This case requires us to review the testing and interview procedures for new hires at a power plant in Pueblo, Colorado. Susan Turner alleges that Public Service Company of Colorado (PSCo) discriminated against her because of her sex in violation of Title VII of the Civil Rights Act of 1964 when it refused to hire her for an entry-level position at its Comanche Power Plant. The district court granted summary judgment for PSCo, finding that although Turner presented a prima facie case of sex discrimination, PSCo showed that its testing and interview procedures were not a pretext for unlawful discrimination.
Exercising jurisdiction under 28 U.S.C. § 1291, we AFFIRM.
I. Background
The background facts in this case span several years.
Susan Turner applied for a “Plant Specialist C” position at PSCo’s Comanche Power Plant three times, in 2000, 2004, and 2006. Though PSCo declined to hire Turner for the Plant Specialist C position each time she applied, only Turner’s 2004 application is at issue in this appeal. 1 Dave Edmisson, the Manager of Operations at Comanche, had been in charge of hiring since 1997 and was in charge of PSCo’s hiring for the vacant Plant Specialist C positions in 2004.
The Plant Specialist C position is an entry-level job requiring little experience. Though a candidate who had previously worked in a power plant would have an edge over others with no power plant experience, Edmisson generally preferred inexperienced workers for the position so he could teach them specific skills relevant to operating the Comanche power plant. Thus, an applicant’s behavioral traits — e.g., the applicant’s willingness to work with others, motivation to learn new skills, and adaptability — were the chief considerations in the hiring decision.
To evaluate applicants for the Plant Specialist C positions, PSCo used a three-step process. First, it administered a standardized written test to measure appli *1141 cants’ mechanical aptitude. The test, called the POSS/MASS test, was developed by the Edison Electric Institute and is used by numerous industrial companies across the country as a screening mechanism for job applicants. Applicants interested in the Plant Specialist C position could register for the test at PSCo’s website and take the test at a location in Denver. PSCo maintained a list of applicants who received passing scores, but neither the applicant nor the hiring personnel at PSCo were notified of the applicant’s actual score.
Applicants who passed the POSS/MASS test moved to the second stage of the hiring process, where PSCo screened the remaining applicants’ resumes. At this stage, the company was searching for predetermined criteria such as relevant work experience and skills pertinent to the Plant Specialist C position. PSCo awarded points to applicants if their resumes satisfied the predetermined criteria, and the applicants with the most points moved to the third stage of the hiring process-a job interview with a panel of four PSCo employees.
During the job interviews, the interview panel asked each applicant an identical set of pre-selected questions. The questions were derived from a human resources document called the Interview Guide, and were designed to elicit information from the interviewees pertinent to particular qualities, or “competencies,” appropriate for the vacancy. The competencies relevant to the Plant Specialist C position included initiative and risk taking, adaptability and dealing with ambiguity, and team building. Each interviewer on the panel took notes of the applicants’ responses to these standardized questions and assigned numerical ratings to the applicants for each competency. The numerical ratings were based upon the “behaviors” the applicants demonstrated through then 1 responses to the interview questions and whether those behaviors were “less effective” or “highly effective” according to the Interview Guide.
For example, for the initiative and risk taking competency, the Interview Guide states that an applicant exhibits a “less effective behavior” if his or her answer to an interview question suggests the applicant “acts only after being prompted.” ApltApp. Vol. I at 133. In contrast, the applicant exhibits a “highly effective behavior” if the applicant’s answer suggests he or she “knows when to act alone and when to ask for help.” Id. After each interview, the interviewers discussed and debated the numerical ratings they assigned to the applicant. The interviewers then decided upon consensus scores for each of the applicant’s competencies. These consensus scores were tallied to arrive at an applicant’s “overall rating,” which determined whether or not Edmisson offered the applicant a job.
