Federal Circuits, 10th Cir. (August 12, 1999)
Docket number: 98-1125
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U.S. Court of Appeals for the 8th Cir. - Ian Maitland, Appellant, v. University of Minnesota; Regents of the University of Minnesota; Wendell R. Anderson; M. Elizabeth Craig; Jean B. Keffeler; Elton A. Kuderer; H. Bryan Neel, Sued as H. Bryan Neel Iii; Mary J. Page; Lawrence Perlman; Thomas R. Reagan; David K. Roe; Darrin M. Rosha; Stanley D. Sahlstrom; Ann J. Wynia; Julie Bleyhl, Sued as Julie A. Bleyhl; William E. Hogan, Iii; Hyon T. Kim; William Peterson, Sued as William R. Peterson; Nils Hasselmo, University of Minnesota President, Appellees., 155 F.3d 1013 (8th Cir. 1998) Appellant, v. University of Minnesota; Regents of the University of Minnesota; Wendell R. Anderson; M. Elizabeth Craig; Jean B. Keffeler; Elton A. Kuderer; H. Bryan Neel, Sued as H. Bryan Neel Iii; Mary J. Page; Lawrence Perlman; Thomas R. Reagan; David K. Roe; Darrin M. Rosha; Stanley D. Sahlstrom; Ann J. Wynia; Julie Bleyhl, Sued as Julie A. Bleyhl; William E. Hogan, Iii; Hyon T. Kim; William Peterson, Sued as William R. Peterson; Nils Hasselmo, University of Minnesota President, Appellees.
US Code - Title 29: Labor - 29 USC 626 - Sec. 626. Recordkeeping, investigation, and enforcement
US Code - Title 29: Labor - 29 USC 621 - Sec. 621. Congressional statement of findings and purpose
Code of Federal Regulations - Title 29: Labor - 29 CFR 1607.4 - Information on impact.
U.S. Supreme Court - Price Waterhouse v. Hopkins, 490 U.S. 228 (1989)
U.S. Supreme Court - Wards Cove Packing Co. v. Atonio, 490 U.S. 642 (1989)
U.S. Supreme Court - Watson v. Fort Worth Bank & Trust, 487 U.S. 977 (1988)
U.S. Supreme Court - Anderson v. Liberty Lobby, Inc., 477 U.S. 242 (1986)
U.S. Supreme Court - Celotex Corp. v. Catrett, 477 U.S. 317 (1986)
U.S. Supreme Court - Bazemore v. Friday, 478 U.S. 385 <I>(per curiam)</I> (1986)
U.S. Supreme Court - Texas Dept. of Community Affairs v. Burdine, 450 U.S. 248 (1981)
U.S. Supreme Court - Teamsters v. United States, 431 U.S. 324 (1977)
U.S. Supreme Court - Hazelwood School Dist. v. United States, 433 U.S. 299 (1977)
U.S. Supreme Court - McDonnell Douglas Corp. v. Green, 411 U.S. 792 (1973)
U.S. Supreme Court - Griggs v. Duke Power Co., 401 U.S. 424 (1971)
U.S. Supreme Court - First Nat. Bank of Ariz. v. Cities Service Co., 391 U.S. 253 (1968)
U.S. Court of Appeals for the 10th Cir. - Prod.Liab.Rep. (Cch) P 14,825 Regina M. Yoder, Lester L. Yoder, Plaintiffs-Appellants, v. Honeywell Inc., Bull Hn Information Systems, Inc., Formerly Known as Honeywell Information Systems, Inc., Defendants-Appellees., 104 F.3d 1215 (10th Cir. 1997) 825 Regina M. Yoder, Lester L. Yoder, Plaintiffs-Appellants, v. Honeywell Inc., Bull Hn Information Systems, Inc., Formerly Known as Honeywell Information Systems, Inc., Defendants-Appellees.
