Jones v. City of Boston , 752 F.3d 38 ( 2014 )


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  •           United States Court of Appeals
    For the First Circuit
    No. 12-2280
    RONNIE JONES; RICHARD BECKERS; WALTER R. WASHINGTON; WILLIAM E.
    BRIDGEFORTH; SHAWN N. HARRIS; EUGENE WADE; GEORGE C. DOWNING,
    JR.; CLARARISE BRISTOW; MASSACHUSETTS ASSOCIATION OF MINORITY LAW
    ENFORCEMENT OFFICERS; RACHELLE COUCH; KERI HOGAN,
    Plaintiffs, Appellants,
    v.
    CITY OF BOSTON, BOSTON POLICE DEPARTMENT; EDWARD DAVIS,
    Commissioner of the Boston Police Department,
    Defendants, Appellees.
    APPEAL FROM THE UNITED STATES DISTRICT COURT
    FOR THE DISTRICT OF MASSACHUSETTS
    [Hon. George A. O'Toole, Jr., U.S. District Judge]
    Before
    Torruella, Howard, and Kayatta,
    Circuit Judges.
    John F. Adkins, with whom Laura Maslow-Armand, Lawyers'
    Committee for Civil Rights and Economic Justice, Doreen M. Rachal,
    and Bingham McCutchen LLP were on brief, for appellants.
    Helen G. Litsas, with whom Nicole I. Taub, Staff
    Attorney, Office of the Legal Advisor, was on brief, for appellees.
    Joel Z. Eigerman on brief for Jewish Alliance for Law &
    Social Action, Boston Society of Vulcans, Community Change, Inc.,
    Massachusetts   Law    Reform   Institute,    Union   of   Minority
    Neighborhoods, Justice at Work, Inc., The National Workrights
    Institute, Blacks in Law Enforcement of America, and NAACP Boston,
    amici curiae in support of appellants.
    Stephen Churchill and Lichten & Liss-Riordan, P.C., on
    brief for Massachusetts Employment Lawyers Association, Fair
    Employment    Project,    American   Civil   Liberties    Union   of
    Massachusetts, Union of Minority Neighborhoods, Charles Hamilton
    Houston Institute for Race and Justice at Harvard Law School, Civil
    Rights Clinic at Howard University School of Law, Fair Housing
    Center of Greater Boston, Massachusetts Law Reform Institute,
    Justice at Work, Inc., The National Workrights Institute, Blacks in
    Law Enforcement of America, and NAACP Boston, amici curiae in
    support of appellants.
    Richard Pianka, ATA Litigation Center, and Prasad Sharma
    on brief for American Trucking Associations, Inc., amicus curiae in
    support of appellees.
    Mark A. de Bernardo, Joseph E. Schuler, and Jackson Lewis
    LLP on brief for The Council for Employment Law Equity, amicus
    curiae in support of appellees.
    Mark A. de Bernardo, Matthew F. Nieman, and Jackson Lewis
    LLP on brief for The Institute for a Drug-Free Workplace, amicus
    curiae in support of appellees.
    Peter A. Biagetti and Mintz, Levin, Cohn, Ferris, Glovsky
    and Popeo, P.C., on brief for Psychemedics Corporation, amicus
    curiae in support of appellees.
    May 7, 2014
    KAYATTA, Circuit Judge.      In this racial discrimination
    case, ten black plaintiffs challenge the Boston Police Department's
    drug testing program.   Seven of the plaintiffs are former officers
    fired by the department after testing positive for cocaine; the
    eighth is a former cadet in the same situation; the ninth continues
    to work as an officer after testing positive and undergoing
    rehabilitation as an alternative to termination; and the tenth is
    a former applicant to the department whose contingent job offer was
    revoked after a positive test.   The plaintiffs' principal claim is
    that the department's program, which used hair samples to test for
    illegal drug use, caused a disparate impact on the basis of race in
    violation of Title VII of the Civil Rights Act of 1964.   During the
    eight years for which the plaintiffs present data, black officers
    and cadets tested positive for cocaine approximately 1.3% of the
    time, while white officers and cadets tested positive just under
    0.3% of the time.   The plaintiffs deny that they used cocaine,
    arguing that the hair test employed by the department generated
    false-positive results in processing the type of hair common to
    many black individuals. The plaintiffs also press claims under the
    -3-
    United States Constitution, via 
    42 U.S.C. § 1983
    , and under the
    Americans with Disabilities Act (ADA).1
    The   district   court   granted   summary   judgment   to   the
    department on all claims.    We vacate the grant of summary judgment
    with respect to the plaintiffs' Title VII claim, and we also
    reverse the district court's denial of their motion for partial
    summary judgment on that claim, finding no genuine issue of
    material fact that could preclude them from making a threshold,
    prima facie showing of disparate impact.       We otherwise affirm the
    district court's decision.
    I. Background
    The facts described in this opinion are not genuinely
    disputed, except where otherwise noted.
    A. The Department's Drug Testing Program
    Since 1999, officers and cadets in the Boston Police
    Department have been subject to annual drug tests using samples of
    1
    In the district court, the plaintiffs originally pursued a
    number of other claims. They have not defended on appeal their
    claims under the Equal Protection Clause of the U.S. Constitution
    or 
    42 U.S.C. § 1981
    , so the grant of summary judgment to the
    department on those claims stands.      See, e.g., Dialysis Access
    Ctr., LLC v. RMS Lifeline, Inc., 
    638 F.3d 367
    , 374 n.7 (1st Cir.
    2011). The plaintiffs' brief on appeal also does not separately
    discuss their claims under 
    Mass. Gen. Laws ch. 93, § 103
    , and ch.
    151B, § 4, and the Massachusetts Declaration of Rights, except to
    say that they are governed by the same analysis as their ADA claim.
    Because we affirm the grant of summary judgment to the department
    on that claim, we also affirm it on the state law claims.
    -4-
    their    hair.2      Under    a   provision     of   a    collective       bargaining
    agreement between the department and the police officers' union
    known as Rule 111, the department selected a private company,
    Psychmedics       Corporation,     to    analyze     employees'     hair     for    the
    presence of chemicals indicating exposure to five substances:
    cocaine, marijuana, opiates, PCP, and amphetamines.
    When Psychmedics reported that an individual's test
    results    indicated    exposure        to   cocaine,     a    licensed     physician
    selected by the department checked to see whether the individual
    had been administered "cocaine hydrochloride                      . . . during a
    medical procedure."          As an additional exculpatory safeguard, the
    individual could elect to have a "safety-net" test of a different
    hair sample.       During much of the period in which the plaintiffs
    tested positive, the safety-net tests were significantly more
    sensitive than the initial tests in detecting the presence of
    cocaine and its chemical by-products.
    If an employee tested positive, and was not exonerated by
    either the medical review or the safety-net test, the department
    terminated    the     employee     unless      he    or   she     agreed    to     seek
    rehabilitation for drug abuse and to accept an unpaid suspension of
    45 work days while undergoing treatment.                      Before a termination
    became final, however, Massachusetts law required the department to
    2
    The drug testing regime underwent changes in 2007, and the
    claims at issue here relate only to the period between 1999 and
    2006, inclusive.
    -5-
    provide a written notice of reasons, followed by an evidentiary
    hearing at which an employee could argue that there was no just
    cause for termination.     
    Mass. Gen. Laws Ann. ch. 31, § 41
    .    A
    police administrator customarily presided over the pre-termination
    hearings.   If the hearing officer found just cause, the department
    fired the employee, who could then mount a post-termination appeal
    to the Massachusetts Civil Service Commission.3    
    Mass. Gen. Laws Ann. ch. 31, § 42
    .
    The department also used the hair test to screen job
    applicants.    After an applicant received a conditional offer of
    employment, the applicant was required to pass the hair test before
    the offer would become final.
    B. Drug Test Results for Officers and Cadets
    A very small percentage of officers and cadets, either
    white or black, tested positive for cocaine during the period
    covered by this lawsuit.   Of those who did test positive, however,
    there were more black employees than white employees even though
    over two-thirds of the officers and cadets tested were white.   As
    an example, in 2003, an average year during the period: 6 of 529
    black officers and cadets tested positive, or 1.1% of that group,
    3
    In fact, six of the plaintiffs jointly pursued a challenge
    to their terminations at the Massachusetts Civil Service
    Commission. In February 2013, that challenge resulted in an order
    of reinstatement, with partial backpay, for five of the plaintiffs,
    each of whom continues to seek full compensation and additional
    damages in this case.
    -6-
    while 3 of 1260 white officers and cadets tested positive, or 0.2%
    of that group.4
    The small absolute number of positive tests relative to
    the total number of tests presents opportunities for markedly
    different characterizations of any correlation between test results
    and the races of the individuals tested.   One could say that black
    officers and cadets were more likely than their white colleagues to
    test positive by just one percentage point.   Or one could say that
    black officers and cadets were five times more likely to test
    positive.   Perhaps trying to prove correct Mark Twain's quip about
    statistics, the parties wage battle in their briefs with these
    unhelpful types of competing characterizations of the numbers.
    Statisticians, by contrast, customarily approach data
    such as this more precisely.   They ask whether the outcomes of an
    employment practice are correlated with a specified characteristic,
    such as race, and, if so, whether the correlation can reasonably be
    attributed to random chance.    The customary yardstick for making
    this latter determination is called "statistical significance."
    Statisticians employ a number of different methods to
    assess statistical significance in a variety of different contexts.
    Federal Judicial Center, Reference Manual on Scientific Evidence
    251 (3d ed. 2011) (hereinafter "FJC Reference Manual").      In the
    approach most relevant here, statisticians may compare outcomes for
    4
    We describe the genesis of these figures below.
    -7-
    two different groups (e.g., black employees and white employees)
    presuming that members of the two groups have the same likelihood
    of receiving a given outcome (e.g., a promotion).                See Paul Meier,
    Jerome Sacks, and Sandy L. Zabell, What Happened in Hazelwood:
    Statistics, Employment Discrimination, and the 80% Rule, 1984 Am.
    Bar Found. Res. J. 139, 147 (1984).              Statisticians are well aware
    that this assumption of equal opportunity, even if true, does not
    mean that the two groups will experience exactly equal outcomes:
    random variation will often create differences.                      To assess the
    likelihood that an observed difference in outcomes resulted from
    mere chance, statisticians calculate the probability of observing
    a difference equal to or greater than that which actually occurred,
    assuming      equal     opportunity.5     They    call   this    probability   the
    "p-value."          FJC Reference Manual at 250.         Statisticians usually
    apply       the    label    "statistically     significant"     to   the   observed
    differential outcomes if the p-value is less than five percent, see
    Fudge v. City of Providence Fire Dep't, 
    766 F.2d 650
    , 658 n.8 (1st
    Cir. 1985), although they sometimes use a different cut-off, such
    as one percent,            FJC Reference Manual at 251-52.
    Essentially, a finding of statistical significance means
    that the data casts serious doubt on the assumption that the
    5
    Because the parties have not raised the issue, we do not
    discuss here the distinction between "one-tailed" and "two-tailed"
    tests for statistical significance. See Palmer v. Shultz, 
    815 F.2d 84
    , 92-96 (D.C. Cir. 1987) (discussing the issue at length).
    -8-
    disparity   was   caused   by   chance.   When   statisticians   find   a
    disparity between racial groups to be statistically significant,
    they are willing to reject the hypothesis that members of the
    groups truly had an equal chance of receiving the outcome at issue.
    
