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CARNES, Circuit Judge: John Chapman filed a lawsuit in federal district court against AI Transport, AIG Aviation, American International Group Claims Services (“AIGCS”), and American International Group (“AIG”) (collectively, “the defendants”). His complaint included claims of age discrimination in violation of the Age Discrimination in Employment Act (“ADEA”), 29 U.S.C. §§ 621-34, and disability discrimination in violation of the Americans with Disabilities Act (“ADA”), 42 U.S.C. §§ 12101-17. The district court granted summary judgment in favor of the defendants on Chapman’s ADEA claims, but it denied summary judgment on the ADA claims. Chapman’s ADA claims were tried before a jury, which returned a verdict in favor of the defendants. A panel of this Court affirmed the judgment insofar as it embodied the jury’s verdict on the ADA claims, but the panel reversed the grant of summary judgment on the ADEA claims and also vacated the district court’s award of costs to the defendants. See Chapman v. AI Transport, 180 F.3d 1244 (11th Cir.1999). We granted rehearing en banc primarily to decide some important issues that arise regularly in job discrimination cases. Those issues have to do with an employer’s ability to select its own criteria for making employment decisions and with the permissibility of using subjective criteria. We had also planned to address an issue about whether evidence impeaching the credibility of one corporate official could be used to undermine the credibility of a different decision-maker. As we will explain in due course, however, it turns out that general corporate credibility issue is not presented by the record. While we have the case, we will also use it to decide whether a district court may consider a losing party’s financial status in awarding costs to the prevailing party. I. FACTS A. Chapman’s Pre-October 1988 Employment History From May 1964 until September 1969, John Chapman worked as a claims representative for the Hartford Insurance Company. He voluntarily left Hartford Insurance in September 1969 and began working as a claims supervisor for Home Insurance Company in Atlanta, Georgia. He left Home Insurance in June 1985. In July 1985, Chapman began working for Claimsman, Inc., another insurance company, as a senior liability claims examiner. While at^ Claimsman, Chapman handled the J. Gordon Gaines (“Gaines”) account. In August 1986, Chapman voluntarily left the Claimsman company in order to accept an offer to become manager of the general liability unit of Gaines, which had decided to start its own claims department. In April 1988, Gaines was purchased by Liberty National Fire Insurance Company. Liberty National moved its claims division to Birmingham, Alabama, and offered Chapman, who was apparently living in Atlanta, the opportunity to continue working in the claims division. Chapman decided instead to move to Long Beach, California and work for B.R. Martin Company. At B.R. Martin, Chapman supervised the files of Liberty National Fire Insurance Company. In September 1988, after .only a few months with B.R. Martin, Chapman left that company and moved back to Atlanta, Georgia. B. Chapman’s Tenure at AI Transport and His Application to AIGCS In October 1988, Chapman began working for AI Transport in Atlanta as a senior claims representative. He interviewed with and was hired by Robert Spann, who was then the Manager of Claims at AI Transport. In 1989, Chapman was promoted to supervisor. His performance reviews usually ranged from the middle-of-the-scale “meets expectations” to the second-highest category, “above expectations.” In late 1989, AI Transport became a division of AIG Aviation, which is itself a subsidiary of AIG. AIG owns in whole or in part approximately 120 companies worldwide, including AIGCS. AIG, AIG Aviation, AI Transport and AIGCS are all insurance-related companies. In June 1992, AI Transport instituted a reduction-in-force. Three of Chapman’s four subordinates were terminated. AI Transport removed Chapman’s supervisory duties and assigned him to handle the claims representative duties formerly performed by his dismissed subordinates. Chapman was also transferred to the position of Self-Insured Retention (“SIR”) Manager. During September and October 1992, AIGCS restructured its organization and created new positions in the process. On September -17, 1992, Chapman wrote James Wogsland, a vice president at AIGCS, about open positions. Wogsland and Ward Turnquist, another AIGCS vice president, interviewed Chapman on October 13, 1992 for the position of Casualty Claims Manager. Turnquist testified in deposition that his assignment from Wogs-land was “to screen these people for that position.” Turnquist stated that he interviewed Chapman, was not impressed and thought AIGCS should look further, but recommended that Wogsland talk to Chapman himself. Chapman testified, however, that Wogsland interviewed him before Turnquist did. At the time of the interviews, Chapman was 61 years old. Later that month, Chapman was informed that AIGCS would not be hiring him. Among the employees eventually hired by AIGCS for some position were four other AI Transport employees. Graham Wiggins was hired as the Casualty Claims Manager; Warren Jones was hired as the Complex Claims Director; Duane Sevillian was hired as the Fast Track Manager; and Ernest John Smith was hired as a Casualty Claims Representative. Two of the four were over forty years old, but all four were younger than Chapman. On December 18, 1992, Chapman was terminated by AI Transport because of his refusal to travel, which he claimed to be the result of a heart condition. The facts relating to that condition and Chapman’s termination by AI Transport are accurately summarized in the panel opinion. See Chapman, 180 F.3d at 1247-48. We will not set out in this opinion all of those facts, because they are not relevant to the ADEA claims which arose from AIGCS’s failure to hire Chapman while he was still working at AI Transport. II. PROCEDURAL HISTORY A. Complaint In June 1994, after having exhausted his EEOC administrative remedies, Chapman filed a lawsuit in federal district court against the defendants. His complaint included claims of age discrimination in violation of the ADEA, 29 U.S.C. §§ 621-34, and disability discrimination in violation of the ADA, 42 U.S.C. §§ 12101-17. His complaint set out his allegations of age discrimination as follows: 25. During September or October of 1992, a claims supervisor position came open in the Atlanta Service Center of [AIGCS]. Mr. Chapman was qualified to perform this position, which would have required no out-of-town travel on business. 26. Mr, Chapman went through the proper procedures to apply for the open position at [AIGCS]. The [AIGCS] employee who interviewed Mr. Chapman for the position, James Wogsland (Vice President of [AIGCS] in Atlanta), informed Mr. Chapman that he would rely upon Mr. Spann’s assessment of Mr. Chapman’s work in making his decision. 