Claude Grant v. Metropolitan Gov't of Nashville , 446 F. App'x 737 ( 2011 )


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  •                  NOT RECOMMENDED FOR FULL-TEXT PUBLICATION
    File Name: 11a0632n.06
    FILED
    Case Nos. 10-5944, 10-6233
    Aug 26, 2011
    UNITED STATES COURT OF APPEALS                          LEONARD GREEN, Clerk
    FOR THE SIXTH CIRCUIT
    CLAUDE GRANT; ORALENE DAY;                             )
    PRINCESS MARTINDALE; FALETHA B.                        )
    REID; DARRYL MCKIBBENS; DARREL                         )
    GANT; ANTONIO MCKISSACK; PAMELA                        )
    TUCKER; and SANDRA DERRICK,                            )
    individually and on behalf of all others               )
    similarly situated,                                    )       ON APPEAL FROM THE
    )       UNITED STATES DISTRICT
    Plaintiffs-Appellees,                          )       COURT FOR THE MIDDLE
    )       DISTRICT OF TENNESSEE
    v.                                     )
    )
    METROPOLITAN GOVERNMENT OF                             )
    NASHVILLE AND DAVIDSON COUNTY,                         )
    TENNESSEE,                                             )
    )
    Defendant-Appellant.                           )
    )
    _______________________________________                )
    BEFORE: BATCHELDER, Chief Judge; CLAY and SUTTON, Circuit Judges.
    ALICE M. BATCHELDER, Chief Judge. In this class action lawsuit alleging racial
    discrimination, the district court entered judgment for Plaintiffs after a bench trial on their disparate
    impact claims. Because we find that Plaintiffs failed to establish a prima facie case of disparate
    impact liability, we reverse.
    I.
    Nine named plaintiffs filed this class action under Title VII of the Civil Rights Act of 1964
    (“Title VII”) against Defendant-Appellant Metropolitan Government of Nashville and Davidson
    County, Tennessee (“Metro”). The named plaintiffs are current and former employees of Metro
    No. 10-5944, Grant, et al. v. Metropolitan
    Water Services (“MWS”), a subdivision of Metro. They alleged various violations of Title VII on
    behalf of themselves and all others similarly situated.1 Specifically, Plaintiffs claimed that MWS
    engages in systemic practices of discrimination against black employees in post-hiring opportunities,
    including disparate job assignments, promotions, pay, accommodations, discipline, and other terms
    and conditions of their employment. Plaintiffs presented disparate treatment and disparate impact
    theories of liability.2
    During the bench trial, Plaintiffs sought to establish their case through anecdotal evidence
    and expert testimony. Plaintiffs’ expert, Dr. Moomaw, examined the proportion of black employees
    across numerous categories of MWS’s workforce, including FLSA exempt status, salary type, and
    pay grade. He found that black employees at MWS were disproportionately represented in lower-
    paying positions which had fewer supervisory responsibilities and fewer opportunities for
    advancement. Dr. Moomaw concluded that black employees’ placement into those jobs limited their
    opportunities for promotions and higher earnings.
    1
    The district court granted Plaintiffs’ motion for class certification, certifying as a class “all former, current, and
    future African-American employees of the Metropolitan Government of Nashville and Davidson County, Metro W ater
    Services from the period January 1, 2000 to the present.”
    2
    After a full trial, a jury ruled in favor of Metro on Plaintiffs’ disparate treatment claims. The district court
    reserved the question of disparate impact liability. Plaintiffs moved for a new trial, and the district court granted the
    motion. Metro appealed the district court’s decision to grant a new trial, and a prior panel of this Court dismissed
    Metro’s appeal, but ordered the district court to rule on the disparate impact claims. See In re Metro. Gov’t of Nashville
    & Davidson Cnty., 
    606 F.3d 855
    (6th Cir. 2010). Accordingly, the disparate treatment claims (which are awaiting a new
    trial) are not before us at this time.