    Id.
    Statistical significance and p-value are often connected
    with a third concept, "standard deviation."6       In disparate impact
    cases, standard deviation serves as another way of measuring the
    amount by which the observed disparity in outcomes differs from the
    average expected result given equal opportunity, e.g., equal rates
    of promotion for black and white employees.       A difference of 1.96
    standard deviations generally corresponds to a p-value of five
    percent, while a difference of three standard deviations generally
    corresponds to a p-value of approximately 0.5%.          FJC Reference
    Manual at 251 n.101        As the Supreme Court observed in a case
    involving allegations of discriminatory jury selection, "[a]s a
    general rule . . . , if the difference between the expected value
    and the observed number is greater than two or three standard
    deviations, then the hypothesis that the jury drawing was random
    6
    We, like other courts, use the term "standard deviation" to
    describe a measure that statisticians often label "standard error."
    FJC Reference Manual at 251 n.101.
    -9-
    would be suspect to a social scientist." Castaneda v. Partida, 
    430 U.S. 482
    , 496 n.17 (1977).7
    In this case, the parties work with a large sample of
    thousands of test results from which calculations of deviations
    from an expected random distribution can be made with a high degree
    of statistical power.       The parties also appear to have no material
    dispute regarding the raw numbers underlying the analysis: the
    plaintiffs' brief relies on a table created by the plaintiffs
    labeled "Comparison of African-American and White Positive Hair
    Test Results Under Four-Fifths Rule," which adopts counts offered
    by the department's experts, and the department's brief makes no
    effort to disavow those numbers.       The plaintiffs further cite the
    department's calculations of the standard deviations associated
    with those counts, and the plaintiffs do not appear to challenge
    those       calculations.    We   therefore   deem   these   numbers   and
    calculations to be undisputed, except to the limited extent that
    the department raises methodological objections to the analysis of
    the undisputed data, which we address below.
    The undisputed data and calculations are as follows:
    7
    The formulation of "greater than two or three" as expressed
    in Castaneda is an example of the uneasy fit between the language
    of law and the language of mathematics. Every number greater than
    two or three is greater than two.       What might be said more
    precisely is that in many situations two standard deviations will
    generate an inference of nonrandomness for a social scientist,
    while in other situations a higher threshold may be employed,
    depending on the researcher's assessment of the confidence needed
    before accepting the result.
    -10-
    Year                  # Tested/# Positive                Standard
    Deviation
    Black                White
    1999                     521/15             1491/10              3.43
    2000                     537/4              1467/3               1.35
    2001                     530/3              1404/3               0.81
    2002                     532/15             1375/4               4.41
    2003                     529/6              1260/3               2.01
    2004                     522/4              1260/4               1.92
    2005                     529/3              1289/1               1.43
    2006                     522/5              1289/2               1.95
    1999 to 2006             4222/55            10,835/30            7.148
    This evidence does not establish that the differences in
    outcomes were large. It shows, instead, the extent to which we can
    be confident that the differences in outcomes, whether large or
    small,      were   not    random.      To   the   extent   the   facts   make   it
    appropriate to consider the eight-year aggregate data as a single
    sample, we can be almost certain that the difference in outcomes
    associated with race over that period cannot be attributed to
    chance alone.       Nor can randomness be viewed as other than a very
    8
    The standard deviation of 7.14 for all years combined is
    far greater than the average of the standard deviations in the
    individual years for the same reason that the odds of a coin
    landing on tails in thirty out of forty flips is far less than the
    odds of getting three tails in four flips. We discuss below the
    department's perfunctory objection that these drug test outcomes,
    unlike flips of a fair coin, are not independent events.
    -11-
    unlikely explanation for results in at least three of the years
    viewed in isolation.
    C. Alleged False Positives and Racial Bias of Hair Testing
    In addition to presenting a statistical demonstration
    that the racial differential in outcomes very likely did not result
    from chance, the plaintiffs also sought to prove that differences
    in   the   chemical     and     physical    characteristics         of   hair,     also
    associated      with    race,    may    have     accounted    for     the   observed
    differential      in    outcomes.          The    parties     presented      sharply
    conflicting evidence on this claim.              The plaintiffs' experts argue
    that hair tests are relatively unreliable and note that the federal
    government has refused to authorize hair testing in drug screening
    of federal employees and employees of private industries for which
    the government regulates drug testing.                The plaintiffs' experts
    also opine that black individuals tend to have higher levels of
    melanin    in   their    hair,    and   that     melanin     causes      cocaine    and
    associated chemicals called cocaine metabolites to bind to hair at
    a higher rate.          They assert that cocaine in the form of an
    "aerosolized powder," which forms after someone has snorted or
    smoked it, will "deposit on any nearby surface including the hair
    of non-users."         These deposits, the plaintiffs say, can become
    incorporated into the hair in such a way that current hair testing
    methods cannot distinguish from the effects of actual drug use.
    Such incorporation might be particularly likely where a person has
    -12-
    undergone    cosmetic      hair   treatments      more   common       in    the   black
    community.      The plaintiffs do not claim on appeal, though, that
    each of them was exposed to cocaine prior to their tests.
    The department's experts counter that hair testing has
    been validated by numerous scientific studies.                 They also dispute
    that there is any scientific evidence of racial bias in hair
    testing.     In particular, they point to studies showing that the
    relative    rates     of    positive    drug    tests    for    black       and    white
    individuals remain materially constant across different methods of
    testing,    specifically      hair     testing,   urine     testing,        and    blood
    testing, and note that the plaintiffs' experts do not claim that
    results from urine and blood testing are racially skewed.                           The
    department also questions any correlation between positive test
    results and melanin levels.             Asserting that many Caucasians and
    most Asian-Americans have melanin levels as high or higher than
    those of the plaintiffs, the department points out that no Asian-
    American in the department has ever tested positive, nor has any
    officer    in   the      department's    Drug     Control      Unit    or       Evidence
    Management Unit, where officers would be most likely to be exposed
    to cocaine on the job.
    D. Procedural History
    The plaintiffs initiated this suit in state court in July
    2005, and the department removed it to federal court soon after.
    Several    years    of     discovery    followed,    culminating           in   summary
    -13-
    judgment motions from both sides.       The district court granted
    summary judgment to the department on all claims on September 28,
    2012. We have jurisdiction over this timely appeal of the district
    court's final order under 
    28 U.S.C. § 1291
    .
    II. Standard of Review
    We review de novo the district court's grant of summary
    judgment. Travers v. Flight Servs. & Sys., Inc., 
    737 F.3d 144
    , 146
    (1st Cir. 2013). Under Federal Rule of Civil Procedure 56(a),
    "[t]he court shall grant summary judgment if the movant shows that
    there is no genuine dispute as to any material fact and the movant
    is entitled to judgment as a matter of law."
    III. Analysis
    A. Disparate Impact Racial Discrimination
    Title VII prohibits employers from utilizing "employment
    practices that cause[] a disparate impact on the basis of race"
    unless those practices are justified by business necessity.     42
    U.S.C. § 2000e-2(k). Notably, a disparate impact claim can succeed
    even where the employer did not intend to discriminate. See, e.g.,
    Boston Chapter, N.A.A.C.P., Inc. v. Beecher, 
    504 F.2d 1017
    , 1021
    (1st Cir. 1974).   This distinguishes the disparate impact cause of
    action from the more traditional disparate treatment approach to
    proving discrimination. To make a prima facie showing of disparate
    impact, a plaintiff starts by "isolating and identifying" the
    employment practice being challenged.   Watson v. Fort Worth Bank &
    -14-
    Trust, 
    487 U.S. 977
    , 994 (1988).   A plaintiff must then show that
    the identified practice "causes a disparate impact on the basis of
    race."   42 U.S.C. § 2000e-2(k)(1)(A)(i).    The Supreme Court has
    most recently described a prima facie showing of disparate impact
    as "essentially a threshold showing of a significant statistical
    disparity . . . and nothing more."     Ricci v. DeStefano, 
    557 U.S. 557
    , 587 (2009).   See also Fudge v. City of Providence Fire Dep't,
    
