments.” Banner Health
    2015, 
    126 F. Supp. 3d
    at 103. And the court deemed “certainly
    adequate” HHS’s “thorough explanation” for why it chose not
    to account for potential reconciliation in calculating the FY 2006
    threshold. 
    Id. at 104.
                                    50
    B.
    We affirm the district court on the latter ground, but not the
    former. For the same reasons explained above, HHS need not
    have accounted for the possibility of reconciling excess
    payments, because its anti-turbo-charging measures had by then
    been in effect for years. See Part 
    VII.C, supra
    . And as with
    FYs 2004 and 2005, we again hold that HHS acted arbitrarily
    and capriciously in failing to explain why it assumed that
    charges would increase faster than costs throughout FY 2006 for
    some purposes, but not for others. See Part 
    VI.D, supra
    .
    IX.
    Finally, the Hospitals challenge two aspects of the FY 2007
    Final Rule. The Hospitals’ primary objection targets the
    methodology HHS employed to adjust its projection cost-to-
    charge ratios downward when calculating the fixed-loss
    threshold. We describe this methodology in further detail
    below, and then address the merits of the Hospitals’ challenges,
    finding both challenges lacking.
    A.
    In FY 2007, HHS finally attempted to account for the effect
    of declining cost-to-charge ratios on its efforts to make total
    outlier payments in a fiscal year equal 5.1% of non-outlier
    inpatient payments. See FY 2007 Final Rule, 71 Fed. Reg. at
    48,150–51. Because hospital charges during this period
    consistently increased faster than costs, most hospitals saw their
    cost-to-charge ratios drop each time HHS’s relevant database,
    known as the “Provider Specific File,” was updated with a new
    tentatively settled cost report for the hospital. Once those lower,
    updated cost-to-charge ratios became available, fiscal
    intermediaries immediately began using them “to calculate the
    outlier payments” hospitals would receive. 
    Id. at 48,150.
    That
    differential between projection cost-to-charge ratios and
    51
    payment cost-to-charge ratios contributed to HHS setting the
    fixed-loss threshold too high to hit its 5.1% target in FYs 2004,
    2005, and 2006. To remedy that problem in FY 2007, HHS
    decided to apply an “adjustment factor” to the cost-to-charge
    ratios in the Provider Specific File when predicting the outlier
    payments it anticipated making during the upcoming fiscal year.
    
    Id. HHS’s adjustment
    factor represented the following
    quotient: the rate at which it predicted hospital costs in the
    Provider Specific File would increase as a result of updated cost
    reports coming in midyear, divided by the rate at which it
    predicted hospital charges in the file would increase as a result
    of those updates. See 
    id. Because of
    the considerable time lag
    between a hospital’s rendering a service and HHS’s learning the
    hospital’s costs for the service, however, the adjustment factor
    reflected costs and charges for medical services already
    rendered. Each time the Provider Specific File was updated
    with a hospital’s most recent tentatively settled cost report, HHS
    would match that cost data with the charges billed by the
    hospital for the corresponding medical services. Because “it
    takes approximately 9 months for fiscal intermediaries to
    tentatively settle a cost report from the fiscal year end of a
    hospital’s cost reporting period,” much of the data in the
    Provider Specific File at the time of the FY 2007 rulemaking
    dated back to FYs 2004 and 2005. 
    Id. As previously
    noted, HHS learns a hospital’s charges for a
    given service soon after it is performed. HHS therefore
    possessed fairly reliable information, when generating its
    adjustment factor, about charge inflation in the years leading up
    to the FY 2007 outlier rule. To estimate how significantly
    charges in the Provider Specific File would rise as a result of
    updates during the 2007 fiscal year, HHS looked to the “average
    annualized rate-of-change in charges-per-case” between the first
    52
    two quarters of FY 2005 and the first two quarters of FY 2006.
    