    2
    No. 10-5944, Grant, et al. v. Metropolitan
    Based on Plaintiffs’ evidence, the district court held that they had presented a prima facie
    case of disparate impact discrimination.3 Upon determining that Plaintiffs were entitled to judgment
    on their disparate impact claims,4 the district court awarded them back pay, the amount of which
    would be determined by a Special Master appointed by the court. The court further awarded
    immediate injunctive relief by prohibiting MWS from conducting oral interviews for MWS
    promotions, imposing an interview requirement for MWS lateral transfers, and ordering a Special
    Master to conduct oral interviews and validate all MWS job requirements. Metro filed a timely
    notice of appeal.
    In the meantime, the district court appointed Dr. Kathleen Lundquist as Special Master in the
    case to conduct oral interviews and oversee the promotions process. Alleging that Dr. Lundquist had
    a conflict of interest that precluded her from serving as Special Master and that the district court
    failed to follow Rule 53’s procedures, Metro moved the district court to revise its appointment.
    Although the motion was unopposed, the district court denied Metro’s motion. Metro filed a timely
    supplemental appeal. This Court consolidated the two appeals.
    II.
    3
    Metro also provided expert testimony. M etro’s expert, Dr. White, focused on the actual promotions that had
    occurred within MW S and concluded that there was no statistically significant difference between the promotion rate
    of black employees as compared to white employees. Indeed, Dr. White found that black employees actually advanced
    at a rate slightly greater than their representation in MW S’s workforce. However, the district court determined that Dr.
    Moomaw’s evidence was more persuasive than Dr. W hite’s. The court explained that Dr. Moomaw’s analysis, “[w]hile
    necessarily imperfect,” was a better comparison given that it analyzed “blacks in higher level positions compared to the
    overall black to white ratio at MW S.”
    4
    The district court held that Metro did not demonstrate that its practices were justified by business necessity.
    Metro has not challenged that conclusion on appeal.
    3
    No. 10-5944, Grant, et al. v. Metropolitan
    As an initial matter, we must address Plaintiffs’ motion to dismiss this appeal for lack of
    jurisdiction. Plaintiffs argue that we lack jurisdiction to review the merits of the district court’s
    opinion and that we may only consider the question of whether the district court abused its discretion
    by granting injunctive relief.
    It is well-established that we have jurisdiction over appeals from interlocutory orders that
    grant or deny injunctive relief. See 28 U.S.C. § 1292(a)(1). There is no dispute that some aspects
    of the district court’s order awarded injunctive relief, namely the component which orders Metro
    Civil Services Commission (“MCSC”) to conduct oral interviews and bars MWS from participation.5
    This aspect of the district court’s order is directed to Metro and MWS, enforceable by contempt, and
    designed to provide the relief sought by Plaintiffs in their complaint. Accordingly, this Court has
    jurisdiction to review the district court’s order. See 28 U.S.C. § 1292(a)(1); Abercrombie & Fitch
    Co. v. Fed. Ins. Co., 370 F. App’x 563, 568 (6th Cir. 2010).
    As a general matter, we limit our review under § 1292(a)(1) to decide “only whether the
    district court abused its discretion in ruling on the request for relief.” Jones v. Caruso, 
    569 F.3d 258
    ,
    269 (6th Cir. 2009) (quotation marks omitted). But in making that determination, we also have
    “jurisdiction to reach the merits, at least where there are no relevant factual disputes and the matters
    to be decided are closely related to the interlocutory order being appealed.” Id.; see also Doe v.
    Sundquist, 
    106 F.3d 702
    , 707 (6th Cir. 1997).
    5
    The order does, however, permit MW S to designate a proctor to attend the interviews.
    4
    No. 10-5944, Grant, et al. v. Metropolitan
    In order to review the district court’s decision to grant injunctive relief in this case, we must
    look at the district court’s disparate impact determination—the basis for that injunctive relief. We
    cannot determine whether the district court abused its discretion in awarding injunctive relief unless
    we first determine whether the district court’s finding of liability was correct. Accordingly, we will
    exercise our jurisdiction to review the merits of the district court’s legal determination. Plaintiffs’
    motion to dismiss is DENIED.
    III.
    “This Court’s standard of review in a Title VII discrimination case is narrow.” Dunlap v.