    766 F.2d 650
    , 658 n.8 (1st Cir. 1985) (holding that a prima facie
    case of disparate impact can be established where "statistical
    tests sufficiently diminish chance as a likely explanation").
    1.   There is no genuine dispute that there is a
    statistically  significant   correlation  between
    outcomes of the department's drug testing program
    and race.
    In the district court, and in their opening brief on
    appeal, the plaintiffs made clear that the employment practice they
    challenge is "the Hair Test," defined by the common elements of the
    drug tests used by the department between 1999 and 2006, inclusive.
    The department does not dispute that this practice constitutes a
    "particular employment practice" as required by the statute.     42
    U.S.C. § 2000e-2(k)(1)(A)(i).
    Having identified the challenged employment practice, the
    plaintiffs presented evidence that the results of this practice had
    a statistically significant correlation with race.        As their
    threshold for statistical significance, the plaintiffs chose a p-
    value of five percent, or 1.96 standard deviations, the threshold
    -15-
    most commonly used by social scientists.    Most federal courts have
    also settled on this threshold in analyzing statistical showings of
    disparate impact.9   Because the department does not challenge this
    convention, we accept it here without ruling on its general
    applicability.
    Using the five percent threshold, the plaintiffs showed
    that, in at least three of the eight years during the relevant
    period, the differential between positive results for black and
    white employees was statistically significant.    Moreover, when the
    data from the eight years is aggregated, the distribution in test
    results for black employees deviated by more than seven standard
    deviations from the expected norm.         The department does not
    meaningfully challenge the raw math behind these calculations of
    9
    See Tabor v. Hilti, Inc., 
    703 F.3d 1206
    , 1223 (10th Cir.
    2013) (describing a statistical significance threshold of "two or
    three standard deviations"); Chin v. Port Auth. of N.Y. & N.J., 
    685 F.3d 135
    , 145, 153-54 (2d Cir. 2012) ("[S]tatistical significance
    at the five-percent level is generally sufficient . . . ."); Stagi
    v. Nat'l R.R. Passenger Corp., 
    391 F. App'x 133
    , 140, 144-45 (3d
    Cir. 2010) (holding that the threshold is generally "a probability
    level at or below 0.05, or at 2 to 3 standard deviations or
    greater"); Paige v. California, 
    233 F. App'x 646
    , 648 (9th Cir.
    2007) (accepting 1.96 standard deviations as the threshold for
    statistical significance); Adams v. Ameritech Servs., Inc., 
    231 F.3d 414
    , 424 (7th Cir. 2000) ("Two standard deviations is normally
    enough to show that it is extremely unlikely (that is, there is
    less than a 5% probability) that the disparity is due to chance,
    giving rise to a reasonable inference that the hiring was not race-
    neutral . . . ."); Anderson v. Zubieta, 
    180 F.3d 329
    , 340 (D.C.
    Cir. 1999) (indicating that "disparities . . . exceed[ing] 1.96
    standard deviations under a two-tailed test of statistical
    significance" are sufficient to establish a prima facie of
    disparate impact).
    -16-
    statistical significance.         Instead, the department raises three
    methodological objections.
    First, the department's lawyers claim that the employees
    who opted to avoid termination in the wake of a positive test
    result   by     undergoing    drug    rehabilitation   or    resigning     were
    "correctly identified as using illicit drugs" and therefore must be
    excluded      from    the   plaintiffs'      statistical    analysis.       The
    department's own experts provide no support for this argument
    penned by counsel, nor do counsel venture to explain how altering
    the raw numbers in this way would produce any material difference
    in the plaintiffs' ultimate statistical results.                This argument
    also lacks any logical foundation that we can identify without the
    benefit of expert testimony.            The plaintiffs identify as the
    challenged      employment     practice,      and   therefore    subject     to
    statistical analysis, the test used to identify which officers have
    used drugs, i.e., the test used to identify which officers will
    have to choose between termination and a suspension/rehabilitation
    regimen.      The plaintiffs must show, then, that this selection
    process produces identifications that are not randomly distributed
    by   race.      The   accuracy   of    that    identification    process,    as
    determined ex post, is a different matter, perhaps relevant to the
    business necessity defense as discussed below, but not relevant to
    -17-
    the    statistical    showing   of      a    disparate     impact   in     the
    identifications themselves.10
    Second, the department argues that plaintiff Clararise
    Bristow cannot rely on the statistical analysis of the outcomes of
    hair testing for department employees because she was not an
    employee.   Rather, she received a conditional offer of employment,
    but that offer was retracted when she failed a drug test.                While
    this difference is material to our analysis of Bristow's due
    process claim, her status as a tested applicant rather than a
    tested officer, as described by the department, is immaterial to
    her disparate impact claim.      She took the same hair test as that
    given to the incumbent officers.        The only difference cited by the
    department--that she was not eligible for rehab when she failed the
    test--is not a difference that would plausibly affect application
    of the hair test to her.    Given that the department claims no other
    respect in which Bristow is not similarly situated to those other
    people who were tested, there is no basis for precluding her from
    relying on the plaintiffs' statistical analysis regarding the
    impact of the test she took.
    Third,   the   department       objects   to   the   plaintiffs'
    aggregation of data from the first eight years of the drug testing
    10
    For the same reason, we reject the department's argument
    that its evidence of the reliability of hair testing, if accepted
    by the factfinder, would preclude the plaintiffs from even making
    a prima facie showing of a statistically significant disparity.
    -18-
    program.   Some form of aggregation (albeit certainly not covering
    all eight years) may be necessary to sustain the claims of those
    plaintiffs who tested positive in a year in which the disparity was
    not statistically significant when looking at the data from that
    year alone.   The department says that any aggregation was improper
    because many of the same individuals were tested in different
    years, cutting against any assumption that the test results for the
    different years were independent events.           After not raising this
    argument in its memorandum supporting its motion for summary
    judgment in the district court, the department now relies solely on
    a vague, one-sentence footnote from an expert report, which offers
    no analysis of the actual magnitude and effect of the claimed lack
    of independence in year-to-year results.           Whatever the merit of
    this argument,11 the department did not sufficiently develop it in
    the district court to rely on it now.
    Apart   from   floating   on   appeal    the   three   foregoing
    arguments that we find inadequately supported and preserved, the
    department raises no other basis for questioning the existence of
    a statistically significant correlation between race and drug test
    results for department employees.     While an amicus brief questions
    11
    A demonstration that the statistical analysis was skewed
    by a lack of independence in the year-to-year samples would be
    complex, implicating such factors as layoff and hiring practices
    and the probability that a person who tested negative in one year
    will test negative in a later year, as compared to the probability
    of a negative result for someone first tested in the later year.
    -19-
    whether the statistical analysis considered and addressed possible
    confounding variables (such as, for example, age) the department's
    experts make no attempt to explain away the differentials on such
    grounds, nor does the department argue that such an explanation
    could negate a prima facie showing of disparate impact.            Rather,
    the department's rebuttal to the plaintiffs' prima facie showing
    rests on the argument adopted by the district court: even a showing
    of a statistically significant disparity is insufficient if the
    size of the impact is not sufficiently large, or "practically
    significant," as measured by the so-called four-fifths rule.              We
    discuss that argument in the next section of this opinion.
    2.    Title VII does not require plaintiffs to prove that
    the   observed    differential   is    "practically
    significant" in order to establish a prima facie
    case of disparate impact.
    We turn now to the department's argument, adopted by the
    district court, that even a statistically significant racial skew
    in outcomes does not constitute a disparate impact unless the
    racial differential is also sufficiently large, or "practically
    significant."    The department correctly points out that, with a
    large enough set of data, even very small differences can be
    statistically significant.     See FJC Reference Manual at 252.           For
    example, if you were to flip a coin a million times, and the coin
    were to land on tails exactly 50.1% of the time, the deviation from
    the   expected   result   of   50%    tails   and   50%   heads   would   be
    statistically significant, even though it amounts to just one flip
    -20-
    per     thousand.        Recognizing         this     possibility,          statisticians
    acknowledge that not all statistically significant results are
    practically       significant,         meaning      "practically          meaningful     or
    important."       E.g., Xitao Fan, Statistical Significance and Effect
    Size in Education Research: Two Sides of a Coin, 94 J. Educ. Res.
    275, 277 (2001).          According to the Federal Judicial Center's
    reference      manual     on     scientific      evidence,        "[w]hen         practical
    significance        is   lacking--when        the     size   of       a     disparity     is
    negligible--there        is     no     reason    to    worry      about       statistical
    significance."       FJC Reference Manual at 252.
    The department therefore argues that courts in disparate
    impact    cases     should      ask    not   simply     whether       a     disparity     is
    nonrandom, but also whether it is sufficiently large.                            Under this
    view, liability may not be justified, for example, where a program
    grants promotions to 9.1% of black employees and 9.9% of white
    employees, even if the imbalance is statistically significant. Cf.
    Waisome v. Port Auth. of N.Y. & N.J., 
    948 F.2d 1370
    , 1376 (2d Cir.
    1991) (finding no disparate impact where, "though the disparity was
    found    to    be    statistically        significant,       it       was    of     limited
    magnitude").
    As a gauge for measuring practical significance, the
    department     proposes        the    "four-fifths      rule,"    a       rule    of   thumb
    developed by the Equal Employment Opportunity Commission (EEOC).
    The four-fifths rule provides that where an employment practice
    -21-
    results in a "selection rate" for any racial group less than four-
    fifths of the "selection rate" for another group, these statistics
    "will generally be regarded by [f]ederal enforcement agencies as
    evidence of" disparate impact.      
    29 C.F.R. § 1607.4
    (D).12     For
    example, if an employer hires 14% of black applicants and 20% of
    white applicants, the four-fifths rule would indicate a disparate
    impact, because fourteen is less than four-fifths of twenty.
    The district court largely adopted the department's
    position.    The court concluded that a statistically significant
    imbalance does not automatically constitute disparate impact where
    12
    The regulation provides in relevant part:
    A selection rate for any race, sex, or ethnic
    group which is less than four-fifths (4/5) (or
    eighty percent) of the rate for the group with
    the highest rate will generally be regarded by
    the Federal enforcement agencies as evidence of
    adverse impact, while a greater than four-fifths
    rate will generally not be regarded by Federal
    enforcement agencies as evidence of adverse
    impact. Smaller differences in selection rate may
    nevertheless constitute adverse impact, where
    they are significant in both statistical and
    practical terms or where a user's actions have
    discouraged applicants disproportionately on
    grounds of race, sex, or ethnic group. Greater
    differences in selection rate may not constitute
    adverse impact where the differences are based on
    small   numbers   and   are   not   statistically
    significant, or where special recruiting or other
    programs cause the pool of minority or female
    candidates to be atypical of the normal pool of
    applicants from that group. . . .
    