For the six vacant Plant Specialist C positions in 2004, twenty-six candidates passed the POSS/MASS test. The company then narrowed the field to seventeen interviewees based on their resumes. Fifteen interviewees were male and two— Turner and another applicant — were female.
Turner performed poorly during her interview. She received an overall rating of 48.5, the second-lowest of any interviewee, and later testified that she “felt like [she] struggled during the entire thing.” Aplt. App. Vol. II at 203 (Turner Dep. Tr. 49:4-7). The other woman applicant, however, performed well in the interview and received a score of 63.5, the second-highest overall rating.
With one exception — a candidate who displayed a fear of heights during a tour of the upper reaches of the plant — Edmisson extended offers to the six highest-scoring *1142 candidates. Edmisson later testified that his practice was to hire the “most qualified” candidate, based upon his or her performance during the job interview. ApltApp. Vol. II at 185 (Edmisson Dep. Tr. at 83:20-84:4). He did not offer Turner a job. He did, however, offer the other woman applicant a position, but she decided not to accept it for personal reasons. The other five applicants accepted PSCo’s offer, and Edmisson offered the remaining position to the applicant with the next-highest overall interview rating.
After being rejected for the Plant Specialist C position in 2004, Turner filed a Charge of Discrimination with the Equal Employment Opportunity Commission. She received a right to sue letter from the Commission and subsequently filed this action. In 2006, while her suit against PSCo was pending, she again applied for a job at Comanche, and was again rejected. PSCo moved for summary judgment, arguing it refused to hire Turner because she performed poorly during her job interview and Turner failed to offer any evidence that PSCo’s hiring practices were mere pretext for sex discrimination. The district court granted judgment for PSCo and this appeal followed. 2
II. Analysis
We review de novo the district court’s decision to grant summary judgment in favor of PSCo.
See Piercy v. Maketa,
Turner has not pointed to direct evidence of sex discrimination. We thus view her claim through the familiar burden-shifting framework of
McDonnell Douglas Corp. v. Green,
With the prima facie requirements met, the burden shifts to PSCo “to articulate some legitimate, nondiscriminatory reason” for its decision not to hire Turner.
See McDonnell Douglas,
Turner makes three arguments on appeal. First, she claims PSCo failed to offer sufficient evidence that it had legitimate reasons for refusing to extend her an offer and therefore failed to rebut her prima facie case of sex discrimination. Next, she claims sufficient disputed facts support her argument that PSCo’s proffered reason for refusing to hire her-her poor interview performance-was pretextual. Finally, she claims PSCo destroyed or withheld from discovery incriminating notes from the job interviews and did so in bad faith, thus entitling her to an inference of discrimination.
We find none of these arguments persuasive.
A. Rebuttal of Prima Facie Case
The district court found that PSCo provided a legitimate, nondiscriminatory reason for refusing to hire Turner: she performed poorly on the job interview compared to other candidates for the Plant Specialist C position. But Turner now claims the record does not support the district court’s determination.
Turner raises this argument for the first time on appeal. Absent extraordinary circumstances, we will not consider arguments raised for the first time on appeal.
McDonald v. Kinder-Morgan, Inc.,
But even if Turner had preserved her argument for appeal, it is clear from the record the argument fails. PSCo was not required to
prove
that it refused to hire Turner based on her interview performance; it was only required to put forth enough evidence to carry its burden of production and rebut Turner’s prima facie case.
See St. Mary’s Honor Ctr. v. Hicks,
B. Pretext
We now turn to the question of pretext. Because PSCo has provided a legitimate, nondiscriminatory reason for refusing to hire Turner, the burden shifts back to Turner to show sufficient disputed facts that PSCo’s reason was merely a pretext for sex discrimination.
See Timmerman,
Our task, therefore, is to examine whether Turner’s characterization of the evidence would persuade a reasonable jury that PSCo used its hiring process to disguise sex discrimination.