    Tenn. Valley Auth., 
    519 F.3d 626
    , 629 (6th Cir. 2008) (quotation marks omitted). While we review
    legal conclusions de novo, Bailey v. USF Holland, Inc., 
    526 F.3d 880
    , 885 (6th Cir. 2008), we
    review the district court’s findings of fact for clear error, 
    Dunlap, 519 F.3d at 629
    . In reviewing the
    court’s factual findings, “[t]he issue is not whether the district court reached the best conclusion, but
    whether the evidence before the court supported the district court’s findings.” 
    Id. (citation omitted).
    On appeal, Metro argues that Plaintiffs failed to establish their prima facie case of disparate
    impact discrimination, so we limit our discussion accordingly.6 A prima facie case of disparate
    impact discrimination under Title VII requires a plaintiff to (1) identify a specific employment
    6
    Metro also argues that Plaintiffs’ claims should not be analyzed under a disparate impact theory at all because
    they are more amenable to a disparate treatment analysis. However, a Title VII plaintiff is not required to choose one
    discrimination theory to the exclusion of the other. See, e.g., 
    Dunlap, 519 F.3d at 629
    (plaintiff relied on both theories
    to establish discrimination); Carpenter v. Boeing Co., 
    456 F.3d 1183
    , 1192-93 (6th Cir. 2006) (same); Acree v. Tyson
    Bearing Co., Inc., 128 F. App’x 419, 426 (6th Cir. 2005) (stating that “a plaintiff may rely upon one of two alternate
    theories of recovery to establish a claim of illegal discrimination”). Further, a plaintiff may rely on the same set of facts
    to establish liability under either theory. Int’l Bhd. of Teamsters v. United States, 
    431 U.S. 324
    , 335 n.15 (1977).
    5
    No. 10-5944, Grant, et al. v. Metropolitan
    practice and (2) present relevant statistical data that the challenged practice has an adverse impact
    on a protected group. 
    Id. A. Regarding
    the first prong of the prima facie case, the Supreme Court has explained that a
    plaintiff is “responsible for isolating and identifying the specific employment practices that are
    allegedly responsible for any observed statistical disparities.” Watson v. Ft. Worth Bank & Trust,
    
    487 U.S. 977
    , 994 (1988); see also Wal-Mart Stores, Inc. v. Dukes, — S. Ct. —, 
    2011 WL 2437013
    ,
    at *10 (2011). However, if a plaintiff demonstrates that “the elements of [an employer’s]
    decisionmaking process are not capable of separation or analysis, [then] the decisionmaking process
    may be analyzed as one employment practice.” 42 U.S.C. § 2000e-2(k)(1)(B)(i); see also Phillips
    v. Cohen, 
    400 F.3d 388
    , 398 (6th Cir. 2005). Metro claims that Plaintiffs never isolated and
    identified specific employment practices, and that they failed to demonstrate that the practices are
    incapable of separation.
    Plaintiffs’ general claim is that MWS has engaged in “preselection” which caused an adverse,
    disparate impact on black employees. They allege that this preselection has taken many forms,
    including tailored job qualifications, selective interviewing, and subjective decisionmaking. The
    problem, however, is that Plaintiffs make no effort to isolate any of these practices or to examine
    their individual effects on the promotions process. See 
    Watson, 487 U.S. at 994
    ; see also 42 U.S.C.
    § 2000e-2(k)(1)(B)(i).
    Plaintiffs’ failure to identify and isolate the effects of each specific employment practice
    could have been forgiven if they had “demonstrate[d] to the court that the elements of [Metro’s]
    6
    No. 10-5944, Grant, et al. v. Metropolitan
    decisionmaking process are not capable of separation for analysis.” See 42 U.S.C. § 2000e-
    2(k)(1)(B)(i). But they never made any such showing. Although they purported to challenge the
    decisionmaking process as a whole, they never attempted to demonstrate that the elements of that
    process are incapable of separation for analysis.
    The district court appears to have assumed that merely challenging the promotions process
    as a whole is sufficient to take advantage of the statutory exception, but that is simply not the law.