    29 C.F.R. § 1607.4
    (D).
    -22-
    practical significance is lacking, relying on the four-fifths rule
    as a measure of practical significance.
    In   advocating        for    the    adoption     of     a    practical
    significance      requirement,      the     department     does     not   press   any
    argument based on the text of Title VII.                   Indeed, the statutory
    language provides little aid in deciding whether a nonrandom
    difference is enough to make a prima facie showing of disparate
    impact, or whether the difference must be large.                      For example,
    Merriam Webster's dictionary defines "disparate" by using terms
    such as "fundamentally different" and "markedly distinct," yet it
    also lists as a synonym "different."                 Webster's New Collegiate
    Dictionary     329     (8th   ed.    1977);      Merriam-Webster's        Collegiate
    Dictionary 360 (11th ed. 2003) (offering the same definitions and
    synonym). The sparse and divided case law from other circuits also
    fails to offer any clear answers.13
    Several    factors     nevertheless      do    favor    the    district
    court's conclusion that the size of a race-based differential in
    outcomes matters, in some manner, in assessing disparate impact
    claims.   Of understandable importance to the district court, the
    EEOC's guidelines are reasonably read as interpreting Title VII to
    13
    The various approaches of the other circuits is reflected
    in the cases cited in footnote 9 above, as well as Waisome, 
    948 F.2d at 1376
    , and Apsley v. Boeing Co., 
    691 F.3d 1184
    , 1200-01
    (10th Cir. 2012).
    -23-
    include a practical significance requirement.14                     While the agency's
    four-fifths rule itself has several significant weaknesses, which
    we discuss below, the regulation establishing the rule shows that
    the commission views practical significance, along with statistical
    significance, as relevant in identifying a disparate impact.                         
    29 C.F.R. § 1607.4
    (D).               Similarly, the regulation provides that
    disparities           failing    to     satisfy       the      four-fifths    rule   may
    nevertheless           constitute       disparate       impact     "where     they   are
    significant in both statistical and practical terms."                        
    Id.
    Second, very small impacts are unlikely to be the product
    of intentional discrimination.                 While proof of a disparate impact
    claim        requires     no    proof    of    intentional       discrimination,     the
    disparate impact theory nevertheless serves, in part, to root out
    hidden intentional discrimination.                      See Richard Primus, Equal
    Protection and Disparate Impact, 
    117 Harv. L. Rev. 493
    , 498-99,
    520-21 (2003).           In a case in which a racial disparity is so small
    as   to       be     nearly    imperceptible         without    detailed     statistical
    analysis, the likelihood that the disparity reveals a hidden intent
    to discriminate is correspondingly small.                        Moreover, efforts to
    eliminate small impacts may prove counterproductive due to the
    14
    Because "Congress, in enacting Title VII, did not confer
    upon the EEOC authority to promulgate rules or regulations," the
    agency's guidelines receive weight only to the extent of their
    "power to persuade." E.E.O.C. v. Arabian Am. Oil Co., 
    499 U.S. 244
    , 257 (1991).
    -24-
    difficulty    of    concluding    with   confidence   that   an    alternative
    practice will truly lessen the already small effect.
    Acknowledging    the    foregoing    arguments       favoring   a
    requirement that a difference in results associated with race be
    practically significant and not only statistically significant, we
    also confront powerful pragmatic arguments against adopting such a
    requirement.       To begin, the concept of practical significance is
    impossible to define in even a remotely precise manner.                We are
    aware of no test generally accepted by statisticians that we might
    employ to gauge practical significance (as we employ, for example,
    the notion that a p-value less than five percent provides good
    reason to presume that a difference in outcomes is not the result
    of chance).    With no objective measure of practical significance,
    the label may mean that simply the person applying it views a
    disparity as substantial enough that a plaintiff ought to be able
    to sue over it.       Courts would find it difficult to apply such an
    elusive, know-it-when-you-see-it standard, let alone instruct a
    jury on how to do so, and parties may find it impossible to predict
    results.
    This case illustrates these difficulties.            In trying to
    find a measure of practical significance, the district court turned
    to the four-fifths rule.         Although the four-fifths rule may serve
    as a helpful benchmark in certain circumstances, both the Supreme
    Court and the EEOC have emphasized that courts should not treat the
    -25-
    rule as generally decisive. See Watson v. Fort Worth Bank & Trust,
    
