Tabor v. Hilti, Inc. , 577 F. App'x 870 ( 2014 )


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  •                                                               FILED
    United States Court of Appeals
    UNITED STATES COURT OF APPEALS       Tenth Circuit
    FOR THE TENTH CIRCUIT                      September 2, 2014
    Elisabeth A. Shumaker
    Clerk of Court
    RONICA R. TABOR; DACIA S. GRAY,
    Plaintiffs-Appellants,
    v.                                                         No. 13-5114
    (D.C. No. 4:09-CV-00189-GKF-PJC)
    HILTI, INC., a domestic for profit                         (N.D. Okla.)
    business corporation; HILTI OF
    AMERICA, INC., a foreign for profit
    business corporation,
    Defendants-Appellees.
    ORDER AND JUDGMENT*
    Before HARTZ, TYMKOVICH, and HOLMES, Circuit Judges.
    Ronica R. Tabor and Dacia S. Gray filed claims under Title VII of the Civil
    Rights Act of 1964, alleging sex discrimination by Hilti, Inc. and Hilti of America,
    Inc. (collectively, Hilti). Ms. Tabor appeals the district court’s judgment in favor of
    Hilti, following separate bench and jury trials on her claims asserting disparate
    *
    After examining the briefs and appellate record, this panel has determined
    unanimously that oral argument would not materially assist the determination of this
    appeal. See Fed. R. App. P. 34(a)(2); 10th Cir. R. 34.1(G). The case is therefore
    ordered submitted without oral argument. This order and judgment is not binding
    precedent, except under the doctrines of law of the case, res judicata, and collateral
    estoppel. It may be cited, however, for its persuasive value consistent with
    Fed. R. App. P. 32.1 and 10th Cir. R. 32.1.
    impact and disparate treatment. Ms. Gray appeals the district court’s grant of
    summary judgment to Hilti on her disparate impact claim.
    Exercising jurisdiction under 28 U.S.C. § 1291, we affirm.
    I.    Background
    In their amended complaint, Ms. Tabor and Ms. Gray alleged that Hilti
    discriminated against them and a class of similarly situated plaintiffs on the basis of
    their sex in selecting employees for promotion from customer service jobs to outside
    sales Account Manager positions. The district court refused to certify a class and
    then granted summary judgment in Hilti’s favor on all claims. Tabor v. Hilti, Inc.,
    
    703 F.3d 1206
    , 1211 (10th Cir. 2013). On appeal, we affirmed the district court’s
    denial of class certification, as well as its grant of summary judgment on Ms. Tabor’s
    retaliation claim and Ms. Gray’s disparate treatment claim. 
    Id. at 1230.
    We reversed
    the court’s grant of summary judgment on Ms. Tabor’s disparate treatment and
    disparate impact claims. 
    Id. We also
    directed the court to rule in the first instance on
    Ms. Gray’s disparate impact claim since its earlier order did not spell out the basis
    for summary judgment. 
    Id. at 1227,
    1230.
    On remand, the district court first entered summary judgment in Hilti’s favor
    on Ms. Gray’s disparate impact claim. At Ms. Tabor’s request, the court then
    -2-
    bifurcated her disparate impact and disparate treatment claims, agreeing to try them
    separately. A trial to the court on her disparate impact claim proceeded first.1
    In support of that claim, Ms. Tabor was required to show “that (a) an employment
    practice (b) causes a disparate impact on a protected group.” 
    Id. at 1220.
    We have
    noted that “[s]tatistical evidence is an acceptable, and common, means of proving
    disparate impact.” 
    Id. at 1222
    (internal quotation marks omitted). Ms. Tabor
    presented expert statistical analysis supporting her contention that Hilti’s Global
    Development and Coach Process (the GDCP) was an employment practice that
    caused a disparate impact on a protected group, specifically female employees
    seeking promotions from customer service jobs to outside sales Account Manager
    positions. It was also Ms. Tabor’s burden to show that she was “personally [a]
    victim of discrimination by the challenged employment practice.” 
    Id. at 1221
    n.7
    (internal quotation marks and brackets omitted).
    The district court issued findings of fact and conclusions of law, holding that
    Hilti was entitled to judgment on Ms. Tabor’s disparate impact claim because she had
    not carried her burden to demonstrate that the GDCP caused a disparate impact on the
    protected group. The district court further held that Ms. Tabor failed to show she
    personally suffered discrimination as a result of the GDCP.
    1
    The district court had ruled that the disparate impact claim permitted only
    equitable relief and therefore should be decided by the court. See Aplt. App., Vol. I
    at 189-90.
    -3-
    After the bench trial concluded on Ms. Tabor’s disparate impact claim, the
    court held a pretrial conference on Ms. Tabor’s disparate treatment case. The court
    heard argument on whether the statistical evidence Ms. Tabor had presented in the
    disparate impact trial should be included in the pretrial order for the jury trial on her
    disparate treatment claim. The court ultimately decided to exclude that evidence
    from the pretrial order.
    As the jury trial was beginning, Ms. Tabor filed a motion to amend the pretrial
    order to include the evidence regarding her statistical analysis. The district court
    denied her motion, and Ms. Tabor’s disparate treatment case proceeded to trial
    without admission of her expert statistical evidence. The jury returned a verdict in
    favor of Hilti.
    II.    Discussion
    Ms. Tabor contends that the district court erred in deciding her disparate
    impact claim by holding that her statistical analysis failed to show that the GDCP
    caused a disparate impact on the protected group. She also asserts that the district
    court erred in concluding that she failed to show she personally suffered
    discrimination as a result of the GDCP.
    As to her disparate treatment claim, Ms. Tabor argues that the district court
    erred in excluding her statistical evidence from the pretrial order and in denying her
    motion to amend the pretrial order to include that evidence.
    -4-
    Ms. Gray contends that the district court erred in granting Hilti summary
    judgment on her disparate impact claim.
    A.     Ms. Tabor’s Disparate Impact Claim
    Ms. Tabor had the burden to show that the challenged employment practice—
    the GDCP—caused a disparate impact on female employees seeking promotions from
    customer service jobs to outside sales Account Manager positions. See 
    Tabor, 703 F.3d at 1222
    . For her statistical evidence to be reliable, it had to “isolate and
    identify the specific employment practices that are allegedly responsible for any
    observed statistical disparities.” 
    Id. at 1223
    (internal quotation marks and brackets
    omitted).
    The requirement to isolate the challenged employment practice is
    important because it goes directly to causation. . . . [A] plaintiff cannot
    establish her claim simply by showing that, at the bottom line, there is
    an imbalance in the work force. The imbalance must actually be a result
    of the challenged employment practice.
    