    The law clearly requires plaintiffs to identify and isolate specific employment practices. See 42
    U.S.C. § 2000e-2(k)(1)(B)(i). A plaintiff may challenge the process as a whole only if he first
    demonstrates that its elements are incapable of separation. See 
    id. The district
    court erred by
    allowing Plaintiffs to reap the advantages of the statutory exception without first meeting its
    requirements.
    B.
    Even if Plaintiffs had satisfied the first prong of their prima facie case, their claim would
    nevertheless fail on the second prong. Plaintiffs simply did not present relevant statistical data that
    MWS’s promotion practices caused an adverse, disparate impact on its black employees.
    The Supreme Court has explained that “the plaintiff must offer statistical evidence of a kind
    and degree sufficient to show that the practice in question has caused the exclusion of applicants for
    jobs or promotions because of their membership in a protected group.” 
    Watson, 487 U.S. at 994
    .
    In cases involving promotion policies, “the relevant inquiry is comparing the number of protected
    group members benefitting from promotions with the number seeking them; this figure is then
    contrasted with the corresponding ratio for the non-protected group.” 
    Phillips, 400 F.3d at 399
    ; see
    7
    No. 10-5944, Grant, et al. v. Metropolitan
    also Phillips v. Gates, 329 F. App’x 577, 581 (6th Cir. 2009). Plaintiffs may rely on this comparison
    without regard to candidates’ qualifications. See 
    Phillips, 400 F.3d at 400
    . In instances where the
    data regarding qualified or eligible applicants is incomplete or unavailable, plaintiffs may rely on
    other statistics, “such as measures indicating the racial composition of otherwise-qualified applicants
    for at-issue jobs.” Wards Cove Packing Co. v. Atonio, 
    490 U.S. 642
    , 651 (1989) (quotation marks
    omitted), superseded by statute on other grounds, Civil Rights Act of 1991, Pub. L. No. 102-166,
    105 Stat. 1071, 42 U.S.C. § 2000e-2(k).7
    In this case, Plaintiffs’ evidence was merely a description of the racial demographics of
    MWS’s workforce. Dr. Moomaw’s testimony demonstrated that black employees at MWS were
    disproportionately concentrated in positions which paid less and had fewer opportunities for
    advancement. Dr. Moomaw focused specifically on the representation of “blacks in higher level
    positions compared to the overall black to white ratio at MWS.” He did not look at actual promotion
    rates, nor did he compare the ratios of black and white employees eligible for promotions with those
    who actually received promotions. He explained that, in light of MWS’s alleged practice of altering
    job qualifications and criteria, it was impossible to determine who was actually eligible for
    promotions.
    Plaintiffs’ evidence falls short of the relevant statistical data that the law requires. First, it
    compares the wrong groups of people. Instead of comparing the employees who actually applied for
    7
    The 1991 amendments superseded some aspects of Wards Cove. They permit a plaintiff to challenge an
    employer’s decisionmaking process as a whole if its elements are not capable of separation; and they also superseded
    portions of Wards Cove pertaining to the “business necessity” defense. See 
    Phillips, 400 F.3d at 397-98
    . The
    Amendments did not disturb the aspect of Wards Cove pertaining to statistical evidence, and its holdings on that issue
    remain the law. See 
    id. at 399.
    8
    No. 10-5944, Grant, et al. v. Metropolitan
    or were eligible for promotions with those who received them, see 
    Phillips, 400 F.3d at 399
    ,
    Plaintiffs compared the proportion of black employees in high-paying positions with the proportion
    of black employees within the entire MWS workforce. Plaintiffs allege that it was futile to examine
    actual applicant data because MWS’s allegedly discriminatory practices discouraged black
    employees from applying for promotions; however, in such cases, a plaintiff is still required to
    construct a generally qualified applicant pool. See Wards 
    Cove, 490 U.S. at 651
    . In this case,
    Plaintiffs constructed a pool consisting of the entire MWS workforce, apparently assuming that
    custodians, equipment operators, painters, secretaries, and customer service representatives are
    qualified to work as engineers, biologists, and chemists. The Supreme Court has made clear that this
    type of analysis is deficient. See 
    id. at 653-54.