    487 U.S. 977
    , 995 (1988) (noting that the rule "has been criticized
    on technical grounds . . . and has not provided more than a rule of
    thumb for courts"); 
    44 Fed. Reg. 11996
    -01 (explaining that the rule
    was "not intended as a legal definition" and was "not intended to
    be controlling in all circumstances").     We previously rejected
    reliance on the four-fifths rule by a plaintiff in a case in which
    the sample size was small, describing the rule as "not an accurate
    test of discriminatory impact."   Fudge v. City of Providence Fire
    Dep't, 
    766 F.2d 650
    , 658 n.10 (1st Cir. 1985).      And our sister
    circuits have both minimized the importance of four-fifths rule and
    criticized it directly.   See, e.g., Stagi v. Nat'l R.R. Passenger
    Corp., 
    391 F. App'x 133
    , 138 (3d Cir. 2010) (unpublished) ("[T]he
    'four-fifths rule' has come under substantial criticism, and has
    not been particularly persuasive."); Clady v. Los Angeles Cnty.,
    
    770 F.2d 1421
    , 1428 (9th Cir. 1985) ("[T]he 80 percent rule has
    been sharply criticized by courts and commentators.").
    The four-fifths rule can lead to anomalous results.    As
    an illustration, imagine that a police department demographically
    similar to the Boston Police Department--with approximately 500
    black officers and 1200 white officers--implements a policy leading
    to the termination of 90 black officers and no white officers.   If
    the "selection rate" is taken to be the rate at which employees
    survived termination, cf. EEOC v. Joint Apprenticeship Comm. of
    -26-
    Joint        Bd.    of   Elec.   Indus.,   
    164 F.3d 89
    ,    97   (2d   Cir.   1998)
    (selection rate is the rate at which applicants pass a hiring
    requirement), the four-fifths rule detects no disparate impact: 82%
    of black employees survived, which is more than four-fifths of
    100%, the rate at which white employees survived.                     Yet the policy
    in   this          hypothetical    illustration      undoubtedly       has    a    very
    significant and disproportionate effect on black officers.
    This illustration highlights several flaws in the four-
    fifths rule.             First, to apply the rule in cases involving the
    selection of current employees for employment consequences such as
    termination, courts must resolve the rule's ambiguity regarding
    whether the "selection rate" is the rate at which employees were
    selected for termination or the rate at which employees survived
    termination.15           This choice can be decisive.          In the above example,
    if a court took the "selection rate" as the rate at which employees
    were fired, the four-fifths rule would indicate a disparate impact,
    because the 0% firing rate for white employees is less than four-
    fifths of the 18% firing rate for black employees.                    Construing the
    four-fifths rule in this manner, however, would lead to a different
    15
    The same dilemma can occur in cases involving hiring.
    Consider an employer who considers only job applicants who have
    never been convicted of a crime: the four-fifths rule does not
    specify whether the "selection rate" should be the rate at which
    applicants are excluded from consideration, or the rate at they are
    included. See Green v. Missouri Pac. R.R. Co., 
    523 F.2d 1290
    , 1295
    (8th Cir. 1975) (choosing the former approach, before the four-
    fifths rule was promulgated).
    -27-
    problem: the rule would detect a disparate impact even if just one
    employee were fired (a 0/1200 firing rate for white employees would
    be   less   than   four-fifths   of    a     1/500   firing   rate   for   black
    employees), a result that seems clearly incorrect.
    Second, and relatedly, the consequences of the four-
    fifths rule vary in a seemingly arbitrary way depending on the
    magnitude of the selection rates at issue.             In the example above,
    the policy leads to the firing of 90 black officers, or 18% of the
    population of black employees, but this disparity is not actionable
    under the four-fifths rule. Yet, if the police department provided
    a raise to just 1% of its white employees (12 of 1200 employees)
    and 0.6% of its black employees (3 of 500 black employees), this
    would qualify as actionable disparate impact under the four-fifths
    rule, even though vastly fewer black employees were affected (and
    less severely) than in the original scenario.
    Conversely, the four-fifths rule makes no distinction
    between an employment practice that leads to the firing of one of
    nine black employees and a practice that leads to the firing of 100
    of 900 black employees.      In either case, the same percentage of
    black employees is affected. Yet, the larger sample permits a much
    stronger inference that a disparity is non-random and can be
    expected to persist through future uses of the practice.
    Notwithstanding these limitations, the four-fifths rule
    may serve important needs in guiding the exercise of agency
    -28-
    discretion, or in serving as a helpful rule of thumb for employers
    not wanting to perform more expansive statistical examinations.16
    The rule itself has some practical utility.              There is simply
    nothing in that utility, however, to justify affording decisive
    weight to the rule to negate or establish proof of disparate impact
    in a Title VII case.       Having previously rejected a plaintiff's
    reliance   on   the   four-fifths   rule   where   a   small   sample   size
    precluded a showing of statistical significance, Fudge, 
    766 F.2d at
    658 n.10, we reject here the defendant's reliance on the four-
    fifths rule to parry a proper statistical proof of a nonrandom
    distribution in a case with a large sample size.
    Our rejection of the four-fifths rule as suitable to
    trump a showing of statistical significance leaves us with no
    statute, regulation, or case law proposing any other mathematical
    measure of practical significance. Nor as a matter of theory would
    we expect to find any single measure of the size of the impact to
    determine its practical significance.        To fully assess practical
    significance, one must consider the qualitative nature and weight
    of the impact.    See, e.g., Steve Goodman, The Dirty Dozen: Twelve
    16
    The fact that the four-fifths rule is only a rule of thumb
    that does not always work does not mean that it can never provide
    evidence of a nonrandom disparity. Thus, in Ricci v. DeStefano,
    