See Young,
Turner attacks PSCo’s hiring process in three ways. First, she claims PSCo has a history of sex discrimination, and points to a sexual harassment lawsuit it lost in the 1980s to show PSCo’s general bias against women in 2004. Second, she claims the 2004 interview process was excessively subjective and was designed to exclude women from positions at the plant. Third, she argues that various statistics regarding PSCo’s workforce and hiring practices create the inference she was not hired because of her sex.
1. Prior Litigation Against PSCo
Turner’s first argument is easily disposed of on staleness grounds.
In 1991, PSCo lost a sexual harassment lawsuit involving conduct at the Comanche Plant from 1980 to 1988.
Hansel v. Pub. Serv. Co. of Colo.,
In some instances, evidence that an employer’s decision makers harbored a general bias against a protected class may support an inference that the decision makers were influenced by the bias in making a particular employment decision.
See Ortiz v. Norton,
Turner relies on
Hansel’s
finding of a hostile work environment for conduct that ended in 1988 to show that PSCo harbored a general bias against women when it refused to hire her in 2004. Here, the required nexus obviously does not exist. First, the hostile work environment in
Hansel
is not proximate in time to the discrimination alleged in this case. In some instances, numerous adverse employment actions involving other protected employees, each occurring within a year of the adverse employment action at issue, may suggest the decision maker was motivated by the same general discriminatory bias.
See Greene v. Safeway Stores, Inc.,
Moreover,
Hansel
involved different individuals engaging in different conduct. Because the focus of a pretext analysis under Title VII is on the decision maker,
*1145
see Piercy,
In sum, the existence of prior litigation for sex harassment in the 1980s is in this case insufficient to warrant an inference of sex discrimination in hiring in 2004.
2. Subjectivity of Interviews
Turner’s next argument is that PSCo’s interview process was a sham meant to hide its discriminatory hiring practices. She characterizes the interview questions as “purely subjective” and “lacking any relationship to actual job tasks or skills.” Aplt. Br. at 9. She also notes that no female interviewers sat on her interview panel. Turner, however, fails to explain exactly how the interview questions disadvantaged women over men, and, more importantly, ignores the fact that the other female candidate for the Plant Specialist C position in 2004 was rated second-best among all 2004 interviewees and was offered a job.
Although “the presence of subjective decision-making can create a strong inference of discrimination,” the use of subjective considerations by employers is “not unlawful per se.”
Bauer v. Bailar,
Here, the criteria PSCo used to rate interviewees were not excessively subjective for several reasons. First, each applicant answered the same questions, and the interviewers ranked the applicants’ responses using predetermined criteria from PSCo’s Interview Guide.
See Santana,
Second, the questions inquired into job-related areas, or “competencies,” such as the interviewee’s technical orientation, team building skills, communication skills, and willingness to learn. These competencies were mandatory considerations for PSCo’s interviewers. The interviewers thus were not given discretion to determine the scope of the interviews, and Turner points to no evidence suggesting the interviewers injected their own additional subjective criteria into the evaluation process.
See Riggs v. AirTran Airways, Inc.,
Third, even to the extent the questions did not elicit measurable data, the interview process required the interviewees to think on their feet and thereby supply insight as to adaptability and trainability. Cf. id. (though an evaluation process included “such subjective considerations as team building, personal leadership, and personal accountability,” the process was not “wholly subjective”). PSCo sought to mold new hires into effective Plant Specialist C workers, and believed the preselected competencies were important indicators of a candidate’s likelihood of succeeding in the position. Thus, the interview questions and the candidates’ agility in responding to identical inquiries were relevant to the candidates’ qualifications; the evaluations made by the interview panels were not based on whims or unguided opinions.
Nor does the fact that Turner’s interview panel consisted of four men raise any concerns. Turner proffered no evidence that any of the interviewers held discriminatory attitudes or participated in past discrimination.
Cf. Pitre,
Thus, considering the record as a whole, no reasonable jury could agree with Turner’s assertion that the interview “serve[d] only as a device to exclude women,” Aplt. Br. at 24, or that PSCo’s interview process was “wholly subjective” and therefore pretextual.