    Additionally, the district court’s determination that each segment of MWS’s workforce
    should mirror the overall racial demographic of MWS amounts to an impermissible quota system.
    See 
    id. at 652.
            Essentially, Plaintiffs’ evidence shows only that black employees are
    disproportionately represented in lower-paying jobs that have fewer opportunities for advancement.
    However, “[r]acial imbalance in one segment of an employer’s work force does not, without more,
    establish a prima facie case of disparate impact with respect to the selection of workers for the
    employer’s other positions, even where workers for the different positions may have somewhat
    fungible skills . . . .” See 
    id. at 653.
    IV.
    9
    No. 10-5944, Grant, et al. v. Metropolitan
    Because we find that Plaintiffs have failed to meet their prima facie case of disparate impact
    discrimination, we REVERSE the district court’s order. In light of this holding, we DISMISS as
    moot Metro’s appeal as to the order appointing Dr. Kathleen Lundquist as Special Master.
    10
    Nos. 10-5944 & 10-6233
    CLAY, Circuit Judge, dissenting. The decision below was based on the extensive
    evidentiary record that was developed over nine days of trial. The trial judge heard testimony from
    more than twenty witnesses, including two expert statisticians, and received hundreds of documents
    into evidence. In stripping Plaintiffs of their victory, the majority ignores this evidentiary record and
    relies instead on a series of largely unexplained conclusions. Because the district court committed
    no error of law, and the factual findings underpinning its decision are not clearly erroneous, we
    should affirm. The majority has no legal basis to do otherwise, and therefore I respectfully dissent.
    The majority reverses the district court’s finding of liability against Defendant Metropolitan
    Government of Nashville and Davidson County, Tennessee (“Metro”) on the basis that “Plaintiffs
    failed to establish a prima facie case of disparate impact liability.” (Maj. Op. at 1.) To make out a
    prima facie case of disparate impact in violation of Title VII, a plaintiff must “(1) identif[y] a
    specific employment practice to be challenged; and (2) through relevant statistical analysis prove[]
    that the challenged practice has an adverse impact on a protected group.” Dunlap v. Tenn. Valley
    Auth., 
    519 F.3d 626
    (6th Cir. 2008) (citations omitted); see also Lewis v. City of Chicago, 
    130 S. Ct. 2191
    , 2197 (2010). The district court, sitting as finder of fact, found that Plaintiffs had satisfied their
    prima facie burden, and as explained below, its conclusion should be upheld as to each element of
    the prima facie case.
    A.      Identification of Specific Employment Practices
    The district court did not err in finding that Plaintiffs’ burden of identifying the specific
    employment practices that are challenged “is established by a preponderance of the evidence,”
    through proof of the following: “tailoring job qualifications for promotions, lateral transfers,
    11
    Nos. 10-5944 & 10-6233
    selective interview processes for promotions, out-of-class assignments and subjective decision-
    making standards for promotions and discriminatory compensation practices.” (Dist. Ct. Op. at 58-
    59); see also Phillips v. Gates, 329 F. App’x 577, 580 (6th Cir. 2009) (finding sufficient, as to the
    first element, a challenge to the “practices and procedures regarding employee promotions”); Scales
    v. J.C. Bradford & Co., 
    925 F.2d 901
    (6th Cir. 1991) (sustaining challenge to promotion practices,
    specifically: (1) failure to advertise openings; (2) favoritism to friends and associates of supervisors;
    and (3) use of subjective criteria).
    The specific employment practices identified by Plaintiffs as discriminatory are well
    documented in the record. The district court found that Defendant’s posted minimum job
    qualifications “are frequently tailored or altered from the original job descriptions to fit the person
    whom [] management desires to fill the specific position.” (Dist. Ct. Op. at 6.) “As a factual
    matter,” the court explained, “the proof also clearly establishes that [Metro’s Water Services
    Department (“MWS”)] distorts educational requirements, seniority, and experience in its promotion
    decisions of its white employees.” (Id. at 65.) In one instance, Metro eliminated a bachelor’s degree
    requirement for a director position after a qualified black employee applied, and awarded the position
    to a white applicant without a degree, even though the previous director had both bachelor and
    master’s degrees. (Id. at 12-13.)