    557 U.S. 557
     (2009), the Supreme Court could cite pass rates of
    37.5% for black and Hispanic candidates and 64% for white
    candidates as supporting what all parties conceded was a disparate
    impact. 
    Id. at 586-87
    . Nothing in that citation supported use of
    the test (again described as a "rule of thumb") to trump a more
    scientific calculation of the actual statistical deviation.
    -29-
    P-Value Misconceptions, 45 Seminars in Hematology 135, 136-37
    (2008). For example, just a small percentage increase in mild side
    effects     might   not   render      a    drug     unsafe   as     compared     to   an
    alternative drug, but the same percentage increase in fatalities
    could well justify the elimination of the drug.                             So, too, an
    employment    practice     that       provides      one   part    of    a    multi-part
    promotion test has less practical impact on each employee than
    does, for example, a practice that calls for the labeling and
    firing of police officers as illegal drug users.
    Ultimately, we find any theoretical benefits of inquiring
    as to practical significance outweighed by the difficulty of doing
    so in practice in any principled and predictable manner.                              We
    therefore    conclude     that    a    plaintiff's        failure      to   demonstrate
    practical significance cannot preclude that plaintiff from relying
    on competent evidence of statistical significance to establish a
    prima facie case of disparate impact.
    Our confidence in rejecting a practical significance
    requirement is bolstered by the fact that two other requirements to
    be met by a plaintiff in a Title VII disparate impact case
    indirectly secure most of the advantages that might be gained were
    it possible to fashion a principled and predictable direct test of
    practical significance.          First, the very need to show statistical
    significance will eliminate small impacts as fodder for litigation
    in   many    instances    because         proving    that    a    small      impact   is
    -30-
    statistically significant generally requires large sample sizes,
    which are often unavailable. See, e.g., Fudge, 
    766 F.2d at 657-59
    .
    Second,   even     in   cases   like    this   one,    in   which   the    data   is
    available, the subsequent steps required to successfully recover on
    a disparate impact theory offer an additional safeguard.                           An
    employer may rebut a prima facie case of disparate impact by
    showing that its use of the challenged practice is "job related for
    the position in question and consistent with business necessity,"
    42 U.S.C. § 2000e-2(k)(1)(A)(i), and a plaintiff can prevail in the
    face of demonstrated business necessity only by proving a failure
    to   adopt    an    alternative        practice   that      would   satisfy       the
    department's       legitimate    business      needs   "without     a     similarly
    undesirable racial effect." Albemarle Paper Co. v. Moody, 
    422 U.S. 405
    , 425 (1979).        See 42 U.S.C. § 2000e-2(k)(1)(c) (adopting case
    law prior to June 4, 1989, "with respect to the concept of
    'alternative employment practice'").
    Proving that an alternative practice will not have the
    impact identified by a plaintiff when that impact is small leaves
    little margin for error and will often require extensive data.                     A
    plaintiff who subjects a defendant's job-related practice to the
    sensitivity of a large sample analysis can fairly be required to
    show through statistical evidence, and with equal confidence, that
    the proffered alternative practice will have a smaller impact,
    -31-
    except where the alternative is self-evidently incapable of causing
    a differential (e.g., a random selection tool).
    In this manner, the statute as designed by Congress
    effectively assigns case-specific practical significance to the
    size of the impact: as the size of the impact increases, so too
    does the ease of demonstrating an alternative practice that reduces
    the impact.    And it is fitting that this relationship exists most
    robustly only where the challenged practice can be justified by
    business necessity.    Where such necessity does not exist, most of
    the reasons favoring some requirement of practical significance
    disappear.      In other words, if a practice fails to serve a
    sufficient business need, why retain it merely because the number
    of people harmed is small?
    Because we have rejected both the department's limited
    challenge to the plaintiffs' showing of statistical significance
    and   the    department's   advocacy     of   a   practical   significance
    requirement, we see no remaining issue of fact that could permit a
    reasonable jury to reject the plaintiffs' prima facie proof of
    disparate impact.      We therefore reverse the district court's
    decision to deny partial summary judgment to the plaintiffs on that
    component of their Title VII disparate impact case.
    -32-
    3.   We decline to decide in the first instance whether
    the drug testing program is "job-related . . . and
    consistent with business necessity" and whether the
    plaintiffs have offered an adequate alternative.
    Once a plaintiff has made a prima facie showing of a
    disparate impact, the burden shifts to the employer to show that
    "the challenged practice is job related for the position in
    question and consistent with business necessity."             42 U.S.C. §
    2000e-2(k)(1)(A)(i).       If the employer makes such a showing, a
    plaintiff has one final path to success, by proving the existence
    of    an   "alternative   employment   practice,"   42   U.S.C.   §   2000e-
    2(k)(1)(A)(ii), defined in case law as a different "test or
    selection device[], without a similarly undesirable racial effect,"
    which "also serve[s] the employer's legitimate interest . . . .,"
    Albemarle Paper Co. v. Moody, 
    422 U.S. 405
    , 425 (1975).                If a
    plaintiff makes such a showing, and the employer "refuses to adopt
    such alternative employment practice," then the plaintiff prevails.
    42 U.S.C. § 2000e-2(k)(1)(A)(ii).
    The department invites us to consider on this appeal
    whether it has established that its hair testing program satisfies
    the    business   necessity    defense    under   the    disparate    impact
    provisions of Title VII.      Supreme Court decisions illustrate that
    -33-
    the defense has two main components.17           First, the department must
    show that its program aims to measure a characteristic that
    constitutes an "important element[] of work behavior."            Albemarle
    Paper Co., 
    422 U.S. at 431
    ; see also Dothard v. Rawlinson, 
    433 U.S. 321
    ,     331    (1977)   (holding   that    an   employer   satisfied   this
    requirement by showing that the challenged practice measured a
    characteristic "essential to effective job performance").           Second,
    the department must show that the outcomes of the drug testing
    program are "predictive of or significantly correlated with" the
    characteristic described above.        Albemarle Paper Co., 
    422 U.S. at 431
    .18
    Here, the plaintiffs have not disputed that abstention
    from illegal drug use is an important element of police officer
    behavior. They have admitted that the department has a "legitimate
    purpose of ensuring a drug-free workplace."             What remains to be
    determined, then, is whether the results of the department's drug
    testing regime are "predictive of or significantly correlated with"
    17
    According to the "Purposes" section of the 1991 statute
    that added the disparate impact provision to Title VII, Congress
    aimed to "codify the concepts of 'business necessity' and 'job
    related' enunciated by the Supreme Court in Griggs . . . and in
    other Supreme Court decisions prior to Wards Cove Packing Co.
    [decided in 1989]." Pub L. No. 102-166, § 3(2), 
    105 Stat. 1071
    ,
    1071 (1991).
    18
    Our articulation of this two-part test is substantially the
    same as the three-part inquiry adopted by the Ninth Circuit. See
    Association of Mexican-Am. Educators v. California, 
    231 F.3d 572
    ,
    585 (9th Cir. 2000) (en banc).
    -34-
    drug use.     The plaintiffs have asserted that hair testing is not
    "sufficiently reliable to be job-related and justified by business
    necessity."    But they have presented little if any evidence that
    could allow a jury to conclude that the drug test is so unreliable
    that its results have no significant correlation with drug use.
    Indeed, even their own evidence, if believed, would offer cause to
    question the accuracy of only some of the reported results, without
    indicating that there is a relatively large number of false
    positives compared to the size of the police force.          On the other
    hand, the department, not the plaintiffs, carries the burden to
    prove that the program's results are significantly correlated with
    actual drug use.
    In their reply brief, the plaintiffs argue that, for the
    purposes of proving the business necessity defense, the department
    must separately defend more than a dozen different versions of the
    test used over eight years.     Such an argument flies in the face of
    the plaintiffs' position that multiple years of test results are
    properly    aggregated   as   arising    from   a   single   practice   in
    establishing a prima facie disparate impact claim.           See Fudge v.
    City of Providence Fire Dep't, 
    766 F.2d 650
    , 657 (1st Cir. 1985).
    We reject the plaintiffs' about-face as both unpreserved and
    unfairly inconsistent with their assumption that they were all
    subjected to a single challenged practice.
    -35-
    Given that this case has already spanned many years (as
    did the post-termination administrative process), we are tempted to
    accept the department's invitation to assess whether genuine issues
    of material fact remain concerning its business necessity defense.
    In view of the size of the record, though, and the fact that the
    district court judge who has presided over this case has not yet
    parsed that record to assess business necessity or its rejoinder,
    we decline to do so in the first instance.          Federal appellate
    courts have discretion in deciding whether to take up questions not
    considered below, but they generally should not do so.          Singleton
    v. Wulff, 
    428 U.S. 106
    , 120 (1976).       We see no reason to depart
    from that general practice here.19
    With   the   business   necessity   question   left   open   for
    further consideration, we have no occasion to consider whether the
    plaintiffs' evidence will prove sufficient to show that "the
    employer refuses to adopt an available alternative employment
    practice that has less disparate impact and serves the employer's
    legitimate needs."     Ricci v. DeStefano, 
    557 U.S. 557
    , 578 (2009)
    (citing 42 U.S.C. §§ 2000e-2(k)(1)(A)(ii) and (C)).       We reiterate,
    however, our statement above concerning the manner in which the
    19
    In declining to decide the issues in the first instance,
    we do not suggest that the district court must reopen the record to
    allow further discovery or expert reports.      The district court
    retains its customary discretion to manage the case, and we expect
    that it will give due weight to the fact that each party has
    already had ample time to put its best foot forward.
    -36-
    plaintiffs must prove that any such alternative practice would
    produce a smaller racial disparity in outcomes than does the
    department's current system.
    B. Due Process
    The plaintiffs contend that the drug testing program not
    only caused a disparate impact but also violated their rights under
    the Fourteenth Amendment of the United States Constitution.      The
    Due Process Clause of the Fourteenth Amendment prohibits states
    from "depriv[ing] any person of life, liberty, or property, without
    due process of law."     The plaintiffs contend that they were not
    afforded sufficient process in connection with their terminations
    (or other adverse action against them), and seek damages under 
    42 U.S.C. § 1983
    .
    1.     Nine of the plaintiffs had a constitutionally-
    protected interest in their employment.
    When a public employee can be fired only for cause under
    state law, that employee has a property interest in continued
    employment.    Gilbert v. Homar, 
    520 U.S. 924
    , 928-29 (1997).   Here,
    the department concedes that the seven fired police officers had a
    property interest in their employment.     The department also does
    not dispute that the fired cadet had a property interest in her
    employment.    And the department does not dispute that Rachelle
    Couch, who signed the settlement agreement and continues to work
    for the department, was deprived of a property interest, presumably
    the approximately two months of pay she lost during her suspension.
    -37-
    The   department   asserts,   however,   that   plaintiff
    Clararise Bristow had no interest entitling her to due process. We
    agree.    Bristow was an applicant for a position at the department
    who in December 2002 received a letter conditionally offering her
    the job.    The letter read: "If you successfully pass the medical
    examination and hair drug testing components of the screening
    process, you will be tendered a final offer of employment."
    This circuit has not decided whether a contingent offer
    of employment can create a property interest under the Due Process
    Clause. It is clear, however, that the interest created by a
    conditional job offer can be no stronger than that created by an
    unconditional job offer, and that this interest in turn rises no
    higher than that possessed by someone who has recently begun work
    in the position. Here, this logic leads to the conclusion that
    Bristow was not entitled to due process.
    In Massachusetts, public workers begin their employment
    with a six-month probationary period during which they do not have
    the protection from termination without just cause afforded to
    tenured employees.20   See 
    Mass. Gen. Laws Ann. ch. 31, § 34
    ; Costa
    v. Bd. of Selectmen, 
    377 Mass. 853
    , 859-60 (1979).            Thus, had
    20
    We do not consider whether the six-month probationary
    period could have been or was supplanted under the terms of a
    collective bargaining agreement.   See Mass. Gen. Laws Ann. ch.
    150E, § 7. The plaintiffs do not assert that Bristow would have
    been covered by a collective bargaining agreement that preempted
    the probationary period, nor have they submitted evidence that
    could support such an argument.
    -38-
    Bristow received an unconditional offer of employment, and indeed
    begun work as an officer, her job would have terminable with or
    without cause for six months.              We have previously observed that
    probationary employees in Massachusetts do not have a property
    interest in their continued employment.                See Brennan v. Hendrigan,
    