U.S. Court of Appeals for the 10th Cir. - Mauk v. Presbyterian Health Plan Inc. (10th Cir. 2001)
Ohio Supreme Court - Williams v. Akron (2005), 107 Ohio St.3d 203
U.S. Court of Appeals for the 10th Cir. - Anaeme v. Lovelace Health Systems Inc. (10th Cir. 1999)
U.S. Court of Appeals for the 10th Cir. - Dawson v. Abraham (10th Cir. 2002)
U.S. Court of Appeals for the 10th Cir. - Scherer v. G.E. Capital Corp. (10th Cir. 2000)
U.S. Court of Appeals for the 10th Cir. - Squire v. United Airlines Inc. (10th Cir. 2000)
U.S. Court of Appeals for the 10th Cir. - Temple v. Auto Banc of Kansas Inc. (10th Cir. 2000)
U.S. Court of Appeals for the 10th Cir. - Prentice v. University of Tulsa (10th Cir. 2002)
Appeal from the United States District Court for the District of Colorado. D.C. No. 97-WY-240-AJ[Copyrighted Material Omitted][Copyrighted Material Omitted][Copyrighted Material Omitted][Copyrighted Material Omitted][Copyrighted Material Omitted][Copyrighted Material Omitted]
Barry D. Roseman of Roseman & Kazmierski, LLC, Denver, Colorado, for Plaintiff-Appellant.Jerry N. Jones (Paul F. Lewis with him on the brief) of Moye, Giles, O'Keefe, Vermeire & Gorrell LLP, Denver, Colorado, for Defendant-Appellee.Elizabeth Lamb Kearney and Brent Ruther of Law Offices of Elizabeth Lamb Kearney, Denver, Colorado; and Paula Brantner of National Employment Lawyers Association, San Francisco, California, filed a brief for amicus curiae National Employment Lawyers Association.John J. Gallagher, Kenneth M. Willner and Neal D. Mollen of Paul, Hastings, Janofsky & Walker LLP, Washington, D.C.; Brian M. Mumaugh and Marcy G. Glenn of Holland & Hart LLP, Denver, Colorado; and David Berg of Air Transport Association of America, Washington, D.C., filed a brief for amicus curiae Air Transport Association of America.Before TACHA, BARRETT and BRORBY, Circuit Judges.BRORBY, Circuit Judge.United Airlines, Inc. ("United") interviewed and rejected Ms. Bullington for the position of line pilot/flight officer on three separate occasions. Ms. Bullington brought this action pursuant to Title VII of the Civil Rights Act of 1964, 42 U.S.C. § 2000e et seq., and the Age Discrimination in Employment Act ("ADEA"), 29 U.S.C. 621 - 634, claiming United refused to hire her because of her gender, her age and in retaliation for complaining about alleged discrimination during the interview process. Ms. Bullington further claims United breached an implied contract or an otherwise enforceable promise by refusing to hire her. The district court granted United's motion for partial dismissal and United's subsequent motion for summary judgment, and Ms. Bullington appeals. We have jurisdiction pursuant to 28 U.S.C. 1291, and affirm in part and reverse in part.I. BackgroundMs. Bullington, a female over the age of forty, currently works for United as a ground school academic instructor. Over a two-year period, Ms. Bullington sought but was denied a position as line pilot with United on three occasions. United's application and selection process for flight officers involves three phases. In the initial phase, United accepts applications from individuals meeting certain minimum qualifications including 350 hours of flight experience, commercial pilot certification, a high school diploma, and other physical and medical requirements. United then ranks eligible applicants according to aeronautical experience. Those applicants ranked at the top of the list advance to the second phase of the selection process. Because female applicants typically have less aeronautical experience than male applicants, United ranks male and female applicants separately. United then selects a proportionate number of males and females to proceed to the second phase. At the second phase, applicants must complete a simulator flight and a formal interview. Based on the applicant's performance, a review board then decides whether to reject the applicant or to extend a conditional offer. If United extends a conditional offer, the candidate moves on to the third phase, which includes a medical exam and background check. Ms. Bullington objects to the formal interview portion of the selection process.Two United employees conduct the formal interview, an employment representative and a flight operations representative. These individuals assess the applicant in seven broad categories or "dimensions" including: industry motivation, decision making/problem solving, compliance and conformity, leadership, interpersonal skills, technical evaluation, and appearance/presentation. Each dimension is broken down into a set of attributes or "anchors" United deems desirable in a flight officer. Interviewers ask applicants questions from a suggested list and, based on the applicant's response, evaluate whether the applicant meets United's set standards for each attribute.1 Based on those attribute evaluations, the interviewers give the applicant a numerical score for each dimension, ranging from a low of "1" to a high of "5." The dimension scores are then averaged to arrive at the applicant's overall score. An applicant must have an overall score of "3" or better to be recommended for a flight officer position. However, if an applicant scores a "2" or lower on any one dimension, her overall score will