27. The position at [AIGCS] for which Mr. Chapman applied was awarded to Mr. Graham Wiggins, black. Mr. Wiggins was less qualified than Mr. Chapman for the position, had no physical disability and was much younger than Mr. Chapman. 28. AI Transport also transferred Mr. Warren Jones and Mr. Duane Sevillian to [AIGCS] to perform positions that Mr. Chapman was more qualified to perform. Mr. Jones and Mr. Sevillian are black, are not physically disabled, and are much younger than Mr. Chapman. B. Motions for Summary Judgment On April 29, 1996, Chapman moved for partial summary judgment on his disability discrimination claims. Included in the Statement of Undisputed Material Facts submitted by Chapman with his motion for partial summary judgment were the following statements: 25. Mr. Chapman applied for any open positions, including Complex Claims Director, Fast Track Manager, Casualty Claims Manager, and Casualty Claims Representative. According to the AIGCS managers responsible for supervising and filling these positions, Mr. Chapman was qualified for all of them. None of these positions required business travel. 26. Nevertheless, instead of transferring Mr. Chapman to one of these open positions, which would have fully accommodated his disability, Defendants filled the positions with other non-disabled individuals from AI Transport. Graham Wiggins was placed in the Casualty Claims Manager position; Warren Jones was placed in the Complex Claims Director position; Duane Sevillian (a claims representative at AI Transport) was placed in the Fast Track Manager position and Ernest John Smith (a claims representative at AI Transport) was placed in the Casualty Claims Representative position.... Chapman was more qualified than these other candidates. On April 30, 1996, AI Transport, AIG Aviation and AIG moved for summary judgment on all claims. AIGCS and AIG filed a separate motion for summary judgment on all claims. In the Statement of Material Facts attached to its summary judgment motion, AIGCS stated that Wogsland and Turnquist, the two AIGCS vice presidents who interviewed Chapman, chose Wiggins over Chapman because of Chapman’s poor interview and their concern “about [his] stability in light of the number of jobs he had held in a short period of time.” In depositions attached as exhibits to the summary judgment motion, Wogsland and Turnquist explained their reasoning. Turnquist stated that he “had some concerns about [Chapman’s] career path” and that “there was (sic) quite a few jobs after the Home [Insurance Company] and before he came to [his current employer].” In his mind, Turnquist questioned “what necessitated making as many and as frequent a job change during what ... was a fairly short period of time.... ” Turnquist also described what he said to Wogsland after his interview with Chapman as follows: I didn’t get a real feeling of confidence from [Chapman] — from my interview with [Chapman] and that I thought we could do better and that he should continue the interview process with other people. But I think I told [Wogsland]— I believe I did tell [him] that I think you need to talk to [Chapman] yourself. Turnquist stated that he “thought that Graham Wiggins made a better presentation of himself and his skills. His knowledge skills and abilities and thought that he would have — he seemed to exhibit. I just had ... more confidence in Graham in the way he presented his work history.” Wogsland shared Turnquist’s concerns, testifying in deposition that he looked for “stability with a company and a progression within a particular company” and that “[w]e did not see that in those three positions between when [Chapman] left Home [Insurance Company] and AI Transport.” Wogsland further recounted that: Within the interview that I conducted with [Chapman], it was basically that he was not very concise with the answers. He did not take an aggressive approach in asking me questions about the position, where we were going. His answers were not very sharp, to the point, when I asked them, which basically were the same comments that [Turnquist] gave me about his interview [with Chapman], When asked for an example of a question to which he received an unsatisfactory answer, Wogsland explained that “[Chapman] wasn’t very clear about why he had gone from Home [Insurance Company] to several other positions before he got to Transport....” Chapman responded to the defendants’ motions. Chapman disputed AIGCS’s allegation that he was not hired because of his recent job instability by arguing that he “had established a record as evidenced by his performance appraisals which were a more immediate indication of his stability,” and arguing that “he continued to work on files for J. Gordon Gaines while working for three different employers between the time he left Home Insurance (after 16 years) and joined AI Transport.” Chapman also compared his entire employment history to Wiggins’ employment history and alleged that “it is undisputed that both Mr. Chapman and Wiggins worked for a total of six other employers ...” throughout their entire careers. Chapman responded to AIGCS’s allegation that he was not hired based on a poor interview by contending that “this testimony [was] pretext for intentional discrimination.” Chapman did not refute Wogsland and Turnquist’s evaluation of his interview. He did not contend that he asked a lot of questions during the interview, gave concise answers, or otherwise interviewed well. Instead, Chapman argued that there was “limited probative value of [Wogsland and Turnquist’s] opinions about Mr. Chapman’s appearance and demeanor.... ” Neither Chapman’s affidavit nor the excerpts from his deposition that were attached as exhibits to his summary judgment response set out a different version of the interview. C. Magistrate Judge’s Report and District Court Order In August 1996, the magistrate judge issued his report and recommendation. With respect to the age discrimination claims, the report recommended that AIGCS’s motion for summary judgment be denied. The report stated that Chapman’s evidence about his overall employment record and continuity of work on J. Gordon Gaines’ files cast doubt on AIGCS’s proffered nondiscriminatory reason of job instability. The report also stated that AIGCS’s other proffered reason, Chapman’s poor interview, was subjective and for that reason was an inappropriate basis upon which to award summary judgment. On March 5, 1997, the district court issued an order granting summary judgment in favor of the defendants on Chapman’s ADEA claims, but denying summary judgment on the ADA claims. With respect to the ADEA claims, the district court held that Chapman did not present sufficient evidence for a reasonable factfin-der to conclude that the second proffered reason, his poor interview, was pretextual. Having so held, the district court found it unnecessary to address AIGCS’s