    Id. at 1223
    -24 (citation and internal quotation marks omitted).
    The district court found that Hilti’s GDCP and its interview process are
    separate processes. It then held that, because Ms. Tabor’s statistical analysis failed to
    isolate the GDCP from the interview process, the evidence did not show that the
    disparate impact was caused by the GDCP. The court ultimately ruled that Ms. Tabor
    had not carried her burden to demonstrate that the GDCP caused a disparate impact
    on the protected group.
    -5-
    The district court did not commit clear error in concluding that Hilti’s GDCP
    and interview process are separate. We do not reach Ms. Tabor’s second contention
    that the GDCP and the interview process were not capable of separation for analysis
    because she did not raise that issue in the district court.
    To better understand Ms. Tabor’s contentions, we begin our analysis with a
    summary of the district court’s relevant findings of fact and conclusions of law.
    1.     District Court’s Findings of Fact
    a.     Facts Regarding the GDCP
    Ms. Tabor alleged that “the GDCP was the employment practice responsible
    for the alleged disparate impact.” Aplt. App., Vol. V at 1574. The district court
    found that the “GDCP tracks different aspects of an employee’s readiness to promote,
    and is made up of two components: the Performance Management Process (‘PMP’)
    and the Strategic Management Development (‘SMD’) process.” 
    Id. at 1570-71.
    Under the PMP, a Hilti manager evaluates an employee’s past performance and sets
    her goals going forward. The SMD process includes ratings assessing an employee’s
    mobility (M-rating) and her promotability (P-rating). For example, an M1-D rating
    means the employee is “[r]eady to move anywhere domestically.” 
    Id. at 1572.
    An
    employee with a P1 rating is considered “[r]eady for next development step within
    12 months.” 
    Id. The court
    further found that “The Red Thread Dimensions are Hilti’s ‘core
    values’ that run through everything in the organization and its employee
    -6-
    management.” 
    Id. at 1573
    (internal quotation marks omitted). The Red Thread
    Dimensions consist of six criteria: “Understanding and Defining what need[s] to be
    done,” “Getting things done,” “Working with Others,” “Developing Yourself &
    Others,” “Functional Expertise,” and “Understanding the Business.” 
    Id. These dimensions
    “are interwoven into both components of the GDCP[:] the PMP and SMD
    processes.” 
    Id. at 1574.
    They are also “interwoven into the interview process.
    Interviewers rate a candidate on a scale of 1-5 based on the interviewer’s judgment of
    whether the candidate meets or exceeds the criteria for successful job performance
    within each of the dimensions.” 
    Id. (citation omitted).
    Importantly, the district court also found that “[t]he SMD process identifies
    employees who are interested in promotional opportunities within Hilti,” and that
    “[t]he output of the SMD process is a ‘pool’ or list of employees used as a
    management tool to track employees interested in promotions.” 
    Id. at 1571.
    The
    court further found that “[t]he potential candidates on the SMD list must interview
    and compete for future jobs. Thus, the promotional process for prospective Account
    Managers involves both the GDCP and a separate interview process. The SMD
    process and the interview process are different processes.” 
    Id. (citation omitted).
    b.     Facts Regarding Ms. Tabor’s Statistical Analysis
    The district court noted that Ms. Tabor’s expert analysis found “a statistically
    significant (at a 95% confidence level) disparate impact based on sex when reviewing
    Account Managers hired [during the relevant time periods] compared to the proxy
    -7-
    feeder group [of all Base Market employees].” 
    Id. at 1579.
    But as we discuss below,
    the district court did not credit this testimony.
    c.      Facts Regarding Ms. Tabor
    The district court found that Ms. Tabor worked for Hilti in customer service
    positions beginning in January 2006. As of April 2007, she had expressed an interest
    in becoming a customer service Team Leader. She was rated a P1 under the SMD
    process at that time. During the third quarter of 2007, Ms. Tabor decided she wanted
    to pursue promotion to an Account Manager position. She applied to be an Account
    Manager in the fall of 2007, and interviewed for jobs located in two different cities in
    November of that year. Three candidates were interviewed—two women and one
    man. The other candidates were both offered Account Manager positions; Ms. Tabor
    was not. Ms. Tabor’s PMP review dated January 31, 2008, indicated she was mobile
    with a geographic preference for five states. Her review predicted that she would be
    an Account Manager by the first or second quarter of 2008. Ms. Tabor resigned from
    Hilti effective April 5, 2008.
    2.     District Court’s Conclusions of Law
    The court determined that, “[b]ecause the GDCP is an employee development
    process that generates a talent pool of internal candidates who may be interviewed
    for promotions, it functions as an employment practice.” Aplt. App., Vol. V at 1583.
    But the court held that the evidence was insufficient to demonstrate that the GDCP
    caused a disparate impact.
    -8-
    The court initially held that Ms. Tabor’s expert statistical analysis was
    “methodologically sound and reliable.” 
    Id. Due to
    a lack of data indicating which
    Hilti employees had actually applied for Account Manager positions, the court
    concluded that Ms. Tabor’s analysis had identified a proper proxy for the applicant
    pool for those jobs, specifically three categories of customer service positions that
    Hilti considered the “Base Market.” 
    Id. at 1584.
    The statistical analysis also
    “controlled for important variables other than sex that could impact promotion rates.”
    