also be a "2," and the interviewers will not recommend her for a flight officer position.United interviewed Ms. Bullington for a flight officer position three times January 1993, March 1995 and May 1995. Each time, Ms. Bullington received an overall score of "2," thereby disqualifying her from further consideration. After her first unsuccessful interview in January 1993, Ms. Bullington spoke with Ms. Nancy Stuke, United's Manager of Flight Officer Employment, and expressed her concerns that one of her interviewers was biased against her. Ms. Bullington claims Ms. Stuke failed to adequately address her complaints. After unsuccessfully interviewing a second and third time, Ms. Bullington filed suit alleging: (1) United failed to hire her on all three occasions because of her sex and age, (2) United failed to hire her in 1995 in retaliation for her complaints to Ms. Stuke in 1993, and (3) United's failure to hire her breached an implied contract or otherwise enforceable promise for career advancement.United moved to dismiss Ms. Bullington's claims to the extent they were based on Ms. Bullington's January 1993 rejection because those claims were barred by the statute of limitations. The district court agreed and granted United's motion. United then moved for summary judgment on Ms. Bullington's remaining claims. The district court granted that motion as well, concluding Ms. Bullington failed to establish a prima facie case of age or sex discrimination under either a disparate impact or disparate treatment theory, failed to establish a prima facie case of retaliation, and failed to present sufficient evidence of an enforceable contract or promise. On appeal, Ms. Bullington argues: (1) the district court erred in concluding her claims based on United's 1993 hiring decision were barred by the statute of limitations; (2) genuine issues of material fact exist regarding her claims of sex and age discrimination, retaliation, and breach of contract/promissory estoppel; and (3) the district court erred in using a deferential standard of review in connection with United's hiring decisions.II. Statute of LimitationsIn Colorado, ADEA and Title VII complainants must file a charge of discrimination with the Equal Employment Opportunity Commission ("EEOC") within 300 days after the alleged unlawful discriminatory practice occurred.2 42 U.S.C. § 2000e-5(e)(1); 29 U.S.C. 626(d)(2). This filing is a prerequisite to a civil suit under either statute. Aronson v. Gressly, 961 F.2d 907, 911 (10th Cir. 1992). In this case, United first rejected Ms. Bullington for the position of flight officer in January 1993. In March 1993, Ms. Bullington complained to Ms. Stuke that she suspected one of her interviewers discriminated against her. In order for a claim based on this conduct to be timely, Ms. Bullington was required to file an EEOC charge within 300 days after the March 1993 incident. However, Ms. Bullington waited almost three years, until February 6, 1996, to file her charge.Ms. Bullington attempts to avoid this apparent untimeliness by invoking the continuing violation doctrine. Under that doctrine, a plaintiff may recover for incidents which occurred outside the statutory time limit if at least one instance of the alleged discriminatory practice occurred within the limitations period and the earlier acts are part of a "continuing pattern of discrimination." Martin v. Nannie and The Newborns, Inc., 3 F.3d 1410, 1415 (10th Cir. 1993). To determine whether alleged incidents of discrimination constitute a continuing violation, a court considers three factors: (i) subject matter whether the violations constitute the same type of discrimination; (ii) frequency; and (iii) permanence whether the nature of the violations should trigger an employee's awareness of the need to assert her rights and whether the consequences of the act would continue even in the absence of a continuing intent to discriminate.Id. at 1415.Applying these factors, the district court determined that the events arising in 1993 and the later events in 1995 did not constitute a continuing violation. Instead, the court concluded the 1993 non-hire was an isolated event and, moreover, Ms. Bullington had reason to believe she was a victim of discrimination as early as 1993. As such, the court found application of the continuing violation doctrine inappropriate and Ms. Bullington's claims, to the extent they relied on the 1993 conduct, untimely. The court therefore dismissed those claims for failure to state a claim upon which relief may be granted.3 We review de novo the district court's dismissal for failure to state a claim upon which relief can be granted. Mascheroni v. Board of Regents, 28 F.3d 1554, 1560 (10th Cir. 1994). We uphold a dismissal "only when it appears that the plaintiff can prove no set of facts in support of the claims that would entitle [her] to relief, accepting the well-pleaded allegations of the complaint as true and construing them in the light most favorable to the plaintiff." Yoder v. Honeywell, Inc., 104 F.3d 1215, 1224 (10th Cir.) (internal quotation marks and citation omitted), cert. denied, 118 S. Ct. 55 (1997).The continuing violation doctrine "is premised on the equitable notion that the statute of limitations should