first reason, Chapman’s recent job instability. With respect to the ADA claims, the court concluded that there were genuine issues of material fact including whether Chapman was disabled and whether travel was an essential function of his job. Accordingly, the court denied summary judgment on the ADA claims, leaving them to be decided at trial. D. Post-Summary Judgment Events and Trial Before trial of the ADA claims, the defendants moved in limine to exclude a position statement AIG prepared for submission to the EEOC as part of the conciliation process. That position statement described Chapman’s transfer to the position of SIR Manager as a promotion. The defendants later admitted that the transfer was actually a lateral move. Esther Kornblau, AIG’s Director of Employee Relations in New York City, wrote the position statement and Valerie Zaleski, the human resources manager for AI Transport, checked it in Atlanta. Bill O’Brien, the vice president in charge of claims operations at AI Transport, either read it or had it read to him and did not point out any mistakes. Spann, Chapman’s immediate supervisor, also probably reviewed the statement, and he did not point out any mistakes either. The district court granted the defendants’ motion in limine. At trial, however, the court allowed Chapman to introduce most of the position statement into evidence as an exhibit but not the part of it which characterized Chapman’s transfer as a promotion. The court required Chapman to redact that part of the position statement. Chapman’s ADA claims were tried before a jury from June 17 to June 30, 1997. The jury returned a verdict in favor of the defendants. On July 2, 1997, Chapman filed a motion to reconsider and vacate summary judgment on his ADEA claims. He argued that evidence adduced immediately prior to and at the trial of his ADA claims established a genuine issue of material fact about whether AIGCS’s proffered nondiscriminatory reasons regarding his ADEA claims were pretextual, thereby requiring a jury trial. Chapman also filed a timely motion for a new trial on the ADA claims. He argued, among other things, that the court had erred by redacting from the position statement the defendants’ false characterization of his transfer. The district court denied both motions. Thereafter, the court awarded costs to the defendants. Chapman appealed the grant of summary judgment on the ADEA claims, the jury verdict on the ADA claims, the district court’s denial of his post-trial motions, and the award of costs to the defendants. E. Panel Opinion A panel of this Court issued a decision affirming in part and reversing in part. See Chapman v. AI Transport, 180 F.3d 1244 (11th Cir.1999). Addressing the award of summary judgment on the ADEA claims, the panel concluded that the district court did not “properly evaluate Chapman’s effort to demonstrate the pre-textual nature of AIGCS’s reason for its employment decision.... ” Id. at 1249. The panel decided that the fact that Chapman worked for six different companies over a thirty-five year period and the fact that he had done work primarily involving one client during the recent three-year period in which he worked for three employers raised a genuine issue of material fact as to whether AIGCS’s objective reason, Chapman’s recent job instability, was a pretext for age discrimination. See id. at 1250. The panel stated that those facts were also sufficient at the summary judgment stage to cast doubt on AIGCS’s subjective reason, Chapman’s poor interview, even though that evidence did not directly rebut AIGCS’s assessment of his interview. See id. For those reasons, the panel reversed the district court’s grant of summary judgment and remanded for further proceedings on that issue. See id. at 1250-51, 1254. With respect to the ADA claims, the panel concluded that there was sufficient evidence for a reasonable jury to find in favor of the defendants and affirmed the jury’s verdict. See id. at 1251. Although believing that the district court had abused its discretion by excluding from evidence the false description of Chapman’s transfer as a promotion in the position statement the defendants filed with the EEOC, the panel concluded that the error was harmless. See id. at 1252. Finally, the panel vacated the district court’s award of costs to the defendants, because the “district court incorrectly concluded that it lacked the authority to consider Chapman’s financial status as a factor in calculating the total costs awarded to the defendants.” Id. at 1253. III. STANDARD OF REVIEW We review de novo a district court’s grant of summary judgment, applying the same legal standards as the district court. See Whatley v. CNA Ins. Cos., 189 F.3d 1310, 1313 (11th Cir.1999). Under Federal Rule of Civil Procedure 56(c): [sjummary judgment is appropriate if the evidence before the court shows that there is no genuine issue as to any material fact and that the moving party is entitled to a judgment as a matter of law. In making this determination, the court must view all evidence and make all reasonable inferences in favor of the party opposing summary judgment. The mere existence of some factual dispute will not defeat summary judgment unless that factual dispute is material to an issue affecting the outcome of the case. The relevant rules of substantive law dictate the materiality of a disputed fact. A genuine issue of material fact does not exist unless there is sufficient evidence favoring the nonmoving . party for a reasonable jury to return a verdict in its favor. Haves v. City of Miami, 52 F.3d 918, 921 (11th Cir.1995) (internal marks and citations omitted). We review the district court’s exclusion of evidence, award of costs and denial of a motion to reconsider summary judgment only for abuse of discretion. See Walker v. NationsBank of Florida, N.A., 53 F.3d 1548, 1554 (11th Cir.1995) (exclusion of evidence); Technical Resource Servs. v. Dornier Medical Sys., Inc., 134 F.3d 1458, 1468 (11th Cir.1998) (costs); Cavaliere v. Allstate Ins. Co., 996 F.2d 1111, 1115 (11th Cir.1993) (Rule 60 motion to reconsider). IV. DISCUSSION A. Summary Judgment on Chapman’s ADEA Claims 1. The Applicable Legal Framework The ADEA makes it “unlawful for an employer to fail or refuse to hire or to discharge any individual or otherwise discriminate against any individual with respect to his compensation, terms, conditions, or privileges of employment, because of such individual’s age.” 29 U.S.C. § 623(a)(1). As the Supreme Court has stated: [w]hen a plaintiff alleges disparate treatment, liability depends on whether the protected trait (under the ADEA, age) actually motivated the employer’s decision. That is, the plaintiffs age must have actually played a role in the employer’s decisionmaking process and had a determinative influence on the outcome. Reeves v. Sanderson Plumbing Products, Inc., — U.S.