    Id. As a
    result of Hilti’s incomplete data, the court held that Ms. Tabor’s failure to
    control for SMD P- and M-ratings did not render the analysis unreliable.
    The court held, however, that Ms. Tabor’s statistical analysis “did not isolate
    the GDCP.” 
    Id. at 1585.
    It elaborated as follows:
    [The expert] report compares eventual Account Managers to the proxy
    of Base Market employees. The GDCP outputs a pool of potentially
    promotable employees. To move from Base Market to Account
    Manager requires an employee to go through an additional process – the
    interview process – which is separate from the GDCP. And external
    applicants are not directly subject to the GDCP at all.
    
    Id. The court
    concluded that, “[b]ecause [the expert analysis] does not isolate the
    GDCP from the interview process, the disparate impact may be caused by one or both
    of those processes. And without knowing which of those processes cause[s] the
    alleged disparate impact, the court would be unable to fashion an appropriate
    equitable remedy.” 
    Id. Ultimately, the
    court held that “[b]ecause the statistical
    evidence does not isolate the GDCP, [Ms.] Tabor has not carried her burden of
    -9-
    demonstrating that the GDCP causes a disparate impact on female feeder pool
    applicants who apply for outside sales Account Manager positions.” 
    Id. at 1586.
    The district court further determined that Ms. Tabor was not affected by the
    GDCP: “Tabor applied for an Account Manager position, participated in the GDCP,
    earned the highest [P-]rating possible, and interviewed for the Account Manager
    positions. Thus, through the GDCP, Tabor secured an interview for the Account
    Manager positions.” 
    Id. at 1587.
    The court concluded that the decision not to hire
    Ms. Tabor as an Account Manager “resulted from the interview process, not the
    GDCP. Therefore, even if [Ms.] Tabor had demonstrated the GDCP caused a
    disparate impact on female Account Manager applicants, that discrimination would
    not have applied to her personally.” 
    Id. 3. Standards
    of Review
    “In an appeal from a bench trial, we review the district court’s factual findings
    for clear error and its legal conclusions de novo.” Keys Youth Serv., Inc. v. City of
    Olathe, 
    248 F.3d 1267
    , 1274 (10th Cir. 2001).2 The district court’s factual findings
    are clearly erroneous only if they are “without factual support in the record, or if the
    appellate court, after reviewing all the evidence, is left with the definite and firm
    conviction that a mistake has been made. If there are two permissible views of the
    evidence, the fact-finder’s choice between them cannot be clearly erroneous.”
    2
    Ms. Tabor does not address in her opening brief the standard of review
    applicable to each of her claims, as required by Fed. R. App. P. 28(a)(8)(B).
    - 10 -
    Curtis v. Okla. City Pub. Sch. Bd. of Educ., 
    147 F.3d 1200
    , 1217 (10th Cir. 1998)
    (citation and internal quotation marks omitted).
    The applicable standard of review for a claim of error in a disparate impact
    case “depends upon the basis of the alleged error.” Villanueva v. Carere, 
    85 F.3d 481
    , 486 (10th Cir. 1996). We review for clear error the district court’s factual
    determination that Hilti’s GDCP and interview processes are separate processes. See
    