not begin to run until a reasonable person would be aware that his or her rights have been violated." Martin, 3 F.3d at 1415 n.6. Thus, a continuing violation claim will likely fail if the plaintiff knew, or through the exercise of reasonable diligence would have known, she was being discriminated against at the time the earlier events occurred. See id. We agree with the district court's conclusion that, although the 1993 conduct is of the same general type as the 1995 conduct, the 1993 decision was a discrete and salient event that put Ms. Bullington on notice that United violated her rights. The allegations contained in Ms. Bullington's Amended Complaint clearly indicate that after United declined to hire her in January 1993, she spoke to Ms. Stuke in March 1993 and expressed her opposition to "what she believed ... to have been sex and age discrimination by [United] in not selecting her for the position of line pilot." Because Ms. Bullington was, at the very least, on inquiry notice of the alleged discrimination as early as 1993, she had a duty to assert her rights at that time and she cannot rely on a continuing violation theory to avoid the statutory time bar.4Ms. Bullington also argues for a continuing violation based on her statistical evidence of a pattern and practice of discrimination. It is true that a continuing violation may be based on either a series of related acts taken against a single individual or the maintenance of a company-wide policy or practice of discrimination. See Purrington, 996 F.2d at 1028. However, Ms. Bullington's argument below focused entirely on the specific acts taken against her and did not contend that a company-wide policy of discrimination existed before and after the limitations period. Moreover, she did not present her statistical evidence until well after the district court issued its order granting partial dismissal. Cf. John Hancock Mut. Life Ins. Co. v. Weisman, 27 F.3d 500, 506 (10th Cir. 1994) ("This court has held that it cannot, in reviewing a ruling on summary judgment, consider evidence not before the district court."). Because Ms. Bullington failed to properly assert this theory, we decline to review it on appeal. See Bancamerica Commercial Corp. v. Mosher Steel of Kansas, Inc., 100 F.3d 792, 798-99 (10th Cir. 1996) ("Where a litigant changes to a new theory on appeal that falls under the same general category as an argument presented at trial or presents a theory that was discussed in a vague and ambiguous way the theory will not be considered on appeal." (Internal quotation marks and citation omitted).The district court properly dismissed Ms. Bullington's discrimination claims for events arising in 1992/1993 as time barred.5 We therefore turn to our review of the district court's grant of summary judgment on Ms. Bullington's remaining claims.III. Disparate ImpactMs. Bullington alleges both disparate treatment and disparate impact claims under Title VII. A disparate impact claim involves employment practices that are "fair in form, but discriminatory in operation." Griggs v. Duke Power Co., 401 U.S. 424, 431 (1971). A disparate impact claim differs from a disparate treatment claim in that it does not require a showing of discriminatory intent. See Ortega v. Safeway Stores, Inc., 943 F.2d 1230, 1242 (10th Cir. 1991). Instead, a plaintiff may establish a prima facie case of disparate impact discrimination by showing that a "specific identifiable employment practice or policy caused a significant disparate impact on a protected group." Id.; 42 U.S.C. § 2000e-2(k)(1)(A)(i). This prima facie case, in many respects, is more rigorous than in a disparate treatment case because a plaintiff must not merely show circumstances raising an inference of discriminatory impact but must demonstrate the discriminatory impact at issue. See Regner v. City of Chicago, 789 F.2d 534, 537 (7th Cir. 1986) (internal quotation marks and citation omitted). If plaintiff establishes a prima face case, the burden shifts to defendant to show that the challenged practice is job related and consistent with business necessity. 42 U.S.C. § 2000e-2(k)(1)(A)(i); Ortega, 943 F.2d at 1243-44. If defendant meets this burden, it is then up to the plaintiff to suggest an alternative employment practice that serves the employer's legitimate employment goals yet lacks the undesirable discriminatory effect. Ortega, 943 F.2d at 1244.Ms. Bullington argues United's interview process caused a significant disparate impact on women. As is typical in disparate impact cases, Ms. Bullington relies on statistical evidence to establish her prima facie case. Her statistics compare the "pass rates" of male and female applicants who interviewed for United flight officer positions. The "pass rate," as defined by Ms. Bullington's expert, represents the number of applicants who received an overall score of "3" or better on the interview.6 For interviews conducted after 1994, the pass rate for women was 27.9% while the pass rate for men was 46.6%. As such, the women's pass rate is equal to only 60% of the pass rate for men a statistically significant disparity under EEOC guidelines. See 29 C.F.R. § 1607.4(D) (stating that a selection rate for a protected group which is less than 80% or 4/5 