    888 F.2d 189
    , 195 (1st Cir. 1989); see also Dasey v Anderson, 
    304 F.3d 148
    , 156-61 (1st Cir. 2002).               Consequently, even had Bristow
    begun to work, she would have had no cognizable property interest
    in continued employment during the entirety of her probationary
    period.   A fortiori, having not begun work, Bristow also had no
    cognizable property interest based on the job offer alone. We make
    no comment on whether the conditional offer of a job not subject to
    a probation period might, on other facts, be sufficient to grant a
    due process right to its recipient.
    2.        The department provided sufficient process.
    The       Supreme   Court     has    held   that    "[t]he   fundamental
    requirement of due process is the opportunity to be heard at a
    meaningful time and in a meaningful manner."                  Mathews v. Eldridge,
    
    424 U.S. 319
    , 333 (1976) (internal quotation marks omitted).
    Although the precise contours of this guarantee vary depending on
    the circumstances, public employees are ordinarily entitled to
    notice of the reasons for a proposed termination, an explanation of
    the evidence supporting those reasons, and an opportunity to give
    their   side    of    the   story   at    a    pre-termination     hearing.    See
    -39-
    Cleveland Bd. of Educ. v. Loudermill, 
    470 U.S. 532
    , 546 (1985);
    Calderón-Garnier v. Rodríguez, 
    578 F.3d 33
    , 38 (1st Cir. 2009).
    When a state employee in the ordinary course terminates another
    employee who has a property interest in his or her job, the state
    normally cannot satisfy due process solely through post-termination
    process.   See Loudermill, 
    470 U.S. at 542
    ; Cotnoir v. Univ. of
    Maine Sys., 
    35 F.3d 6
    , 12 (1st Cir. 1994) ("Where an employee is
    fired in violation of his due process rights, the availability of
    post-termination grievance procedures will not ordinarily cure the
    violation.").    As   the   Supreme   Court   has   explained,   a   pre-
    termination hearing should provide "a meaningful opportunity to
    invoke the discretion of the decisionmaker," both as to the facts
    supporting the termination and as to its broader appropriateness.
    Loudermill, 
    470 U.S. at 543
    .
    Here, there is no dispute that employees subject to
    termination for a positive drug test were offered an opportunity to
    contest their impending firing at a pre-termination disciplinary
    hearing. Although the plaintiffs claim that some of those who were
    fired never had such a hearing, they concede that all were offered
    one.   And, indeed, Massachusetts state law mandates that public
    employees, before being fired, receive notice of the reasons for
    their termination and the opportunity to protest their firing at an
    evidentiary hearing. 
    Mass. Gen. Laws ch. 31, § 41
    . This statutory
    process allowed employees to present their side of the story,
    -40-
    through both testimony and evidence, and even to cross-examine
    adverse witnesses.    The plaintiffs lodge only one complaint about
    the process, claiming that some of the fired employees were barred
    from presenting evidence of drug tests taken by the employees
    outside of the department's program. In one case, the department's
    chief hearing officer refused to accept results from an outside
    hair test in part because there was not sufficient information
    regarding the reliability of the test.      She also refused in at
    least two cases to accept results from a urine test, calling urine
    tests and hair tests "apples and oranges," presumably because urine
    tests have a much shorter window of detection.
    While we do not necessarily agree that the evidence was
    unworthy of consideration, we find no constitutional violation in
    its exclusion.    Even in criminal trials, the state has some leeway
    in crafting and applying reasonable evidentiary rules.   See United
    States v. Scheffer, 
    523 U.S. 303
    , 308 (1998); Montana v. Egelhoff,
    
    518 U.S. 37
    , 43 (1996).    The Supreme Court has ruled, for example,
    that a state did not violate the Due Process Clause where it barred
    a defendant accused of drug use from presenting a polygraph test
    indicating that he truthfully denied the charge. See Scheffer, 
    523 U.S. at 312
    .     The department here was entitled to make a similar
    determination as to evidence that was possibly exculpatory but
    arguably unreliable or irrelevant.
    Even if exclusion of the evidence rose to the level of a
    -41-
    constitutional violation, that error would have been adequately
    addressed through the extensive civil service appeals process, in
    which terminated employees were permitted to present evidence of
    outside drug tests. This process involved full hearings before the
    impartial Massachusetts Civil Service Commission. Although we have
    explained that some pre-termination process is required before the
    state fires an employee, an extensive post-termination appeal
    system lessens the need for an elaborate pre-termination process.
    See Mard v. Town of Amherst, 
    350 F.3d 184
    , 192 (1st Cir. 2003)
    (finding   a   "limited"      pre-termination    hearing    constitutionally
    sufficient     given   "the     availability    of   more   rigorous   post-
    deprivation      procedures").       Together,       the     pre-termination
    disciplinary hearings and the post-termination appeals process
    easily satisfied the state's obligation to provide due process.21
    Finally, the district court correctly granted summary
    judgment on the due process claim of plaintiff Rachelle Couch, the
    employee who chose an unpaid suspension rather than termination.
    21
    The plaintiffs complain that the civil service appeals
    process took a long time, and indeed it did, as much as ten years
    for some.    Yet, the Civil Service Commission explained in an
    opinion applying to many of the plaintiffs that "the unusual delay
    in bringing these appeals to hearing is due, in significant part,
    to the decisions of the [employees]," for example in asking for
    continuances. We cannot find a constitutional flaw in delay where
    the plaintiffs contributed significantly to that delay and do not
    attempt to demonstrate that any delay would have occurred absent
    their own decisions. The plaintiffs also say that two of the fired
    employees "were not a part of the Civil Service Commission
    proceedings," but because the plaintiffs do not provide any further
    explanation we must assume that this lack of participation was
    voluntary.
    -42-
    Our discussion above demonstrates that the department would have
    fulfilled its constitutional obligation to Couch if it had simply
    fired her, following its normal termination procedures.            Instead,
    the department gave Couch a choice, albeit a very difficult one.
    The injection of additional choices cannot convert a constitutional
    process into an unconstitutional one.
    C. Americans with Disabilities Act
    The plaintiffs next claim that the department fired them
    (or subjected them to other adverse employment action) on account
    of an erroneous perception that they were drug addicts, thereby
    violating the Americans with Disabilities Act.          The ADA protects
    individuals who have a "disability," defined as a "physical or
    mental impairment that substantially limits one or more major life
    activities."   
    42 U.S.C. § 12102
    (1)(A).         The Act also covers those
    who are regarded as having a physical or mental impairment, so long
    as the perceived impairment is not "transitory and minor."               
    42 U.S.C. § 12102
    (1)(c), (3).
    Individuals who are recovering from an addiction to drugs
    may be disabled in the meaning of the ADA, as the statute aims to
    protect them from the stigma associated with their addiction.          See
    