    id. at 486-87
    (applying clear error review to factual findings underlying the court’s
    disparate impact determination). We review de novo the district court’s holding that
    Ms. Tabor did not satisfy her burden to show a disparate impact because her
    statistical analysis failed to isolate the GDCP. See 
    id. (holding appellate
    court
    reviews district court’s “method of analysis” de novo).
    4.     The District Court’s Finding that Hilti’s GDCP and its
    Interview Process are Separate Processes was not Clearly
    Erroneous
    Ms. Tabor asserts there is no evidence that the interview process and the
    GDCP are separate processes. She maintains that the interview is a component of the
    GDCP and that all GDCP components are interrelated through the Red Thread
    Dimensions. She fails, however, to show that the district court’s finding on this issue
    was clearly erroneous.
    Khesa Pinkard, a former Regional Manager with Hilti (and plaintiff’s witness),
    testified that the GDCP consists of the PMP and the SMD, intertwined with the Red
    Thread Dimensions. Aplt. App., Vol. III at 683-84; 689-90. She stated, as well, that
    - 11 -
    a document titled Hilti’s SMD & Red Thread Process Manual outlines the GDCP.
    
    Id. at 685.
    That process manual cautions employees that “[t]he SMD process
    never guarantees a promotion to an individual. The output is a ‘pool’ of potential
    candidates that will need to interview and compete for future jobs!” 
    Id., Vol. II
    at 425.
    Ms. Tabor’s statistical analysis was intended to demonstrate a disparate impact
    on women caused by the GDCP. Her expert witness testified regarding his
    understanding of the GDCP, stating that it included “coaching,” “feedback,” and
    “evaluations.” 
    Id., Vol. II
    I at 984. He also indicated that the SMD & Red Thread
    Process Manual described what he understood to be the GDCP. 
    Id. at 985.
    David Perkins, a director with Hilti, testified that the SMD process and the
    interview process are separate processes. 
    Id., Vol. IV
    at 1275. Christy Graybill,
    another Hilti director, testified that the SMD is not a selection process; rather, “[i]t
    helps coach and develop our team members in their career path.” 
    Id. at 1326.
    She
    stated that the outcome of the SMD process is to provide “a talent pool from which
    we’ve identified candidates who are ready to take on a next role and as soon as
    they’re able to interview for a next position.” 
    Id. Addressing the
    SMD & Red
    Thread Process Manual, see 
    id. at 1329,
    Ms. Graybill testified the process described
    in the manual is designed to help employees get into the interview pool for positions
    they are interested in, and that it does not impact who is actually selected for a
    competitive job, 
    id. at 1331-32.
    She also made clear that, in addition to promoting
    - 12 -
    from within, Hilti also fills Account Manager positions through external hires.
    
    Id. at 1389.
    The district court found that the GDCP is made up of two components: the
    PMP and the SMD. It concluded that the SMD process outputs a pool of employees
    interested in promotion to other positions within Hilti, who “must interview and
    compete for future jobs. Thus, the promotional process for prospective Account
    Managers involves both the GDCP and a separate interview process. The SMD
    process and the interview process are different processes.” 
    Id., Vol. V
    at 1571
    (citation omitted). The court concluded further that “[t]he GDCP applie[s] only to
    internal applicants, and thus [does] not apply to all prospective Account Managers.”
    