    With regard to lateral transfers, the district court found that Metro frequently permits white
    employees to transfer internally, thereby circumventing the competitive employment application
    process. (Id.) To the extent that the competitive application process was utilized, the district court
    found that Defendant’s department managers possess discretion over whom to interview for
    12
    Nos. 10-5944 & 10-6233
    promotions, and once the relevant employees are identified, the usual practice is that each
    employee’s supervisor will serve on the interview panel. This results in a highly subjective—and
    problematic—process. See Wal-Mart Stores, Inc. v. Dukes, 
    131 S. Ct. 2541
    , 2554 (2011) (“[A]n
    employer’s undisciplined system of subjective decisionmaking [can have] precisely the same effects
    as a system pervaded by impermissible intentional discrimination.” (internal citation and quotation
    marks omitted; alteration in original)). The problems of this subjective process are exacerbated by
    the frequent variations in the size and composition of interview panels, and the heavy (and
    sometimes controlling) weight accorded the results of an oral interview.
    Additionally, the district court found that Metro has a policy whereby an employee may be
    assigned to fill a temporary vacancy in a higher position—a so-called “out of class assignment”—
    and that after 100 days, the employee would be promoted into the higher position. (Dist. Ct. Op. at
    16-19.) White employees, including six individuals identified at trial, would receive the promotion
    after 100 days, whereas black employees often would not. (Id. at 17.) Additionally, black employees
    working “out of class” are not always paid at the higher “out of class” rate, even though white
    employees were. In one situation, as proved at trial, a black employee assumed the duties of a public
    information officer on an “out-of-class” basis, but was told he was not qualified to fill the position
    on a permanent basis, even though the position was later filled by a biologist without any public
    relations background, at a higher salary than the temporary employee. (Id. at 19.) Situations like
    these are consistent with black employees, as the district court found, being “concentrated in lower
    job classifications at lesser compensation levels.” (Id. at 60.)
    13
    Nos. 10-5944 & 10-6233
    The majority does not explain why the specific employment practices proved by Plaintiffs
    at trial, and identified by the district court, failed to satisfy Plaintiffs’ burden of identification. The
    majority identifies no factual finding by the district court that is clearly erroneous, and cites no legal
    authority to support its conclusion. This sort of truncated analysis is particularly troubling in light
    of the nature and significance of this case—a civil rights class action against a major public
    employer—and the availability of extensive evidence in the record.
    B.      Disparate Impact
    The district court additionally did not err in finding that Plaintiffs carried their burden to
    establish that the challenged practices have an adverse impact on a protected group. The district
    court held that “[t]he specific employment practices alone and in combination have had the effect
    of denying and delaying promotions to black employees [at Metro], as set forth by Dr. [Michael]
    Moomaw’s testimony and analyses and Plaintiffs’ other proof.” (Id. at 59.) The majority offers no
    reason why this conclusion was clearly erroneous.
    As to the statistical proof, the district court concluded based on a binomial distribution
    analysis that the rate of promotions of black employees, across nearly every job category, was three
    to four standard deviations lower than would be expected in the absence of discrimination. See
    Vogel v. City of Cincinnati, 
    959 F.2d 594
    , 600 (6th Cir. 1992); see also Alexander v. Local 496,
    Laborers’ Int’l Union of N. Am., 
    177 F.3d 394
    , 419 (6th Cir. 1999) (Batchelder, J., concurring in part
    and dissenting in part) (reasoning that district court did not clearly err in finding disparate impact
    “[g]iven the extreme statistical disparity” proved at trial). This analysis reflected the report of Dr.
    Moomaw, who recategorized the MWS workforce and analyzed employment data across four
    14
    Nos. 10-5944 & 10-6233
    dimensions, finding “stark and significant differences in representation between white and black
    employees that extend to all categories of MWS’ positions.” (Dist. Ct. Op. at 33); see also Phillips,
    329 F. App’x at 581 (stating that “‘sufficiently substantial’ statistical disparities raise an inference
    of disparate impact”).