    Id. That basic
    methodology appeared elsewhere in the FY 2007
    Final Rule, see 
    id., and it
    also mirrored the approach HHS had
    employed for the past several years to predict hospital charges
    in an upcoming fiscal year. The resulting figure then served as
    the denominator of the adjustment factor.
    With regard to costs, by contrast, HHS does not know a
    hospital’s true costs for a given service at the time it is rendered.
    At the time it set the fixed-loss threshold, therefore, HHS did not
    possess actual cost-per-case data as to how updates to the
    Provider Specific File would affect hospital-specific cost-to-
    charge ratios during FY 2007. Instead, HHS decided to model
    the rate at which it believed costs per case had inflated between
    FYs 2004 and 2005.
    To do so, HHS looked first to the FY 2005 “market basket
    percentage increase.” 
    Id. The “market
    basket measures the pure
    price change of [goods and services] used by a provider in
    supplying healthcare services,” such as the wages a hospital will
    need to pay its employees and the cost of the equipment it will
    need to buy to furnish medical services. Market Basket
    Definitions and General Information, CTR. FOR MEDICARE &
    MEDICAID SERVS., https://www.cms.gov/
    Research-Statistics-Data-and-Systems/Statistics-Trends-and-
    Reports/MedicareProgramRatesStats/Downloads/info.pdf (last
    visited Aug. 7, 2017). Because the market basket represents the
    cost of the various inputs that go into a hospital’s efforts to
    provide care, the Medicare Act uses the annual “market basket
    percentage increase” for such purposes as estimating a hospital’s
    “expected costs” in an upcoming fiscal year. 42 U.S.C.
    § 1395ww(b)(2)(D). (HHS had also used the market basket
    percentage increase in FY 2004 when modeling projection cost-
    to-charge ratios for the 50 hospitals it anticipated subjecting to
    reconciliation. FY 2004 Final Rule, 68 Fed. Reg. at 45,477.) In
    53
    cooperation with an economic forecasting firm, HHS can
    determine “the final updated market basket increase” for a given
    fiscal year in advance of receiving hospitals’ tentatively settled
    cost reports for the same period. FY 2007 Final Rule, 71 Fed.
    Reg. at 48,150.
    To estimate the rate of cost inflation between FYs 2004 and
    2005, HHS first calculated the average relationship between the
    market basket percentage increase and industry-wide
    cost-per-case inflation across three consecutive periods: FYs
    2001 to 2002, 2002 to 2003, and 2003 to 2004. HHS then
    multiplied that three-year average by the market basket
    percentage increase for FY 2005 to approximate the inflation in
    costs per case between FYs 2004 and 2005. 
    Id. Put simply,
    HHS used the known increase in the cost of the market basket
    as a proxy for measuring the increase in costs per case. The
    resulting figure then served as the numerator of the adjustment
    factor. By dividing that numerator by the denominator
    discussed above, HHS generated its ultimate adjustment factor
    of -0.27%. 
    Id. B. The
    Hospitals applaud HHS’s decision to adjust its
    projection cost-to-charge ratios downward when setting the FY
    2007 fixed-loss threshold. They challenge, however, the
    magnitude of that adjustment. Specifically, the Hospitals note
    that HHS’s own pronouncements indicated that cost-to-charge
    ratios in the Provider Specific File had declined by
    approximately 2% in the previous twelve months. From this, the
    Hospitals infer that HHS acted arbitrarily and capriciously in
    applying an adjustment figure (-.27%) that diverged so
    substantially from the recent historical trend. Instead, the
    Hospitals suggest, HHS should have adopted the “obvious
    alternative” approach of assuming that cost-to-charge ratios
    would continue declining at the same rate as in recent years.
    54
    Appellants’ Br. 73.
    The Hospitals’ challenge in this respect falls short. As an
    initial matter, it is unclear that HHS’s adjustment factor is as
    inconsistent with the historical trend as the Hospitals suggest.
    By the Hospitals’ own account, “the average annual drop in the
    national average [cost-to-charge ratio] was 4.8%” between fiscal
    years 2001 and 2005, whereas HHS had noted only a “one-year
    actual decline . . . of 2%” during the twelve-month period
    leading up to the FY 2007 rulemaking. Appellants’ Br. 74–75
    (citing FY 2007 Final Rule, 71 Fed. Reg. at 48,151; FY 2007
    NPRM, 71 Fed. Reg. 23,996, 24,150 (April 25, 2006))
    (emphasis omitted). The Hospitals fail to explain why modeling
    a further 1.5% slowdown was so inconsistent with the recent
    record trend as to cast the adjustment factor into doubt. There
    may well be many non-arbitrary reasons for predicting that costs
    and charges in a particular industry will not continue on their
    current trajectories. That is particularly so in the circumstances
    presented here, involving fundamental changes to the
    outlier-payment system to eradicate rampant charge inflation.
    More importantly, the Hospitals fail to identify any
    meaningful concerns with the methodology HHS employed
    beyond the fact that it generated a lower adjustment factor than
    they would have preferred. The Hospitals first criticize HHS for
    using cost data from FYs 2001 through 2005 in generating its
    cost-inflation figure, given its expressions of skepticism
    elsewhere in the FY 2007 Final Rule about the accuracy of
    pre-FY 2004 data. That critique mischaracterizes HHS’s
    position on data from the turbo-charging era. It is true that HHS
    was hesitatant to make predictive judgments using charge data
    from that period, during which a small number of hospitals
    engaged in wildly inflated billing practices. See, e.g., FY 2007
    Final Rule, 71 Fed. Reg. at 48,149 (“[W]e believe that charge
    data from FY 2003 may be distorted due to the atypically high
    55
    rate of hospital charge inflation during FY 2003.”). But the
    Hospitals provide no reason to think that hospital costs during
    the turbo-charging era were similarly unreliable, and they point
    to no evidence suggesting that HHS mistrusted (or should have
    mistrusted) cost reports from that period.
    Beyond that, the Hospitals merely criticize HHS for
    “concoct[ing] a complex formula in an attempt to model the
    most-recent one-year decline in [cost-to-charge ratios]
    nationally,” rather than “basing its adjustment factor on the
    actual relevant record trend.” Appellants’ Br. 73–74 (emphases
    omitted). But an agency does not act arbitrarily and capriciously
    simply by engaging in the enterprise of predictive modeling.
    And the Hospitals have provided no reason to doubt that the
    market basket percentage increase correlated reasonably well
    with cost-per-case inflation. In fact, in various provisions in the
    Medicare Act, Congress itself specified the use of the market
    basket percentage increase as a measure of cost inflation. See,
    e.g., 42 U.S.C. § 1395ww(b)(2)(C)–(D). HHS apparently
    concluded that employing known information about hospital
    costs during the period in question — in the form of the market
    basket percentage increase — would more likely result in an
    accurate estimate of cost-per-case inflation than would simply
    extrapolating from historical patterns. The Hospitals give us no
    persuasive basis for questioning that judgment.
    To the extent the Hospitals separately object to the alleged
    complexity of HHS’s model, that objection is without merit. A
    model’s complexity, by itself, reveals little about its rationality.
    When an agency seeks “to measure actual cost changes
    experienced by [an] industry,” there will typically be “[m]any
    methods . . . available” for doing so. Ass’n of Oil Pipe Lines v.
    FERC, 
    281 F.3d 239
    , 241 (D.C. Cir. 2002) (internal quotation
    marks omitted). Accordingly, “courts routinely defer to agency
    modeling of complex phenomena.” Appalachian Power Co. v.
    56
    EPA, 
    249 F.3d 1032
    , 1053 (D.C. Cir. 2001). We will not
    remand simply because HHS declined to explain the complexity
    of its chosen formula relative to available alternatives.
    We acknowledge that HHS’s explanation of its FY 2007
    methodology may not have been a model of clarity. But while
    we may not “supply a reasoned basis for the agency’s action that
    the agency itself has not given,” Ark Initiative v. Tidwell, 
    816 F.3d 119
    , 127 (D.C. Cir. 2016) (quoting SEC v. Chenery Corp.,
    