of the selection rate for the majority group is generally regarded as evidence of adverse impact). This disparity, Ms. Bullington argues, is significant enough to establish a prima facie case of disparate impact discrimination.The district court disagreed. It determined Ms. Bullington's statistics did not establish a prima facie case because they failed to compare similarly situated individuals. Specifically, the court noted that women interviewees for flight officer positions generally have less aeronautical experience than male interviewees. Although its reasoning is somewhat unclear, the court apparently assumed that the male interviewee's advanced aeronautical experience level allowed them to perform better during interviews, thereby accounting for the higher male pass rate. Because Ms. Bullington's statistics did not factor in this difference in experience level, the district court found the analysis "not particularly meaningful," and granted United's motion for summary judgment.We review the district court's grant of summary judgment de novo, applying the same legal standard as the district court. Simms v. Oklahoma, 165 F.3d 1321, 1326 (10th Cir. 1999), petition for cert. filed (U.S. May 24, 1999) (No. 98-1884). We "examine the record to determine if any genuine issue of material fact was in dispute; if not, we determine if the substantive law was correctly applied." Applied Genetics Int'l, Inc. v. First Affiliated Sec., Inc., 912 F.2d 1238, 1241 (10th Cir. 1990). In applying this standard, we view the factual record and inferences therefrom in the light most favorable to the nonmoving party. Simms, 165 F.3d at 1326. However, to survive summary judgment, the nonmoving party may not rest upon the allegations or denials of his or her pleadings, but must set forth specific facts showing that there is a genuine issue for trial. Id. Summary judgment is appropriate if the evidence is such that no reasonable jury could return a verdict for the nonmoving party. Anderson v. Liberty Lobby, Inc., 477 U.S. 242, 248 (1986).Ms. Bullington used a type of statistics called applicant flow data to establish her disparate impact claim.7 Applicant flow data, long recognized as an acceptable comparison model in discrimination cases, generally contrasts the racial or gender composition of persons who applied for the position and persons holding the at-issue jobs. See Wards Cove Packing Co., Inc. v Atonio, 490 U.S. 642, 650-51 (1989) (recognizing that statistics measuring "otherwise qualified applicants" may be probative in disparate impact cases); Hazelwood Schl. Dist. v. United States, 433 U.S. 299, 309 n.13 (1977) (noting that applicant flow data may be "very relevant" in proving discrimination). Such data is generally considered probative because it reflects how the employer's hiring procedure actually operated. See, e.g., Ramona L. Paetzold & Steven L. Willborn, The Statistics of Discrimination, § 4.03 at 7 (1998). Of course, applicant flow data, like all statistical proof, is susceptible to distortion.8 Accordingly, we require the data to cross a "threshold of reliability before it can establish even a prima facie case of disparate impact." Ortega, 943 F.2d at 1243 (internal quotation marks and citation omitted, and emphasis added). The "reliability" or usefulness of any particular analysis will depend on the surrounding facts and circumstances of the case. See Watson v. Fort Worth Bank & Trust, 487 U.S. 977, 995 n.3, 997 (1988).After examining the facts and circumstances of this case, we find Ms. Bullington's statistical data sufficiently reliable to raise a genuine issue of material fact regarding the existence of a statistical disparity. Her analysis identified a specific employment practice (the interview) and identified two relevant populations for impact comparison persons who interviewed for flight officer positions and persons who received a passing score on the interview. See Wards Cove, 490 U.S. at 650-51 (noting the proper comparison in a disparate impact case is between the racial composition of qualified persons in the labor market and persons holding the at-issue jobs). Her analysis focused on the specific position at issue, namely flight officer. See Ortega, 943 F.2d at 1245-46 (noting importance and difficulty of identifying the at-issue job where plaintiff challenges employer's hiring process in general). In addition, her applicant pool was appropriately limited to persons who sought out and were at least minimally qualified for the position of flight officer. See Wards Cove, 490 U.S. at 651, 653-54 (concluding plaintiff's applicant pool was too broad because it included persons who were not qualified for and did not seek the at-issue jobs). In fact, each member of the applicant pool not only applied for the at-issue position, as is the usual case with applicant flow data, but actually interviewed for the at-issue position. Based on United's interview eligibility requirements, we can therefore assume each member of the applicant pool was, at the very least, a certified pilot with a high school diploma and at least 350 hours of flight experience. The relative homogeneity of the applicant pool reassures us that its members are not so diverse as to render her statistics totally