-, 120 S.Ct. 2097, 2105, 147 L.Ed.2d 105 (2000) (internal marks and citations omitted). This Court, as well as other federal courts of appeals, uses the framework established in McDonnell Douglas Corp. v. Green, 411 U.S. 792, 93 S.Ct. 1817, 36 L.Ed.2d 668 (1973), and Texas Department of Community Affairs v. Burdine, 450 U.S. 248, 101 S.Ct. 1089, 67 L.Ed.2d 207 (1981), to evaluate ADEA claims that are based upon circumstantial evidence of discrimination. See Reeves, 120 S.Ct. at 2105 (noting widespread use of the McDonnell Douglas framework in ADEA cases and assuming its applicability); Combs v. Plantation Patterns, 106 F.3d 1519, 1527-28 (11th Cir.1997). Under that framework, the plaintiff must first establish a prima facie case of discrimination. See Combs, 106 F.3d at 1527-28 (citations omitted). One method a plaintiff can use to establish a prima facie case for an ADEA violation is by showing that he (1) was a member of the protected age group, (2) was subjected to adverse employment action, (3) was qualified to do the job, and (4) was replaced by or otherwise lost a position to a younger individual. See Benson v. Tocco, Inc., 113 F.3d 1203, 1207-08 (11th Cir.1997). Establishment of the prima facie case in effect creates a presumption that the employer unlawfully discriminated against the employee. If the trier of fact believes the plaintiffs evidence, and if the employer is silent in the face of the presumption, the court must enter judgment for the plaintiff because no issue of fact remains in the case. Combs, 106 F.3d at 1528 (quoting Burdine, 450 U.S. at 254, 101 S.Ct. at 1094 (footnote omitted)). If a plaintiff establishes a prima facie case of discrimination, the defendant employer must articulate a legitimate, nondiscriminatory reason for the challenged employment action. See id. However, the employer’s burden is merely one of production; it “need not persuade the court that it was actually motivated by the proffered reasons. It is sufficient if the defendant’s evidence raises a genuine issue of fact as to whether it discriminated against the plaintiff.” Id. at 1528 (quoting Burdine, 450 U.S. at 254-55, 101 S.Ct. at 1094 (citation and footnote omitted)). If the defendant articulates one or more such reasons, the presumption of discrimination is eliminated and “the plaintiff has the opportunity to come forward with evidence, including the previously produced evidence establishing the prima facie case, sufficient to permit a reasonable factfinder to conclude that the reasons given by the employer were not the real reasons for the adverse employment decision.” Id. (citations omitted). If the plaintiff does not proffer sufficient evidence to create a genuine issue of material fact regarding whether each of the defendant employer’s articulated reasons is pre-textual, the employer is entitled to summary judgment on the plaintiffs claim. See id. at 1529 (holding that there must be “sufficient evidence to demonstrate the existence of a genuine issue of fact as to the truth of each of the employer’s proffered reasons for its challenged action”). A final note is in order about the law applicable to summary judgment in job discrimination cases. Some of our opinions from past years purport to announce “[a]s a general rule [that] summary judgment is not a proper vehicle for resolving claims of employment discrimination which often turn on an employer’s motivation and intent.” E.g., Delgado v. Lockheed-Georgia Co., 815 F.2d 641, 644 (11th Cir.1987); accord Batey v. Stone, 24 F.3d 1330, 1336 (11th Cir.1994) (“summary judgment in employment discrimination cases ... is especially questionable” (internal quotation and citation omitted)). There is some question about whether that supposed rule was ever followed, see Earley v. Champion Int’l Corp., 907 F.2d 1077, 1081 (11th Cir.1990) (“Summary judgments for defendants are not rare in employment discrimination cases.”) (citing cases), but no question that it has not been followed in recent years. As the Seventh Circuit has observed, “Summary judgment is hardly unknown, or for that matter rare, in employment discrimination cases, more than 90 percent of which are resolved before trial, ... many of them on the basis of summary judgment for the defendant.” Wallace v. SMC Pneumatics, Inc., 103 F.3d 1394, 1396 (7th Cir.1997) (citations omitted); see also Lewis Maltby, Employment Arbitration: Is it Really Second Class Justice?, Disp. Resol. Mag., Fall 1999, at 23-24 (footnote omitted) (“In fact, the majority of employment cases, some 60 percent, are resolved by summary judgment.”); see generally Administrative Office of the U.S. Courts, Judicial Business of the United States Courts: 1999 Report of the Director, p. 160-62 (indicating, from figures in Table C-4, that 94.09% of employment civil rights cases are resolved before trial). While acknowledging that questions of fact in job discrimination cases are “both sensitive and difficult” and “[t]here will seldom be ‘eyewitness’ testimony as to the employer’s mental processes,” the Supreme Court has told us that “none of this means that trial courts or reviewing courts should treat discrimination differently from other ultimate questions of fact.” St. Mary’s Honor Ctr. v. Hicks, 509 U.S. 502, 524, 113 S.Ct. 2742, 2756, 125 L.Ed.2d 407 (1993) (quoting Postal Service Bd. of Governors v. Aikens, 460 U.S. 711, 716, 103 S.Ct. 1478, 1482, 75 L.Ed.2d 403 (1983)). And quite recently, the Court rejected a rule which would have made it easier for job discrimination plaintiffs to get their case to a jury, explaining that “[t]o hold otherwise would be effectively to insulate an entire category of employment discrimination cases from review under Rule 50,. and we have reiterated that trial' courts should not treat discrimination differently from other ultimate questions of fact.” Reeves, 120 S.Ct. at 2109 (internal quotation and citation omitted). The long and short of it is that the summary judgment rule applies in job discrimination cases just as in other cases. No thumb is to be placed on either side of the scale. 