    42 U.S.C. § 12114
    (a), (b); cf. Bailey v. Georgia-Pac. Corp., 
    306 F.3d 1162
    , 1167 (1st Cir. 2002) (holding that "alcoholism is an
    impairment" under the ADA).     Similarly, the ADA protects those who
    are   erroneously   perceived     as     drug    addicts.     42     U.S.C.
    -43-
    § 12114(b)(3), (a).     Importantly, though, the statute explicitly
    excludes from protection any individual who is currently using
    drugs, whether addicted or not, when the employer acts on the basis
    of such use.     
    42 U.S.C. § 12114
    (a).        All of this means, in a
    nutshell, that in order to survive summary judgment dismissing
    their claim under the ADA, the plaintiffs must provide a factual
    basis upon which the jury could find that the department fired them
    either because they were addicts or because it perceived they were
    addicts, rather than because, as a result of the drug tests, it
    believed them to be currently using illegal drugs.          See Raytheon
    Co. v. Hernandez, 
    540 U.S. 44
    , 52-53 (2003) (holding that, in a
    disparate   treatment   claim   under   the   ADA   such   as   this   one,
    plaintiffs must show that their perceived disability "actually
    motivated the employer's decision").22
    The plaintiffs made no such showing.       To the contrary,
    the evidence is that the department trained its efforts at directly
    identifying users, whether addicts or not. And if the test results
    may have caused the department to form an erroneous view of any
    plaintiff, that view--to the extent it motivated termination--was
    that the plaintiff was a drug user, not that the plaintiff was an
    addict.   Nor did the department accept any defense that an officer
    22
    Although the distinction may be subtle, the plaintiffs do
    not allege a disparate impact claim under the ADA, even if one
    might have been available. See Raytheon, 
    540 U.S. at 52
     (making
    clear that disparate impact claims can be pursued under the ADA).
    -44-
    used illegal drugs only once, or was otherwise not addicted.
    Indeed, the very existence of the rehabilitation program shows that
    the department was willing to retain employees who were addicted as
    long as they are not users.           On this record, no jury could
    reasonably    conclude   that   the   department   was   motivated   by   a
    perception that plaintiffs were addicted to drugs.          See Lopez v.
    Pac. Mar. Ass'n, 
    657 F.3d 762
    , 764 (9th Cir. 2011) (affirming grant
    of summary judgment to an employer on an ADA claim because "the
    triggering event for purposes of [rejection of a job application]
    is a failed drug test, not an applicant's drug addiction"); Salley
    v. Circuit City Stores, Inc., 
    160 F.3d 977
    , 981 (3d Cir. 1998)
    (holding that no jury could find that the plaintiff was fired for
    his drug addiction rather than misconduct, whether or not the
    misconduct was caused by addiction).
    D. Failure to Train and Supervise
    The plaintiffs also claim that the department violated
    their constitutional rights due to its failure to sufficiently
    train and supervise the staff carrying out the program.               The
    failure to train theory offers a way for plaintiffs to hold a
    municipality liable under 
    42 U.S.C. § 1983
     for the acts of its
    employees.     See Hayden v. Grayson, 
    134 F.3d 449
    , 456 (1st Cir.
    1998).   Typically, a plaintiff first identifies a constitutional
    violation (often related to police misconduct) and then attempts to
    show that the violation was the direct result of poor training or
    -45-
    supervision of municipal employees, stemming from "deliberate
    indifference to the rights of persons with whom the [employees]
    come into contact."    
    Id.
         To prevail, the plaintiff must show that
    the constitutional violation had a "direct causal link" to the
    deficiency in training.         Canton v. Harris, 
    489 U.S. 378
    , 385
    (1989).
    Here, the plaintiffs focus extensively on evidence of
    poor training but fail to produce any evidence that would allow a
    jury to reasonably conclude that this poor training caused a
    constitutional violation.       Indeed, the plaintiffs fail to clearly
    identify in their brief any constitutional provision allegedly
    violated as a result of poor training.              At best, the plaintiffs
    simply postulate without analysis violations of the Due Process
    Clause and Equal Protection Clause.
    As to the first, we have explained above that the
    plaintiffs were not deprived of liberty or property without due
    process of law.     Consequently, there can be no liability for such
    a violation, whether on a failure to train theory or otherwise.
    As to the second, and even assuming that plaintiffs'
    evidence of disparate impact under Title VII would have sufficed to
    survive   summary   judgment    on   an     equal   protection   claim,23   the
    plaintiffs fail to point to any evidence indicating that training
    23
    The plaintiffs raised such a claim below but declined to
    pursue it on appeal.
    -46-
    so poor as to constitute actionable indifference caused them to
    test positive.       We therefore affirm the grant of summary judgment
    to the department on the failure to train claim.
    IV. Conclusion
    The plaintiffs have proven beyond reasonable dispute a
    prima facie case of disparate impact under Title VII, while the
    department has proffered an uncontested legitimate need to identify
    those few of its members who use illegal drugs.              What remains to be
    assessed by the district court is whether the department's drug
    testing    program    advances    that    goal   and,   if    so,   whether   the
    plaintiffs can carry their burden of proving a failure to adopt an
    available alternative that meets the department's legitimate needs
    while reducing the disparate impact on black employees of the
    department.
    For these reasons, we vacate the district court's grant
    of summary judgment on the Title VII claims; we reverse the
    district   court's     denial    of   partial    summary     judgment   for   all
    plaintiffs on the question of whether they have proved a prima
    facie case of disparate impact under Title VII; we otherwise affirm
    the district court opinion; and we remand for further proceedings
    consistent with this opinion.            The district court will decide at
    the time of final judgment whether costs of this appeal are to be
    -47-
    shifted in favor of a finally prevailing party under any applicable
    statute.
    So ordered.
    -48-
    

Document Info

Docket Number: 12-2280

Citation Numbers: 752 F.3d 38

Judges: Howard, Kayatta, Torruella

Filed Date: 5/7/2014

Precedential Status: Precedential

Modified Date: 8/31/2023

Authorities (34)

Dialysis Access Center, LLC v. RMS Lifeline, Inc. , 638 F.3d 367 ( 2011 )

Robert Brennan v. Roderick Hendrigan , 888 F.2d 189 ( 1989 )

Bailey v. Georgia-Pacific Corp. , 306 F.3d 1162 ( 2002 )

8-fair-emplpraccas-855-8-empl-prac-dec-p-9678-8-empl-prac-dec-p , 504 F.2d 1017 ( 1974 )

Dasey v. Massachusetts Depart , 304 F.3d 148 ( 2002 )

Calderon-Garnier v. Rodriguez , 578 F.3d 33 ( 2009 )

felix-waisome-freddie-mcmillan-richard-b-keith-robert-l-bethea-ellsworth , 948 F.2d 1370 ( 1991 )

38-fair-emplpraccas-648-37-empl-prac-dec-p-35421-roger-anciel-fudge , 766 F.2d 650 ( 1985 )

Kim Adams v. Ameritech Services, Inc. And Indiana Bell ... , 231 F.3d 414 ( 2000 )

Cotnoir v. University of Maine Systems , 35 F.3d 6 ( 1994 )

Mard v. Town of Amherst , 350 F.3d 184 ( 2003 )

Jessica L. Hayden, Nicole C. Merrill and Colleen M. Rhoads ... , 134 F.3d 449 ( 1998 )

E. Michael Salley v. Circuit City Stores, Inc , 160 F.3d 977 ( 1998 )

equal-employment-opportunity-commission-plaintiff-appellant-cross-appellee , 164 F.3d 89 ( 1998 )

the-association-of-mexican-american-educators-amae-california , 231 F.3d 572 ( 2000 )

Alison Palmer v. George P. Shultz, as Secretary of State. ... , 815 F.2d 84 ( 1987 )

Anderson, Vicente J. v. Zubieta, Alberto , 180 F.3d 329 ( 1999 )

Hershel CLADY, Et Al., Plaintiffs-Appellants, v. COUNTY OF ... , 770 F.2d 1421 ( 1985 )

Buck Green v. Missouri Pacific Railroad Company, a ... , 523 F.2d 1290 ( 1975 )

Costa v. Board of Selectmen of Billerica , 377 Mass. 853 ( 1979 )

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