    Id. at 1574.
    Based on the evidence presented at trial and the reasonable inferences
    therefrom, the district court’s findings are not clearly erroneous.
    5.   Ms. Tabor Failed to Raise in the District Court her
    Contention that the GDCP and the Interview Process are not
    “Capable of Separation for Analysis”
    Title VII provides that a plaintiff must “demonstrate that each particular
    challenged employment practice causes a disparate impact.” 42 U.S.C.
    § 2000e-2(k)(1)(B)(i). But the statute provides for an exception to that burden if the
    plaintiff can instead “demonstrate to the court that the elements of a respondent’s
    decisionmaking process are not capable of separation for analysis.” 
    Id. In that
    case,
    “the decisionmaking process may be analyzed as one employment practice.” 
    Id. - 13
    -
    Ms. Tabor contends that, even if the GDCP and the interview process are
    separate processes, the district court erred by presuming that the interview process is
    capable of analytic isolation from the GDCP components. In that way it thereby
    erred in concluding that she failed to carry her burden to prove a disparate impact
    caused by the GDCP. She argues that all of the components of the GDCP and the
    interview process are interrelated and tightly integrated through the use of
    overlapping criteria, namely the Red Thread Dimensions. As a result, she maintains,
    the GDCP and the interview process are not capable of separation for analysis. See,
    e.g., Muñoz v. Orr, 
    200 F.3d 291
    , 304 (5th Cir. 2000) (“[W]here a promotion system
    uses tightly integrated and overlapping criteria, it may be difficult as a practical
    matter for plaintiffs to isolate the particular step responsible for observed
    discrimination.”). And she contends that the district court erred in presuming
    otherwise.
    Under § 2000e-2(k)(1)(B)(i), it was Ms. Tabor’s burden to demonstrate that
    the GDCP and the interview process are not capable of separation for analysis and
    should be analyzed as one employment practice. She argued in the district court that
    the elements of the GDCP are not capable of separation for analysis, and she does not
    assert on appeal that the district court failed to treat the GDCP as a single
    employment practice. But she did not raise that contention with respect to the GDCP
    and the interview process. “[O]ur general rule is not to address arguments that were
    not first presented to the district court.” Carpenter v. Boeing Co., 
    456 F.3d 1183
    ,
    - 14 -
    1198 n.2 (10th Cir. 2006) (declining to address contention that evidence was
    “sufficient to trigger subsection 2000e-2(k)(1)(B)(i),” when plaintiffs failed to show
    they raised that issue in the district court); see also Utah Animal Rights Coal. v. Salt
    Lake Cnty., 
    566 F.3d 1236
    , 1244 (10th Cir. 2009) (“[W]e generally do not consider
    new theories on appeal—even those that fall under the same general category as one
    that was presented in the district court.”).
    We reach this conclusion for several reasons. First, the final pretrial order for
    the bench trial on Ms. Tabor’s disparate impact claim identified the GDCP as the
    challenged employment practice, Aplt. App., Vol. II at 392, and listed as an issue to
    be tried: “Whether the elements of defendants’ decision-making process are capable
    of separation for analysis and, if so, whether the court should analyze the decision-
    making process as one employment practice,” 
    id. at 394.
    Hilti argued in closing that
    the evidence showed the GDCP and the interview process are separate processes and
    that the GDCP is not a selection process. The district court indicated at that time that
    it was struggling with the question of what aspect of the GDCP Ms. Tabor contended
    was the cause of the disparate impact.
    Then, in her post-trial brief, Ms. Tabor described the GDCP as made up of the
    PMP, the SMD, and the Red Thread Dimensions. See 
    id., Vol. V
    at 1539. She did
    not mention the interview process. Ms. Tabor acknowledged the district court’s
    request that she pinpoint what aspect of the GDCP caused the disparate impact.
    See 
    id. at 1540.
    She argued that the court should characterize the GDCP as a single
    - 15 -
    employment practice because the GDCP is an overly subjective process lacking
    uniform criteria and providing supervisors with unbridled discretion. She continued
    by describing the overly subjective aspects of the SMD and the PMP, again not
    mentioning the interview process. See 
    id. at 1540-42.
    Thus, Ms. Tabor did not
    indicate to the district court that she was “attempting to make the required showing of
    analytical inseparability,” 
    Carpenter, 456 F.3d at 1198
    n.2, specifically with regard
    to the GDCP and the interview process, and the district court did not make any ruling
    on that issue. We therefore decline to address her argument for the first time on
    appeal.
    We affirm the district court’s judgment in favor of Hilti on Ms. Tabor’s
    disparate impact claim.3
    B.     Ms. Tabor’s Disparate Treatment Claim
    Regarding her disparate treatment claim, Ms. Tabor argues that the district
    court erred in excluding her statistical analysis evidence from the pretrial order, and
    in denying her motion to amend the pretrial order to include that evidence. Both at
    the pretrial conference, and in response to Ms. Tabor’s motion to amend the pretrial
    order, the district court emphasized its decision, at her request, to try separately her
    disparate impact and disparate treatment claims. It noted its bifurcation decision was
    3
    Because Ms. Tabor has not shown error in the district court’s dispositive ruling
    that her statistical analysis failed to demonstrate that the GDCP had a disparate
    impact on the protected group, we need not address her alternative argument that the
    district court erred in concluding that she was not personally affected by the GDCP.
    - 16 -
    based, in part, on avoiding jury confusion regarding the statistical evidence. We find
    no abuse of discretion in the district court’s rulings.
    Federal Rule of Civil Procedure 16(c) “authorizes the district courts to hold
    pretrial conferences designed to aid in the disposition of cases, and enter orders
    subsequent thereto which control the subsequent course of the action, unless
    modified at trial to prevent manifest injustice.” Smith v. Ford Motor Co., 
    626 F.2d 784
    , 795 (10th Cir. 1980) (internal quotation marks and ellipsis omitted). The
    pretrial order “insure[s] the economical and efficient trial of every case on its merits
    without chance or surprise,” and “measures the dimensions of the lawsuit, both in the
    trial court and on appeal.” 
    Id. (internal quotation
    marks omitted). Rule 16 lists the
    matters to be considered at the pretrial conference, including “formulating and
    simplifying the issues,” “avoiding unnecessary proof and cumulative evidence,”
    “determining the form and content of the pretrial order,” and “ordering a separate
    trial under [Fed. R. Civ. P.] 42(b) of a claim.” Fed. R. Civ. P. 16(c)(2)(A), (D), (J)
    & (M). Rule 42(b) provides that, “[f]or convenience, to avoid prejudice, or to
    expedite and economize, the court may order a separate trial of one or more
    separate . . . claims.”
    1.     District Court’s Bifurcation Decision
    “District courts have broad discretion in deciding whether to sever issues for
    trial . . . .” F.D.I.C. v. Everett A. Holseth & Co., 
    36 F.3d 1004
    , 1008 (10th Cir. 1994)
    (internal quotation mark omitted). Here, the district court’s initial inclination was to
    - 17 -
    proceed with one trial addressing both of Ms. Tabor’s discrimination claims. See
    Aplt. App., Vol. I at 190 (directing parties to address how the disparate impact claim
    would be tried and suggesting “[o]ne alternative might be to try the [disparate
    treatment claim] to the jury, and to present any additional evidence to the court on
    the disparate impact claim during jury deliberations”). The court indicated that,
    under its suggested approach, Ms. Tabor could present her disparate impact evidence
    to the court in written form. 
    Id. at 212.
    Ms. Tabor responded that she would prefer to try the disparate impact claim
    first and thereby avoid “confusing the jury with it.” 
    Id. at 213.
    The court
    preliminarily agreed with this proposal, likewise expressing a concern about the jury
    being confused by the statistical data to be presented on the disparate impact claim.
    See 
    id. at 213-14.
    Ms. Tabor then commented that “part of the reason the disparate
    impact claim is viewed as equitable . . . is that there’s judicial expertise in dealing
    with difficult statistical information like that.” 
    Id. at 214.
    The district court
    ultimately decided to grant Ms. Tabor’s request to try her disparate impact claim to
    the court first, followed by a separate jury trial on her disparate treatment claim.
    2.     The District Court did not Abuse its Discretion by Excluding
    the Statistical Evidence from the Pretrial Order in
    Ms. Tabor’s Disparate Treatment Case
    At the pretrial conference for Ms. Tabor’s disparate treatment claim, the court
    heard argument on whether her statistical evidence should be included in the pretrial
    order. The court initially observed:
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    It seems to the court that we bifurcated this matter at plaintiff’s request
    and tried the disparate impact case first at plaintiff’s request. Disparate
    impact evidence has no bearing in terms of statistics and the like in a
    disparate treatment case so . . . that evidence is simply not going to
    come in again in the disparate treatment [trial].
    