    332 U.S. 194
    , 196 (1947)), we must “uphold a decision of less
    than ideal clarity if the agency’s path may reasonably be
    discerned,” 
    id. (quoting Motor
    Vehicle Mfrs. Ass’n v. State Farm
    Mut. Auto. Ins. Co., 
    463 U.S. 29
    , 43 (1983)). Because we have
    been able to discern HHS’s path, and because the Hospitals fail
    to show why it should not receive the deference typically
    accorded in this context, we reject the Hospitals’ challenge to
    the FY 2007 adjustment factor.
    C.
    Finally, the Hospitals again take issue with HHS’s decision
    not to account for the possibility of reconciliation in setting the
    fixed-loss threshold. For the reasons explained above, see Part
    
    VII.C, supra
    , HHS was under no obligation to do so. We
    therefore reject this final challenge to the FY 2007 outlier rule,
    as well.
    X.
    The Supreme Court has explained that “[i]f the record
    before the agency does not support the agency action, . . . the
    proper course, except in rare circumstances, is to remand to the
    agency for additional investigation or explanation.” Fla. Power
    & Light Co. v. Lorion, 
    470 U.S. 729
    , 744 (1985). In such
    circumstances, the agency must first be “afford[ed] . . . an
    opportunity to articulate, if possible, a better explanation.”
    57
    District Hospital 
    Partners, 786 F.3d at 60
    (quoting Cty. of 
    L.A., 192 F.3d at 1023
    ). We follow that usual course here. On
    remand, HHS will be given a chance to remedy the explanatory
    deficiencies identified above.
    We note that HHS has already attempted to rectify one of
    the flaws identified in District Hospital Partners. As explained
    above, we are unconvinced by the Remand Explanation’s stated
    reasons for having used vastly unrepresentative charge data to
    inform the FY 2004 charge-inflation factor. In these highly
    unusual circumstances — in which an apparent methodological
    flaw that HHS has not yet had an opportunity to explain must be
    addressed before it could reasonably recalculate various fiscal
    years’ fixed-loss thresholds — we remand both successfully
    challenged aspects of the FY 2004 Final Rule to be considered
    in the same posture. If HHS is again unable to supply a
    satisfactory explanation for including the turbo-charged data,
    that portion of the 2004 Rule will be subject to vacatur.
    Accordingly, for the foregoing reasons, we reverse the
    district court’s grant of summary judgment with respect to the
    successfully challenged aspects of the FY 2004, 2005, and 2006
    Final Rules, and remand for further proceedings consistent with
    this opinion. In all other respects, we affirm the district court’s
    grant of summary judgment in favor of HHS.
    

Document Info

Docket Number: 16-5129

Citation Numbers: 867 F.3d 1323

Filed Date: 8/18/2017

Precedential Status: Precedential

Modified Date: 1/12/2023

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