    The district court determined that these “widespread statistical imbalances” were a result of
    the employment practices challenged by Plaintiffs. (Dist. Ct. Op. at 60.) Rather than determining
    the effect of each challenged practice, which it found were “not capable of separation for analysis,”
    the district court analyzed Metro’s promotion practices as “one promotion practice.” See 42 U.S.C.
    § 2000e-2(k)(1)(B)(i) (stating that if a “complaining party can demonstrate to the court that the
    elements of a respondent’s decisionmaking process are not capable of separation for analysis, the
    decisionmaking process may be analyzed as one employment practice”). The majority disagrees with
    the district court’s decision to treat the promotional process as one practice, because, as it states,
    Plaintiffs “never attempted to demonstrate that the elements of that process are incapable of
    separation of analysis.” (Maj. Op. at 7.) But the majority offers no legal authority or citation to the
    record, or elucidates why the district court’s finding in that regard is clearly erroneous.
    Considering the process as a whole, the district court made the following factual findings as
    to the cause of the statistical abnormalities, none of which the majority contends is clearly erroneous:
    MWS’s practice of tailoring job descriptions involves removing job requirements for
    higher positions to favor MWS’s white employees. MWS’s altered educational
    requirements for positions that have the actual effect of increasing the number of
    white employees promoted.
    Lateral transfers have the effect of denying MWS’s black employees from
    promotions to higher level positions. MWS used selective oral interviews with open
    discussion of scoring among panel members, and the results of the oral interview
    15
    Nos. 10-5944 & 10-6233
    represented from 50% to 80% or 100% of the selection decision, thus undermining
    the applicant’s seniority and experience.
    . . . MWS’s misuse of out-of-class assignments resulted in the denial of promotions
    to black employees that were given to MWS’s white employees. MWS also delayed
    higher compensation paid to black employees who worked six months to two years
    on an “out-of-class” basis. These black employees were not promoted as white
    MWS employees were and had to file grievances and objections to receive the higher
    pay required by the “out-of-class” policy for such work. . . .
    MWS’s compensation practice . . . resulted in compensation levels of black
    employees who are also concentrated in the lowest grade levels within the same pay
    ranges for white employees. The statistics also show that black employees at MWS
    are also concentrated in lower job classifications at lesser compensation levels. . . .
    (Dist. Ct. Op. at 59-60.)
    The majority overturns the district court’s finding because, as it explains, “Plaintiffs simply
    did not present relevant statistical data that MWS’s promotion practices caused an adverse, disparate
    impact on its black employees.” (Maj. Op. at 7.) According to the majority, “Plaintiffs’ evidence
    was merely a description of the racial demographics of MWS’s workforce.” (Id. at 8.) The majority
    explains that Plaintiffs’ statistical evidence “falls short” because, “instead of comparing the
    employees who actually applied for or were eligible for promotions with those who received them,
    Plaintiffs compared the promotion of black employees in high-paying positions with the proportion
    of black employees within the entire MWS workforce.” (Id. at 9.) Even if the latter comparison was
    problematic, the majority continues, Plaintiffs were “still required to construct a generally qualified
    applicant pool” from which to make a comparison. (Id.)
    As an initial matter, the majority’s insistence on a specific form of statistical evidence has
    no basis in our case law. We have never “limited a plaintiff’s choices in Title VII cases involving
    statistical analysis in any way,” Isabel v. City of Memphis, 
    404 F.3d 404
    , 412 (6th Cir. 2005), and,
    16
    Nos. 10-5944 & 10-6233
    as the Supreme Court recognizes, statistics “come in infinite variety and . . . their usefulness depends
    upon all of the surrounding facts and circumstances.” Int’l Bhd. of Teamsters v. United States, 
    431 U.S. 324
    , 339-40 (1977). The statistical evidence relied upon by the district court was relevant, and
    to the extent it was less than perfect, “such flaws relate to the weight of the [evidence] which is a
    matter for the trier of fact.” Phillips v. Cohen, 
    400 F.3d 388
    , 401-02 (6th Cir. 2005). The majority
    offers no legal authority to support its argument that the district court’s evaluation of the statistical
    evidence was improper as a matter of law. See Johnson v. U.S. Dep’t of Health and Human Servs.,
    
    30 F.3d 45
    , 48 (6th Cir. 1994) (holding that the district court’s view of the sufficiency of statistical
    evidence is reviewed for clear error).