meaningless. See Wards Cove, 490 U.S. at 650-54 (concluding plaintiff's statistics were not probative of disparate impact because applicant pool was at once too broad and too narrow for at issue positions based of differences pool members' skill and interest level); Allen, 881 F.2d at 379 (concluding eligibility requirements for taking at-issue test resulted in applicant pool that was reasonably homogeneous, making large disparity in performance between blacks and whites suggestive of racial bias).This is not to say Ms. Bullington's statistics are without fault. As the district court noted, her analysis fails to account for differences in male and female interviewees' aeronautical experience a potentially non-discriminatory explanation for the disparate impact. Cf. Fallis v. Kerr-McGee Corp., 944 F.2d 743, 746 (10th Cir. 1991) (concluding statistics offered by plaintiff in disparate treatment case did not support the jury's verdict for plaintiff because statistics failed to eliminate nondiscriminatory explanations for the alleged disparity). However, we do not believe that fault renders Ms. Bullington's statistics incapable of raising a genuine issue of material fact. We emphasize that Ms. Bullington's burden as the nonmovant is to set forth specific facts establishing a genuine issue for trial. Anderson, 477 U.S. at 248 (internal quotation marks and citation omitted). The issue of material fact, here the existence of a significant statistical disparity, need not be resolved conclusively in Ms. Bullington's favor. First Nat'l Bank v. Cities Serv. Co., 391 U.S. 253, 288 (1968). Rule 56 requires only that she present "sufficient evidence supporting the claimed factual dispute ... to require a jury or judge to resolve the parties' differing versions of the truth at trial." Id. at 288-89. Ms. Bullington's statistics, for the reasons discussed above, are sufficiently reliable to make this showing and her failure to include one potentially relevant factor (i.e., education level) does not undermine the probativeness of the statistics to such a degree that no reasonable jury could return a verdict in her favor.9 See Bazemore, 478 U.S. at 400 (noting a statistical analysis that includes less than all measurable variables may serve to prove a plaintiff's case of discrimination); Maitland v. University of Minnesota, 155 F.3d 1013, 1017 (8th Cir. 1998) ("[I]t is for the finder of fact to consider the variables that have been left out of an analysis, and the reasons given for the omissions, and then to determine the weight to accord the study's results."); Smith v. Virginia Commonwealth Univ., 84 F.3d 672, 676-77 (4th Cir. 1996) (concluding omission of variables from statistical analysis and evidence that variables were crucial demonstrated dispute of material fact regarding validity of statistical study).Nor do we suggest United cannot rebut Ms. Bullington's statistics. We simply conclude the district court's basis for granting summary judgment was insufficient, and United has not shown an absence of issues of material fact with respect to Ms. Bullington's prima facie case. United did attempt to demonstrate the incompleteness of Ms. Bullington's statistics by listing the relative aeronautical experience of male and female flight officers actually hired during the relevant time frame. However, United did not correlate this data with the interview pass rates in any meaningful way and we are left to speculate about the actual impact of experience level on interview performance. Thus, while United's evidence does show a potential weakness in Ms. Bullington's statistics, we are unable to conclude that the evidence is so one-sided that United must prevail as a matter of law. See Anderson, 477 U.S. at 251-52 (stating that relevant inquiry is whether the evidence presents a sufficient disagreement to require submission to a jury or whether it is so one-sided that one party must prevail as a matter of law); Celotex Corp. v. Catrett, 477 U.S. 317, 325 (1986) (stating that movant's burden is to show that there is an absence of evidence to support the nonmoving party's case); Cities Serv., 391 U.S. at 288-90 (concluding that summary judgment was appropriate in the absence of any significant probative evidence tending to support the complaint). Accordingly we conclude the district court's grant of summary judgment in favor of United on this issue was premature.10IV. Disparate TreatmentMs. Bullington next asserts that the district court erred in granting summary judgment on her disparate treatment claims. Disparate treatment claims involve "the most easily understood type of discrimination" in which an employer treats an individual less favorably than others because of her protected status. International Bhd. of Teamsters, 431 U.S. at 335 n. 15. Because disparate treatment is a form of intentional discrimination, the plaintiff must prove that her employer acted with a discriminatory intent or motive. See Faulkner v. Super Valu Stores, Inc., 3 F.3d 1419, 1424 (10th Cir. 1993). The basic allocation of burdens for a disparate treatment claim is set forth in McDonnell Douglas Corp. v. Green, 411 U.S. 792 (1973). Under the McDonnell Douglas framework, Ms. Bullington has the initial burden of establishing a prima