Cf. Pippin,
3. Statistics
Finally, Turner points to a hodgepodge of plant employment statistics to support an inference of pretext. First, she states that only one of 115 workers in “non-traditional” positions at Comanche is a woman. 3 Second, she notes that from 1992 to 2005, no women were hired for entry-level positions at Comanche but twenty men were. Finally, she asserts that though she applied for a job at the Comanche Power Plant on three separate occasions and was “qualified” for the job, she was rejected each time. 4 Turner ar *1147 gues these statistics prove that PSCo’s reason for refusing to hire her was pretextual.
We have long required that “[sjtatistical evidence should be closely related to the issues in the case.... Even statistics which show prolonged and marked imbalance may not be controlling in an individual discrimination case where a legitimate reason for the employer’s action is present.”
Bauer,
Each category of statistical evidence Turner cites fails to create a genuine issue of material fact. First, Turner’s statistic regarding the gender imbalance of the “non-traditional” workforce at Comanche does not, without additional evidence, suggest that Turner herself experienced discrimination. The numbers fail to provide any information regarding whether the decision not to hire Turner, and that decision alone, “involved discrimination on the basis of sex.”
Bauer,
Second, Turner once again fails to account for the fact that another woman participated in the same 2004 application process as Turner, performed second-best among seventeen interviewees, and received a job offer. Indeed, neither Turner’s initial brief nor her reply brief even mentions this important fact; she instead incorrectly states in her initial brief that PSCo made
“zero
selection [of women] over a 15-year period of time.” Aplt. Br. at 25 (emphasis in original). PSCo points out that if the other woman’s candidacy is included in the statistics for the 2004 hiring, PSCo’s offer rate stood at an entirely reasonable rate of 50 percent for women (one offer out of two candidates).
Cf. Carney v. City and County of Denver,
*1148 Furthermore, though Turner places great emphasis on the fact that PSCo “was unable to hire a single female from 1992 to 2005,” Aplt. Br. at 26, she admits that Comanche was subject to a hiring freeze for a large portion of that time period, and no candidates — regardless of their sex— could have been hired then. Also, Turner once again distorts the numbers. She fails to acknowledge that from 1999 to 2005, after the hiring freeze was lifted, the hiring pool included only two women — Turner and one other candidate — and the other woman received a job offer.
And although PSCo again refused to hire Turner in 2006, Turner neglects to mention it hired three women for entry-level positions that year. For Turner’s statistics to be probative of discrimination, they must “relate to the proper population,”
see Carpenter v. Boeing Co.,
Finally, none of Turner’s statistics eliminates PSCo’s
nondiscriminatory
reason for refusing to hire her.
See Pippin,
C. Lost Documents
Turner’s last argument concerns missing notes the interviewers took during the 2000 and 2004 hiring sessions, which the interviewers used to assess the applicants’ interview performances and assign interview scores. Turner claims that because PSCo allegedly lost or refused to produce the notes, she is entitled to judgment as a matter of law on her Title VII claim. PSCo argues it did not intentionally withhold the interview notes, but that they were apparently lost in transit when they were mailed from the Comanche Power Plant to PSCo’s central staffing office in Minneapolis. 5
During discovery, PSCo produced thousands of pages of documents, including 195 pages related to the 2000 and 2004 hirings. Because the documents did not include the interview notes from the 2000 and 2004 hirings, Turner filed a motion to compel in the district court, seeking an “accounting” *1149 of the missing interview notes and arguing that she was “entitled to an adverse instruction.” App. Vol. II at 244. The district court referred the motion to a magistrate judge, who issued an order denying the motion because of its overbreadth.