2. The Evidence We Consider in Reviewing a Grant of Summary Judgment On March 5, 1997, the district court granted summary judgment in favor of the defendants on Chapman’s ADEA claims but denied summary judgment on the ADA claims. On July 2, 1997, after the jury had returned its verdict against Chapman at the trial of the ADA claims, he filed a motion requesting the court to reconsider and vacate summary judgment on the ADEA claims. Chapman argued in his motion that evidence adduced immediately prior to and at the trial of his ADA claims created a genuine issue of material fact as to whether AIGCS’s proffered nondiscriminatory reasons regarding his ADEA claims were pretextual. The district court denied Chapman’s motion to reconsider and vacate, leaving intact the summary judgment previously entered on the ADEA claims. Chapman contends that the trial testimony demonstrates that the district court’s grant of summary judgment on the ADEA claims was erroneous, and his en banc brief to this Court relies extensively upon trial testimony in arguing that we should reverse summary judgment. By our count, the briefs “Statement of the Facts” section contains sixty-seven citations to trial testimony and only one citation to the summary judgment record. There are two closely related issues here. One is whether the district court abused its discretion in not re-opening summary judgment on the ADEA claims after the trial of the ADA claims based upon evidence that came out shortly before and during that trial. The other issue is whether we should consider that later evidence in reviewing the district court’s decision to grant summary judgment on the ADEA claims. The two issues are inextricably intertwined and they require a consistent answer. If the district court did not abuse its discretion in failing to reopen summary judgment on the ADEA claims, then we cannot consider the evidence that would have been available if the court had re-opened summary judgment. The rule is that “a federal appellate court may examine only the evidence which was before the district court when the latter decided the motion for summary judgment.” Welch v. Celotex Corp., 951 F.2d 1235, 1237 n. 3 (11th Cir.1992) (citations omitted) (emphasis added); see also 10A Charles Alan Wright et al., Federal Practice and Procedure § 2716 (3rd ed. 1998) (“The appellate court is limited in its review.... [I]t can consider only those papers that were before the trial court. The parties cannot add exhibits, depositions, or affidavits to support their position.”). The Tenth Circuit elaborated on the rule in United States v. Hardage, 982 F.2d 1436 (10th Cir.1992), stating that: [n]either the evidence offered subsequently at the trial nor the verdict is relevant. One who loses on summary judgment cannot give a retroactive effect to a trial verdict, using it in an effort to create a genuine issue of material fact .at the time the court was considering the motion for summary judgment. Id. at 1444 (internal quotations and citations omitted). This universally followed rule is indispensable to the orderly processing of cases in the district courts. We have frequently railed about the evils of shotgun pleadings and urged district courts to take a firm hand and whittle cases down to the few triable claims, casting aside the many non-triable ones through dismissals where there is failure to state a claim and through summary judgment where there is no genuine issue of material fact. See, e.g., Morro v. City of Birmingham, 117 F.3d 508, 515 (11th Cir.1997) (explaining that “[t]he use of shotgun pleadings in civil cases is a ubiquitous problem,” and “[gjiven the seriousness of that problem, it is particularly important for the district courts to undertake the difficult, but essential, task of attempting to narrow and define the issues before trial.” (internal quotation and citation omitted)). It would seriously impair the ability of district courts to pare down the issues in multi-claim civil cases if we required them to revisit and re-evaluate a summary judgment previously granted on one claim because of evidence that comes out later at the trial of other claims. Moreover, the approach Chapman would have us follow would burden our already heavily burdened district courts with multiple trials in a single case where one should suffice. To vacate summary judgment on one claim after the trial of another claim would necessarily result in two trials instead of one. Indeed, that is precisely what Chapman’s motion to reconsider and vacate requested. There is no good reason for inflicting that burden of multiple trials upon our system with its finite resources. Parties opposing summary judgment are appropriately charged with the responsibility of marshaling and presenting their evidence before summary judgment is granted, not afterwards. The district court did not abuse its discretion in refusing to re-open after the trial of the ADA claims the summary judgment it had previously granted in favor of the defendants on the ADEA claims. And because the district court did not have the testimony from the trial of the ADA claims before it when it granted summary judgment in favor of the defendants on the ADEA claims, any evidence offered at trial is not relevant to our review of the ADEA summary judgment and we will not consider it. See U.S. East Telecomm., Inc. v. U.S. West Communications Servs., Inc., 38 F.3d 1289, 1301 (2nd Cir.1994); Hardage, 982 F.2d at 1444-45; Nissho-Iwai American Corp. v. Kline, 845 F.2d 1300, 1307 (5th Cir.1988); Voutour v. Vitale, 761 F.2d 812, 817 (1st Cir.1985). 3. AIGCS’s Proffered Nondiseriminatory Reasons It is undisputed that Chapman established his prima facie case. He was sixty-one years old at the time that he applied, but was not hired, for a job at AIGCS. He was qualified for at least one of the positions for which he applied, Casualty Claims Manager. Four individuals who accepted jobs for which Chapman had applied, including the position of Casualty Claims Manager, were younger than him. Applying the McDonnell Douglas framework, because Chapman met his burden of establishing a prima facie case, a presumption of discrimination arose and the burden shifted to AIGCS to proffer a legitimate, nondiseriminatory reason for not hiring Chapman. See Combs, 106 F.3d at 1527-28. To meet that burden, which is only a burden of production, AIGCS in its motion for summary judgment proffered two legitimate, nondiseriminatory reasons, one of which was objective and the other subjective. The objective reason as stated by Turnquist and Wogsland, the decision makers for the positions for which Chapman applied, was Chapman’s lack of “stability in light of the number of jobs he had held in a short period of time.” The subjective reason, stated by those same deci-sionmakers, was Chapman’s poor interview. AIGCS’s proffer of those nondiscriminatory reasons eliminated the presumption of discrimination, thereby shifting the burden to Chapman to come forward with sufficient evidence to permit a reasonable fact-finder to find that those reasons were pre-textual. See Combs, 106 F.3d at 1528. We will discuss each of AIGCS’s proffered reasons and Chapman’s attempted showing of pretext as to that reason separately. a. Chapman’s Record of Recent Job Instability AIGCS articulated its objective reason for not hiring Chapman as follows: “[Ward Turnquist and James Wogsland, the two vice-presidents who interviewed Chapman,] were concerned about [his] stability in light of the number of jobs he had held in a short period of túne.” Turn-quist explained bis position more thoroughly in his deposition, stating that he “had some concerns about [Chapman’s] career path” and that “there [were] quite a few jobs after the Home [Insurance Company] and before he came to [his current employer].” That bothered Turnquist, who questioned “what necessitated making as many and as frequent a job change during what ... was a fairly short period