facie case of discrimination, which in an ADEA or Title VII case requires her to show: "1) she is a member of the class protected by the statute; 2) she suffered an adverse employment action; 3) she was qualified for the position at issue; and 4) she was treated less favorably than others not in the protected class." Sanchez v. Denver Pub. Schls., 164 F.3d 527, 531 (10th Cir. 1998). If she establishes a prima facie case, the burden shifts to United to articulate a legitimate, nondiscriminatory reason for the adverse employment decision. McDonnell Douglas, 411 U.S. at 802-03. If United offers a legitimate, nondiscriminatory reason for its actions, the burden reverts to Ms. Bullington to show United's proffered reason was a pretext for discrimination. Id. at 804-05.After applying this framework, the district court discerned two bases for granting summary judgment. First, the court concluded that Ms. Bullington failed to establish a prima facie case of disparate treatment. Second, the court determined Ms. Bullington failed to present any evidence that United's proffered reasons for not selecting her were a pretext for discrimination. Of these two bases, the district court appears to have focused more closely on the second, scrutinizing United's proffered reasons for not hiring Ms. Bullington i.e., her poor performance during the interviews and Ms. Bullington's attacks on those proffered reasons. We therefore find it appropriate to assume, for the purposes of this opinion, that Ms. Bullington established a prima facie case of discrimination and proceed directly to the second and third steps of the McDonnell Douglas analysis.11 See V-1 Oil Co. v. Utah State Dep't of Public Safety, 131 F.3d 1415, 1422 (10th Cir. 1997) ("[W]e may affirm for any grounds supported in the record.").The district court concluded that United chose not to hire Ms. Bullington because she did not meet criteria United believed necessary for a position as flight officer. The court emphasized that all four United representatives who interviewed Ms. Bullington concluded that she did not possess "attributes" United considers essential for flight officers and gave her unsatisfactory ratings in several of the seven "dimensions" United uses to assess flight officer suitability.12 Thus, the district court essentially found that United articulated legitimate, nondiscriminatory reasons for not hiring Ms. Bullington. The record supports this conclusion. The only remaining issue, then, is whether Ms. Bullington has shown "that there is a genuine dispute of material fact as to whether the employer's proffered reason for the challenged action is pretextual." Randle v. City of Aurora, 69 F.3d 441, 451 (10th Cir. 1995).To establish pretext a plaintiff must show either that "a discriminatory reason more likely motivated the employer or ... that the employer's proffered explanation is unworthy of credence." Texas Dep't of Community Affairs v. Burdine, 450 U.S. 248, 256 (1981). Plaintiff may accomplish this by demonstrating "'such weaknesses, implausibilities, inconsistencies, incoherencies, or contradictions in the employer's proffered legitimate reasons for its action that a reasonable factfinder could rationally find them unworthy of credence.'" Morgan v. Hilti, Inc., 108 F.3d 1319, 1323 (10th Cir. 1997) (quoting Olson v. General Elec. Astrospace, 101 F.3d 947, 951-52 (3d Cir. 1996)). However, the plaintiff's "mere conjecture that [her] employer's explanation is a pretext for intentional discrimination is an insufficient basis for denial of summary judgment." Branson v. Price River Coal Co., 853 F.2d 768, 772 (10th Cir. 1988).In this case, Ms. Bullington bases her pretext argument on the following evidence: disputes regarding things she said and did during the interview, the interviewers' use of gender and age stereotypes, a comparison of her qualifications with those of successful flight officer interviewees, and statistical evidence. We conclude that, even viewing this evidence in the light most favorable to Ms. Bullington, it fails to demonstrate a genuine issue of fact as to whether United's reasons for not hiring her were pretextual.First, Ms. Bullington lists numerous disputes she has with the notes and summaries prepared by her interviewers. The disputed "notes" are essentially the United representatives' informal, handwritten notations of Ms. Bullington's responses to various questions during the interview. The "summaries" are typed memos in which the interviewer summarizes and assesses Ms. Bullington's performance and makes a final recommendation regarding hiring. Ms. Bullington claims the notes and summaries are not accurate reflections of her interview performance. Further, she contends that those inaccuracies amount to fact issues regarding the legitimacy of United's proffered reason for not hiring her and that the district court improperly ignored them in granting summary judgment. We disagree.A review of the record shows that the vast majority of the "factual disputes" alleged by Ms. Bullington are in reality her opinion that the interviewers were wrong in their assessment of her qualifications.13However, her own opinions about her qualifications do not give rise to a material fact dispute. See Simms, 165 F.3d at 