Turner did not appeal the magistrate judge’s order to the district judge, nor did she move for sanctions under Federal Rule of Civil Procedure 37 for PSCo’s nondisclosure. Instead, she argued in her response brief to PSCo’s motion for summary judgment that she was “left without any ability to challenge the interview scoring” because PSCo failed to produce the 2000 and 2004 interview notes. App. Vol. I at 54. PSCo interpreted Turner’s argument as a spoliation of evidence claim. If Turner prevailed on this claim, the district court could have imposed various sanctions on PSCo for nondisclosure of the interview notes, including an adverse inference that the lost interview notes would have proved Turner’s claim of pretext.
See, e.g., Henning v. Union Pac. R.R. Co.,
PSCo argued in its summary judgment reply brief that Turner failed to provide evidence of bad faith on the part of PSCo and therefore could not prove she was entitled to an adverse inference under her spoliation theory. In its order granting summary judgment for PSCo, the district court noted that Turner failed to “specify what relief she seeks based on PSCo’s inability to produce these [interview] notes.” App. Vol. I at 80. The court concluded there was no evidence of bad faith on the part of PSCo, and even if PSCo had been negligent with respect to the interview notes, its negligence would not have created a triable issue of fact as to whether the decision not to hire Turner was pretextual.
Turner again presses her spoliation claim on appeal. She argues that PSCo was required under 29 C.F.R. § 1602.14 to retain the interview notes “until final disposition” of Turner’s discrimination charge. She further contends that she suffered prejudice because she now lacks evidence to challenge the interviewers’ assessments of her interview performance. Finally, she alleges that PSCo acted in bad faith when it failed to produce the interview notes.
Even in cases where employers destroy evidence they are required to retain under 29 C.F.R. § 1602.14, plaintiffs must be “diligent in the defense of their own interests,” and should seek sanctions under Federal Rule of Civil Procedure 37 to remedy any prejudice caused by spoliation.
See Mathis v. John Morden Buick, Inc.,
Spoliation sanctions are proper when “(1) a party has a duty to preserve evidence because it knew, or should have known, that litigation was imminent, and (2) the adverse party was prejudiced by the destruction of the evidence.”
Burlington N. & Santa Fe Ry. Co. v. Grant,
The district court did not clearly err in concluding that PSCo lacked bad faith. Considering the record as a whole, we cannot say the district court’s finding was without factual support, nor do we have a definite and firm conviction that the district court’s finding was a mistake.
See Aquila, Inc. v. C.W. Mining Go.,
The court moreover did not abuse its discretion when it refused to impose a lesser sanction to remedy PSCo’s alleged spoliation. Assuming PSCo had a duty to retain the interview notes under the spoliation doctrine, there is no evidence that Turner was “actually, rather than merely theoretically” prejudiced by their loss.
See Grant,
III. Conclusion
For these reasons, we AFFIRM the district court’s grant of summary judgment in favor of PSCo.
Notes
. Turner does not base her present claim on PSCo’s decision not to hire her in 2000 or 2006. Additionally, the record does not disclose whether she exhausted her administrative remedies with respect to those vacancies.
See, e.g., Martinez v. Potter,
. Carolyn Davis, a PSCo employee, was originally a co-plaintiff in this case. Davis claimed that PSCo refused to promote her because of her sex. The district court entered summary judgment against Davis, finding that she failed to establish a prima facie case of sex discrimination and failed to present evidence showing PSCo's legitimate reason for refusing to promote her was pretextual. Though Davis appealed the district court’s judgment, she subsequently settled with PSCo and is no longer a party to this case.
. Turner defines a "non-traditional” position as one involving "production” rather than clerical or professional duties. Aplt. Br. at 4 n. 1.
. Evidence of past and subsequent adverse employment actions may be introduced to provide "background” for the adverse employment action at issue in a Title VII case though the past and subsequent actions are
*1147
not the basis of the claim before the court.
See Martinez v. Potter,
. PSCo sent these documents to Minneapolis before Turner filed her charge of discrimination with the Equal Employment Opportunity Commission.