of time....” Notes from Turnquist’s interview with Chapman corroborate his concern. In those notes, Turnquist listed Chapman’s employers and the dates Chapman left each employer. Wogsland expressed similar sentiments in his deposition. He stated: The question was basically when you look at a resume and look at why somebody left somewhere you look for stability in a position, stability with a company and a progression within a particular company or if they have left a position for growth opportunities. We did not see that in those three positions between •when he left Home [Insurance Company] and AI Transport. Wogsland asked Chapman during the interview about the various jobs Chapman had between Home Insurance Company and AI Transport, but Chapman “wasn’t very clear about why he had gone from Home to several other positions before he got to Transport....” In response to AIGCS’s articulated reason, Chapman asserted that he “had established a record as evidenced by his performance appraisals which were a more immediate indication of his stability,” and that “he continued to work on files for J. Gordon Gaines while working for [the] three different employers between the time he left Home Insurance (after 16 years) and joined AI Transport.” Chapman also argued that Wiggins, who was selected instead of him as Casualty Claims Manager, had worked for a total of six other employers during his entire career (which spanned twenty-three years). Chapman and Wiggins each went to work in 1988 for AI Transport, which was their employer when they applied for the Casualty Claims Manager position at AIGCS in 1992. Notably, Chapman did not dispute that he had worked for three different employers in the three years before he joined AI Transport in 1988. Nor did he dispute that Wiggins had worked for only one employer in the ten years before Wiggins joined AI Transport in that same year. Chapman’s assertions about his good performance and continued work on the Gaines account may be true, but the reason AIGCS proffered for not hiring Chapman was the number of times he had changed employers in a specified short period of time (between leaving Home Insurance in 1985 and going to AI Transport in 1998), not his performance appraisals and not the number of clients he had been involved with as he switched from one employer to another. And while it may be true that both Chapman and Wiggins had worked for a total of six other employers during their entire careers, AIGCS’s proffered nondiscriminatory reason was not the number of employers for which Chapman had ever worked. It was the number of times Chapman had changed employers in a specified period. A plaintiff is not allowed to recast an employer’s proffered nondiscriminatory reasons or substitute his business judgment for that of the employer. Provided that the proffered reason is one that might motivate a reasonable employer, an employee must meet that reason head on and rebut it, and the employee cannot succeed by simply quarreling with the wisdom of that reason. See Alexander v. Fulton County, Ga., 207 F.3d 1303, 1341 (11th Cir.2000) (Title VII case) (“[I]t is not the court’s role to second-guess the wisdom of an employer’s decisions as long as the decisions are not racially motivated.”); Combs, 106 F.3d at 1541-43. We have recognized previously and we reiterate today that: [fjederal courts “do not sit as a super-personnel department that reexamines an entity’s business decisions. No matter how medieval a firm’s practices, no matter how high-handed its decisional process, no matter how mistaken the firm’s managers, the ADEA does not interfere. Rather our inquiry is limited to whether the employer gave an honest explanation of its behavior.” Elrod v. Sears, Roebuck & Co., 939 F.2d 1466, 1470 (11th Cir.1991) (quoting Mech-nig v. Sears, Roebuck & Co., 864 F.2d 1359, 1365 (7th Cir.1988) (citations omitted)); see also Nix v. WLCY Radio/Rahall Communications, 738 F.2d 1181, 1187 (11th Cir.1984) (An “employer may fire an employee for a good reason, a bad reason, a reason based on erroneous facts, or for no reason at all, as long as its action is not for a discriminatory reason.”); Abel v. Dubberly, 210 F.3d 1334, 1339 n. 5 (11th Cir.2000). We “do not ... second-guess the business judgment of employers.” Combs, 106 F.3d at 1543; accord Alexander, 207 F.3d at 1339, 1341; Damon v. Fleming Supermarkets of Florida, Inc., 196 F.3d 1354, 1361 (11th Cir.1999) (“We have repeatedly and emphatically held that a defendant may terminate an employee for a good or bad reason without violating federal law. We are not in the business of adjudging whether employment decisions are prudent or fair.” (internal citation omitted)). Here, the proffered reason clearly meets the test of being one that might motivate a reasonable employer. Indeed, leaving several employers in a recent and short period of time, or job-skipping, is an imminently reasonable basis upon which to choose between job applicants. As the Seventh Circuit has observed: “High turnover of skilled workers can be very harmful to a company. The worker who leaves may take with him trade secrets valuable to a competitor or the benefits of specialized training that the employer had given him, at some expense, in the hope of recouping the expense in the worker’s superior productivity now to be enjoyed by another employer.” Thorn v. Sundstrand Aerospace Corp., 207 F.3d 383, 389 (7th Cir.2000). Furthermore, it makes sense for an employer to be concerned about how often an applicant has changed employers in recent years, instead of his career total or average. An employer could reasonably conclude that a job applicant who has not stayed with any recent employer for very long is unlikely to stay with it for long, either, and that what the applicant will do in the near- and mid-range future is better predicted from recent behavior than from what happened ten or twenty years ago. Chapman’s purported loyalty to one client of several of his employers does not do him any good in this analysis. An employer reasonably could be more concerned with an applicant’s loyalty to employers than with his loyalty to clients. Indeed, we would be surprised if that were not the case. For that reason, it is altogether understandable why an employer might count the number of times a job applicant has changed employers instead of the number of different clients he has worked with at his various employers. In any event, even if we were to disagree with the wisdom of the hiring criterion used by AIGCS, it is not our role to decide how to run AIGCS’s business or to dictate employment criteria to it. AIGCS presented Chapman’s job instability in light of the number of jobs he had held in a specified recent and short period of time as a legitimate, nondiscriminatory reason for not hiring him. The burden shifted to Chapman to produce sufficient evidence for a factfinder to conclude that this reason was a pretext for age discrimination. Chapman did not