    Id., Vol. V
    at 1590-91. The court noted further that the disparate treatment trial
    would focus on comments related to Ms. Tabor’s gender allegedly made by a Hilti
    Division Manager during her interview for the Account Manager positions, not on
    whether the GDCP caused a disparate impact on female employees. Ms. Tabor did
    not disagree, but argued nonetheless that the statistical analysis was evidence that a
    jury could consider in a disparate treatment trial.
    The court then reviewed its rationale for bifurcating the claims and trying them
    separately, stating that “part of the rationale given for trying disparate impact first to
    the court was so as not to confuse the jury with statistics. . . . And frankly, I am very
    reluctant to go that direction.” 
    Id. at 1603.
    The court stated further:
    [W]e’ve already spent four days in trial on this case, and one of the
    reasons for doing that was for judicial economy as well as to try to save
    money for the clients for both sides. And now you’re saying the same
    evidence that came in before me can come in before the jury. Now, I
    really have a little problem with that because basically we’re doing the
    same thing twice. Had you persuaded me of that beforehand, we would
    have tried it all [at] once and I would have decided the equitable side
    and the jury would have decided the legal side. And, in fact, that’s how
    I went into our first series of final pretrial conferences, of wanting to do
    that, and you took the position that it was necessary to bifurcate and
    persuaded me of that.
    
    Id. at 1604-05.
    - 19 -
    Ms. Tabor countered that the reason for bifurcating the claims was to prevent
    the jury from deciding the disparate impact claim. She maintained that jury
    confusion could be avoided and judicial economy could be served by admitting only
    the transcript of the expert’s testimony in the disparate treatment trial. The district
    court was not persuaded and concluded as follows:
    I don’t think that testimony which focuses on the alleged disparate
    impact of the GDCP process is proper before a jury particularly after I
    was persuaded to bifurcate so as to avoid confusing the jury with it.
    And in terms of regression analyses, frankly it’s hard enough for
    us as lawyers and judges to wrap our heads around that as opposed to a
    jury. That’s what the focus of the expert testimony was.
    . . . . So based upon what I’ve been presented here, we’ll keep
    the statistical evidence separate, and that is firmly within the bosom of
    the court, believe me.
    