1329. Moreover, even if we were to assume that United misjudged Ms. Bullington's qualifications, such evidence would not preclude summary judgment in this case. The relevant inquiry is not whether United's proffered reasons were wise, fair or correct, but whether United honestly believed those reasons and acted in good faith upon those beliefs.14 See Sanchez v. Philip Morris Inc., 992 F.2d 244, 247 (10th Cir. 1993) ("Title VII is not violated by the exercise of erroneous or even illogical business judgment."); Kariotis, 131 F.3d at 677 ("[A]rguing about the accuracy of the employer's assessment [of plaintiff's performance] is a distraction, because the question is not whether the employer's reasons for a decision are right but whether the employer's description of its reasons is honest." (Internal quotation marks and citations omitted.)); Fischbach v. District of Columbia Dep't of Corrections, 86 F.3d 1180, 1183 (D.C. Cir. 1996) (concluding relevant issue was whether the employer honestly believed in the reasons it offered for not promoting plaintiff and not the correctness or desirability of those reasons). Ms. Bullington presents no evidence indicating United did not believe the interviewers' assessment of her qualifications, and our review of the record reveals no evidence that United failed to act in good faith in reliance on those assessments. We therefore discern no showing of pretext.15Likewise, we find little merit in Ms. Bullington's argument that United based its employment decisions on gender and age stereotypes. Our review of the record reveals little that could be construed as stereotyped assumptions about the qualifications, work habits, or personality traits of female or older interviewees. See, e.g., Price Waterhouse v. Hopkins, 490 U.S. 228, 251 (1989). Rather, Ms. Bullington's argument merely takes issue with what she believes is an incorrect assessment of her communication skills, goals, and motivation level. As discussed above, Ms. Bullington's opinion about the fairness or accuracy of the interviewers' evaluation is not evidence of pretext. See Simms, 165 F.3d at 1329.Next, Ms. Bullington offers a comparison of her qualifications with those of seven other male and/or younger individuals that United interviewed and hired as flight officers. She claims United hired these individuals despite the fact many were less qualified than her or, in many cases, had the same deficiencies identified during her interview. As such, she argues, there is reason to disbelieve United's proffered nondiscriminatory reasons for not hiring her. It is true that a comparative analysis of job applicants' qualifications may be relevant in proving pretext where, as here, the employer claims lack of qualification as reason for an employment decision. See Sanchez v. Philip Morris, 992 F.2d at 247. However, we emphasize that an employer does not violate Title VII by choosing between equally qualified candidates, so long as the decision is not based on unlawful criteria. See Burdine, 450 U.S. at 259. Therefore, pretext cannot be shown simply by identifying minor differences between plaintiff's qualifications and those of successful applicants. See Sanchez v. Philip Morris, 992 F.2d at 247-48; Chock v. Northwest Airlines, Inc., 113 F.3d 861, 864 (8th Cir. 1997) ("[A] comparison that reveals that the plaintiff was only similarly qualified or not as qualified as the selected candidate would not raise an inference of racial discrimination."). The disparity in qualifications must be "overwhelming" to be evidence of pretext. Sanchez v. Philip Morris, 992 F.2d at 247; see also Odom v. Frank, 3 F.3d 839, 847 (5th Cir. 1993) (difference in qualifications of applicants must be so apparent as "to jump off the page and slap us in the face" to support a finding of pretext).A comparison of Ms. Bullington's qualifications with those of the other interviewees in this case gives us no reason to question United's explanation for its hiring decision. Ms. Bullington evidence does not show that she was overwhelmingly better qualified than the other candidates. At most, the seven other candidates were similarly qualified and the fact that United chose between them is not evidence of pretext. See Sanchez v. Philip Morris, 992 F.2d at 247 (concluding no evidence of pretext where plaintiff failed to demonstrate that he was overwhelmingly better qualified that the other applicants).Last, Ms. Bullington argues that the same statistical analysis of male and female pass rates she offered as evidence of disparate impact is also persuasive evidence of pretext. We disagree. The probative value of statistical evidence varies greatly according to the type of discrimination alleged. In a disparate impact case, statistical evidence plays a central role because the plaintiff is attempting to show a particular practice had a disproportionate impact on a particular group, and not the employer's discriminatory intent. However, in an individual disparate treatment case, the focus is on how and why an employer treated a particular individual the way it did. As such, statistical evidence of the employer's general hiring patterns is considerably less probative. See LeBlanc v. Great American Ins. Co., 6 F.3d 836, 848 (1st Cir. 1993), cert. denied,