    Moreover, comparing rates of actual promotion would be unhelpful in this case because, as
    the district court found, that comparison would not capture the reality of the promotions process at
    MWS. First, it would understate the promotion rate of white employees. Based on the trial record,
    the district court found that through “lateral transfers” and “out of class” assignments, MWS would
    frequently promote white employees outside of the normal application process. Second, it would
    overstate the promotion rate of black employees because, as the district court found, MWS, and its
    promotion process more generally, discouraged black employees from applying for promotions; this
    was accomplished by informing potential applications that the position was “not an appropriate fit;”
    permitting subjective evaluations by hiring managers; and altering job requirements to fit preselected
    candidates. See Kreuzer v. Brown, 
    128 F.3d 359
    , 364 n.2 (6th Cir. 1997) (citing Harless v. Duck,
    
    619 F.2d 611
    , 617-18 (6th Cir. 1980)).
    17
    Nos. 10-5944 & 10-6233
    The majority suggests that Plaintiffs’ failure to compare actual promotion rates could be
    excused if Plaintiffs had “construct[ed] a generally qualified applicant pool” and compared the
    promotion rates within that pool. (Maj. Op. at 9.) Such a statement, however, reflects the majority’s
    fundamental misunderstanding of this case. As the district court found, “the proof . . . clearly
    establishes that MWS distorts educational requirements, seniority, and experience in its promotion
    decisions of its white employees,” and it is therefore not possible to determine the actual
    qualifications for many positions. (Dist. Ct. Op. at 65.)
    Additionally, even if the actual qualifications for each position could be determined, any
    failure to control for this variable is not fatal under the circumstances of this case, given the extent
    to which Metro obfuscated and apparently manipulated the promotion process. See 
    Phillips, 400 F.3d at 400
    -02 (reversing district court’s dismissal of disparate impact challenge to promotion
    process, and reasoning that the plaintiff’s failure to control for employees’ qualifications in statistical
    data did not render its statistics legally insufficient). The majority’s reasoning to the contrary runs
    counter to well-established case law in this Circuit. See 
    id. (citing Scales,
    925 F.2d at 906 (finding
    gender discrimination on the basis that it took women longer than men to be promoted to the first
    managerial level in the company)).
    Finally, the majority ignores the non-statistical evidence adduced at trial, thereby ignoring
    the extensive testimony by individual plaintiffs as to their “personal experiences with promotion
    decisions at MWS.” (Dist. Ct. Op. at 19-25); see also Int’l Bhd. of 
    Teamsters, 431 U.S. at 340
    (“The
    individuals who testified about their personal experiences with the company brought the cold
    numbers convincingly to life.”). Our cases have recognized that “expert statistical evidence in
    18
    Nos. 10-5944 & 10-6233
    disparate impact cases is not to be considered in a vacuum, as the only evidence permitting plaintiffs
    to meet their prima facie test; it must be considered in light of all the evidence in the record.”
    
    Phillips, 400 F.3d at 401
    (holding that non-statistical evidence of disparate of impact
    “compensate[ed] to some degree for plaintiffs’ failure to demonstrate conclusively that they are
    promoted at lower rates than white employees.” (internal citation and quotation marks omitted)); see
    also Wal-Mart 
    Stores, 131 S. Ct. at 2556
    (recognizing the relevance of testimonial evidence apart
    from statistical evidence in disparate impact cases). This point is lost on the majority.
    Accordingly, because the district court committed no error of law, and the findings of fact
    underlying its decision are not clearly erroneous, we should affirm. The majority refuses to do so,
    and I respectfully dissent.
    19