    Id. at 1606-07
    (emphasis added).
    In making this ruling, the court carried through its previous reasoning in
    bifurcating the claims. “A trial court necessarily possesses considerable discretion in
    determining the conduct of a trial, including the orderly presentation of evidence.
    Even evidence which is relevant may be excluded in order to promote the
    administration of the judicial process . . . .” Thweatt v. Ontko, 
    814 F.2d 1466
    , 1470
    (10th Cir. 1987) (citation omitted). As noted, Ms. Tabor requested the separate trials
    and expressed agreement with the court’s primary basis for doing so. She has not
    shown that the district court abused its discretion in excluding her statistical evidence
    from the pretrial order for her disparate treatment jury trial.
    - 20 -
    3.     The District Court did not Abuse its Discretion in Denying
    Ms. Tabor’s Motion to Amend the Pretrial Order
    On the first day of the jury trial, Ms. Tabor moved the district court to amend
    the pretrial order to include her statistical evidence. She argued the amendment was
    necessary to prevent manifest injustice because the evidence was relevant to her
    disparate treatment claim, and without it she would not be able to fully and fairly
    litigate her claim; that Hilti would not be prejudiced, or any prejudice could be cured;
    and that she was not proceeding in bad faith by seeking an amendment.
    After further argument by the parties, the district court denied Ms. Tabor’s
    motion to amend. While acknowledging “that evidence of pretext may include prior
    treatment of plaintiff, [and] the employer’s policy and practice regarding minority
    employment, including statistical data,” Aplt. App., Vol. V at 1754 (internal
    quotation marks omitted), the court nonetheless concluded:
    Given where we are – and I think I need to put this in context –
    the plaintiff[] had convinced me before we tried the disparate impact
    case to bifurcate and to try the disparate impact case first. One of the
    convincing arguments or the convincing considerations at that time –
    and the record will reflect – that by doing that we wouldn’t have to
    present to a jury in the disparate treatment portion of the case the
    statistical evidence here.
    ....
    . . . [H]aving bifurcated the case in part to consider the statistical
    data in connection with the disparate impact claim . . . .
    . . . I believe it would, No. 1, be extremely prejudicial to the
    defense given that here just minutes before trial we have a motion to
    amend to admit the statistical evidence and it would severely prejudice
    the defendant insofar as the defendant would then have to marshal facts
    - 21 -
    to defend against that statistical evidence in the disparate treatment
    case.
    ....
    I think now it would be extremely prejudicial to do an about-face,
    particularly an about-face with regard to plaintiff’s procedural position
    that we would present the statistical evidence to me in the disparate
    impact case, and had it been clear to me that the plaintiff wished to
    present statistical evidence in the disparate treatment case, we would
    have tried this once and I would simply have made the decision on the
    disparate impact claim separately and apart from the jury.
    So with due respect, the last-minute motion to amend the pretrial
    order . . . will be denied.
    
    Id. at 1753-55.
    “We review the denial of a motion to amend a pretrial order for an abuse of
    discretion.” Davey v. Lockheed Martin Corp., 
    301 F.3d 1204
    , 1208 (10th Cir. 2002).
    A pretrial order will only be amended “to prevent manifest injustice.” 
    Id. (internal quotation
    mark omitted).
    We consider the following factors in a challenge to a district court’s
    denial of a motion to amend the pretrial order and resulting exclusion of
    an issue: (1) prejudice or surprise to the party opposing trial of the
    issue; (2) the ability of that party to cure any prejudice; (3) disruption
    by inclusion of the new issue; and (4) bad faith by the party seeking to
    modify the order. We also take into consideration the timeliness of the
    movant’s motion to amend the order.
    
    Id. at 1210
    (citation and internal quotation marks omitted).
    The district court did not abuse its discretion in applying these factors. It
    reiterated that one of the considerations in bifurcating the disparate impact claim and
    trying it first was to avoid confusing the jury with the statistical evidence. The court
    referred to Ms. Tabor’s “about-face” with regard to that procedural position, to which
    - 22 -
    she had previously acquiesced. Aplt. App., Vol. V at 1755. It stated it would have
    tried both claims together had she made clear her intent to present the statistical
    evidence in her disparate treatment case. The court concluded that Hilti would be
    prejudiced by having to marshal facts to defend against that evidence in the disparate
    treatment jury trial. And it referred to Ms. Tabor’s “last-minute motion to amend the
    pretrial order.” 
    Id. Ms. Tabor
    first asserts that her statistical evidence was relevant to her
    disparate treatment claim, but the district court did not hold otherwise. She contends
    that she did not intend, by bifurcating her claims, that she would later be precluded
    from introducing relevant evidence to the jury in her disparate treatment case. But
    this argument ignores her agreement during the pretrial conference preceding the
    bench trial that separate trials would avoid jury confusion regarding the statistical
    evidence. Finally, Ms. Tabor contends that Hilti would not have been prejudiced or
    surprised. But she ignores that Hilti had proceeded since the court’s decision to
    bifurcate her claims on the assumption that it would not be defending against the
    statistical evidence in the jury trial on her disparate treatment claim. It was within
    the district court’s discretion to consider the impact of Ms. Tabor’s last-minute
    motion to amend the pretrial order on Hilti’s prepared defense. Finding no abuse of
    discretion in the district court’s determinations regarding the pretrial order for
    Ms. Tabor’s disparate treatment trial, we affirm the judgment in favor of Hilti on that
    claim.
    - 23 -
    C.     Ms. Gray’s Disparate Impact Claim
    In discussing Ms. Gray’s disparate impact claim in Tabor, we stated that “Hilti
    has offered undisputed evidence that multiple managers warned Ms. Gray about
    performance and disciplinary 
    problems.” 703 F.3d at 1227
    . We advised that, “[i]f
    the district court determines there is no genuine dispute that Ms. Gray was
    unqualified for the promotion based upon criteria not connected to the challenged
    employment practice, then summary judgment in Hilti’s favor is appropriate.” 
    Id. On remand,
    the district court entered summary judgment against Ms. Gray on
    her disparate impact claim, holding there was “no genuine dispute that [she] was
    unqualified for promotion based on criteria not connected to the GDCP system.”
    Aplt. App., Vol. VIII at 2802. In reaching this conclusion, the court referenced its
    previous summary judgment ruling on Ms. Gray’s disparate treatment claim, in which
    it held she was not qualified for the Account Manager position due to her lack of
    field training and personal concerns about her job performance expressed by her
    managers. The court held that these criteria were not connected to the GDCP.
    We review a district court’s grant of summary judgment de novo, viewing the
    facts in the light most favorable to Ms. Gray and drawing all inferences in her favor.
    