produce any such evidence. None of the evidence he offered rebutted AIGCS’s articulated nondiscriminatory reason. Chapman’s good performance appraisals indicate that he performed satisfactorily his job for his present employer. Chapman’s continuous work on the Gaines account supposedly shows that he was loyal to that client and the client was pleased with his work. But those facts in no way undermine AIGCS’s stated concern about Chapman’s changing employers three times in a recent three-year period. Unable to knock down AIGCS’s proffered reason of job instability by comparing himself to Wiggins, who was hired as the Casualty Claims Manager, Chapman has attempted on appeal to extend his comparison beyond Wiggins, contending that one of the other AI Transport employees — Earnest John Smith — who was hired by AIGCS in another position had an employment history similar to his own. However, this contention does not help Chapman. First, he did not make this argument in the district court; there, the only employee Chapman contended had an employment history similar to his own was Wiggins. See Redwing Carriers, Inc. v. Saraland Apartments, 94 F.3d 1489, 1511 n. 30 (11th Cir.1996) (“As a general rule, we will not address claims or arguments not fairly presented to the district court.” (citation omitted)). Second, 'even if we were to consider the job history of Smith, Chapman would still have failed to create a genuine issue of pretext. AIGCS’s concern was the number of times Chapman had changed jobs in a recent, short period of time. Smith had not changed employers as many times as Chapman had in as recent and short a period of time. Unlike Chapman, who had worked for three different employers in the three years before he joined AI Transport in 1988, Smith had only worked for two employers during that time period (and the first of those he had been with for six years, unlike Chapman who had been with his first one during that period for only one year). Our dissenting colleagues point to Sevil-lian and Jones, two other employees who were hired in other positions at AIGCS, and contend that they, too, had job instability records as bad or worse than Chapman. This is an argument Chapman himself did not make in the district court or in his panel or en banc briefs to this Court. We share Chapman’s apparent conclusion that this argument lacks merit. For one thing, Jones was hired by AIGCS after Chapman had been fired by AI Transport, and we do not think a reasonable jury could find discrimination in the failure of a company to hire an applicant recently fired by another company for insubordination, or one who had just left (yet again) one employer for another. In any event, Jones did not have a recent history of job instability like Chapman. To the contrary, he had been with one employer during the period Chapman had been with three, and in fact had been with that one company since 1983. As for Sevillian, he had also been with only one employer during the period Chapman had been with three, and he had been with that employer since 1981. Because Chapman did not produce sufficient evidence for a reasonable factfinder to conclude that AIGCS’s proffered nondiscriminatory reason of recent job instability for declining to hire Chapman was a pretext for age discrimination, the defendants were entitled to summary judgment on the ADEA claims. b. Chapman’s Interview AIGCS articulated another reason for not hiring Chapman, his poor interview. Chapman asserts that Wogsland and Turnquist’s assessment of his interview is not a legally sufficient reason to grant summary judgment for the defendants because of its subjective nature. We begin with an important threshold point: A subjective reason can constitute a legally sufficient, legitimate, nondiserimi-natory reason under the McDonnell Douglas/Burdine analysis. Indeed, subjective evaluations of a job candidate are often critical to the decisionmaking process, and if anything, are becoming more so in our increasingly service-oriented economy. Take, for example, a job requiring continuing interaction with the public, such as a sales clerk or wait staff position. Attitude, articulateness, and enthusiasm, as well as appearance, can be vitally important in such a job, yet there are few if any ways to gauge such qualities objectively or from a written application. Interviews give prospective employers a chance to see if an applicant has the kind of personal qualities a service job requires and can be the best way an employer has to determine how a person interacts with others. Body language, tone of voice, eye contact, facial expressions and other non-verbal cues significantly affect the impression an applicant makes on the interviewer and will make on those whose business the company wants to attract or retain, but such things are hard to quantify and articulate with any precision and can only be evaluated subjectively. Personal qualities also factor heavily into employment decisions concerning supervisory or professional positions. See Sengupta v. Morrison-Knudsen Co., 804 F.2d 1072, 1075 (9th Cir.1986) (racial discrimination alleged in layoff from position as engineer) (“Indeed, in many situations [subjective criteria] are indispensable to the process....”); Risher v. Aldridge, 889 F.2d 592, 597 (5th Cir.1989) (sex discrimination alleged in failure to promote) (“Subjective criteria necessarily and legitimately enter into personnel decisions involving supervisory positions.” (citation omitted)). Traits such as “common sense, good judgment, originality, ambition, loyalty, and tact” often must be assessed primarily in a subjective fashion, Watson v. Fort Worth Bank & Trust, 487 U.S. 977, 991, 108 S.Ct. 2777, 2787, 101 L.Ed.2d 827 (1988), yet they are essential to an individual’s success in a supervisory or professional position. See id. at 999, 108 S.Ct. at 2791 (“It would be a most radical interpretation of Title VII for a court to enjoin use of an historically settled process and plainly relevant criteria largely because they lead to decisions which are difficult for a court to review.”) (quoting Zahorik v. Cornell Univ., 729 F.2d 85, 96 (2nd Cir.1984)). It is inconceivable that Congress intended anti-discrimination statutes to deprive an employer of the ability to rely on important criteria in its employment decisions merely because those criteria are only capable of subjective evaluation. See Watson v. Ft. Worth Bank & Trust, 487 U.S. at 999, 108 S.Ct. at 2791. To phrase it differently, subjective reasons are not the red-headed stepchildren of proffered nondiscriminatory explanations for employment decisions. Subjective reasons can be just as valid as objective reasons. Nonetheless, we are mindful of the requirement articulated by the Supreme Court in Burdine that “the defendant’s explanation of its legitimate reasons must be clear and reasonably specific” so that “the plaintiff be afforded a full and fair opportunity to demonstrate pretext.” Burdine, 