    Tabor, 703 F.3d at 1215
    . Summary judgment is appropriate “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.” Fed. R. Civ. P. 56(a).
    - 24 -
    Ms. Gray contends the district court erred in concluding that Hilti’s failure to
    promote her was unconnected to the GDCP. She maintains that her lack of field
    training and her managers’ concerns about her job performance were connected to the
    challenged employment practice because manager discretion and the process of
    defining “qualified” employees were one and the same under the overly subjective
    GDCP.
    As to her performance issues, Ms. Gray points to evidence that male
    employees with lower P-ratings than hers were nonetheless promoted. She asserts
    that “[e]vidence that Plaintiff Gray’s supervisors had personal concerns regarding her
    qualification for promotion go directly to the subjective nature of the GDCP and are
    not unconnected to the challenged employment practice at all.” Aplt. Opening Br. at
    50. We agree. The district court failed to explain its conclusion that a manager’s
    personal concerns regarding an employee’s performance are unrelated to the
    subjective ratings assigned to the employee under the GDCP.
    But the district court also relied on evidence of Ms. Gray’s lack of field
    training. She does not dispute that field training was an objective requirement for
    promotion to Account Manager. She maintains, however, that this criterion is
    likewise connected to the overly subjective GDCP because managers had unfettered
    discretion to allow only male employees to complete field training, thereby keeping
    female employees “unqualified” to become Account Managers. The district court
    held that this criterion was unrelated to the GDCP because no one from Ms. Gray’s
    - 25 -
    division—male or female—was permitted to do field training during the relevant
    time period. Ms. Gray argues there is a genuine dispute regarding that fact.
    In reaching its conclusion that field training was unavailable to any employee,
    the district court referenced its summary judgment ruling on Ms. Gray’s disparate
    treatment claim.4 There the court stated that Ms. Gray
    attempted to get more field experience in 2008 because it was a
    prerequisite for promotion to outside sales. During the period
    [Ms.] Gray sought field experience, however, no customer service
    employees were permitted to go on field training because the
    department was short-handed and field training typically lasted one to
    two weeks.
    ECF 123 at 3. Ms. Gray does not contest the district court’s finding regarding the
    relevant time period during which she sought further field training. We conclude that
    the evidence she cites does not show that male employees were permitted to do field
    training at that time. See Aplt. App., Vol. VIII at 2524, 2548 (Ms. Gray’s deposition
    testimony identifying four male employees who she witnessed being offered field
    training or engaging in field training, without any indication of the timeframe); 
    id. at 2612
    (document noting male job applicant completed a “[f]ield ride” in November
    2007); see also ECF 120-2 at 2 (affidavit of same job applicant distinguishing his
    4
    Ms. Gray did not include this order in the Appellants’ Appendix. We take
    judicial notice of the district court’s docket, specifically its order granting summary
    judgment in favor of Hilti on Ms. Gray’s disparate treatment claim. See Tabor v.
    Hilti, Inc., No. 09-cv-189-GKF-FHM (N.D. Okla. Sept. 2, 2011) (order granting
    summary judgment), ECF No. 123 (hereafter cited by ECF and page number); see
    also United States v. Ahidley, 
    486 F.3d 1184
    , 1192 n.5 (10th Cir. 2007) (court has
    discretion to take judicial notice of publicly filed records concerning matters bearing
    directly on disposition of case at hand).
    - 26 -
    one-day field ride in November 2007 from “field coverage” completed by inside sales
    employees for training purposes).5 Ms. Gray has not shown error in the district
    court’s conclusion that she was unqualified for a promotion to Account Manager
    based upon a criterion—lack of field training—not connected to the GDCP.
    The judgment of the district court is affirmed.
    Entered for the Court
    Timothy M. Tymkovich
    Circuit Judge
    5
    We take judicial notice of Hilti’s reply and exhibits in support of its summary
    judgment motion, which Ms. Gray also did not include in the Appellants’ Appendix.
    See Tabor v. Hilti, Inc., No. 09-cv-189-GKF-FHM (N.D. Okla. Mar. 11, 2011) (reply
    in support of summary judgment motion), ECF No. 120.
    - 27 -