450 U.S. at 258, 101 S.Ct. at 1096 (quotation omitted). A subjective reason is a legally sufficient, legitimate, nondiscriminatory reason if the defendant articulates a clear and reasonably specific factual basis upon which it based its subjective opinion. Continuing our example of a sales clerk or wait staff position, it might not be sufficient for a defendant employer to say it did not hire the plaintiff applicant simply because “I did not like his appearance” with no further explanation. However, if the defendant employer said, “I did not like his appearance because his hair was uncombed and he had dandruff all over his shoulders,” or “because he had his nose pierced,” or “because his fingernails were dirty,” or “because he came to the interview wearing short pants and a T-shirt,” the defendant would have articulated a “clear and reasonably specific” basis for its subjective opinion' — the applicant’s bad (in the employer’s view) appearance. That subjective reason would therefore be a legally sufficient, legitimate, nondiscriminatory reason for not hiring the plaintiff applicant. The burden would then shift back to the plaintiff to offer sufficient evidence for a reasonable factfinder to find that the defendant’s reason was pretext for discrimination. Although we, sitting as an en banc court, have the ability to overrule our prior circuit precedent, see Combs, 106 F.3d at 1534, we do not believe our holding today is inconsistent with our past decisions. See Allison v. Western Union Telegraph Co., 680 F.2d 1318, 1322 (11th Cir.1982) (“An employer’s decision may properly be based on subjective factors.” (citation omitted)); Fowler v. Blue Bell, Inc., 737 F.2d 1007, 1011-14 (11th Cir.1984); Conner v. Fort Gordon Bus Co., 761 F.2d 1495, 1500 (11th Cir.1985) (A subjective reason “is legally sufficient to satisfy the employer’s burden of producing] [a legitimate, non-diseriminatory reason] so long as it is capable of objective evaluation.”); Woody v. St. Clair County Comm’n, 885 F.2d 1557, 1562-63 (11th Cir.1989) (affirming district court’s judgment that employer’s subjective evaluation of how long employee would stay on the job was not pretextual because it was based on objective indicators); EEOC v. Joe’s Stone Crab, Inc., 220 F.3d 1263, 1280 n. 17 (11th Cir.2000) (“[Ejmployment decisions may legitimately be based on subjective criteria as long as the criteria are capable of objective evaluation and are stated with a sufficient degree of particularity.”). But to the extent of any inconsistency between our past decisions and our decision today, of course, the rule we announce today controls. We now apply this rule to the present case. Although the proffered reason, Chapman’s poor interview, was subjective, AIGCS offered a clear and reasonably specific explanation of why Wogsland and Turnquist, the decisionmakers, arrived at that subjective conclusion. Wogsland stated: Within the interview that I conducted with [Chapman], it was basically that he was not very concise with the answers. He did not take an aggressive approach in asking me questions about the position, where we were going. His answers were not very sharp, to the point, when I asked them, which basically were the same comments that [Turnquist] gave me about his interview [with Chapman], Wogsland observed that Chapman’s imprecise answers were not “the answers [he] would expect [Chapman] needed to [be able to] give to technicians under his control, within his unit.” As an example of an unclear answer given by Chapman, Wogs-land stated that Chapman “wasn’t very clear about why he had gone from Home [Insurance Company] to several other positions before he got to Transport....” Turnquist explained that he too was concerned about how Chapman presented his work history. In comparing Wiggins and Chapman’s interviews, Turnquist stated: I thought that Graham Wiggins made a better presentation of himself and his skills. His knowledge skills and abilities and thought that he would have' — he seemed to exhibit. I just had — I don’t have an answer to that — I seem — I felt I had more confidence in Graham in the way he presented his work history. Even though Wogsland and Turnquist subjectively evaluated Chapman’s interview, they also explained the grounds for their evaluation with reasonable clarity and specificity given the passage of time. AIGCS thus met its burden of producing a legitimate, nondiscriminatory reason. After AIGCS articulated this second reason, Chapman’s poor interview, the burden shifted back to Chapman to present sufficient evidence that AIGCS’s reason was pretextual. In response, Chapman said only that there was “limited probative value of [Wogsland and Turn-quist’s] opinions about Mr. Chapman’s appearance and demeanor” and that “this testimony is pretext for intentional discrimination.” Our dissenting colleagues focus on Wogsland’s statement that one reason he was unimpressed with Chapman was that he was not aggressive in answering questions during the interview. Because there is a stereotype that older people are not as aggressive as younger people, they would have us treat use of aggressiveness as a hiring criteria as equivalent to age bias, or at the least as highly suspicious. We decline to do so. In the rough and tumble, highly competitive business world, aggressiveness can be a valuable and much sought after trait. Just because a sought after trait is linked by stereotype to an impermissible consideration does not mean an employer cannot search for and consider the trait itself independently from the stereotype. For example, according to stereotype women are not as physically strong as men. If an employer is hiring people for positions that require a great deal of physical strength, it would be permissible for the decisionmakers to hire a man instead of a woman if that particular man has more physical strength than that particular woman, even though the decision could not be based on the stereotype about the comparative physical strength of men and women in general. In this case, the decisionmakers considered Chapman’s lack of aggressiveness because he was not aggressive in the interview, not because of his age. Along these lines, it is noteworthy that Turnquist also thought another interviewee, who was only 39 years old, also was not aggressive enough for the position of Casualty Claims Manager. Chapman had a fair chance to respond to the objective bases for the subjective reason proffered for not hiring him, but Chapman never refuted those objective bases. He never said he asked a single question during the interview, never said he explained clearly during the interview why he had so many employers between Home Insurance Company and AI Transport, and never said he had given concise answers to the questions he was asked. Moreover, Chapman’s affidavit submitted in response to AIGCS’s summary judgment motion does not even mention the interview. Because the poor interview subjective reason backed up by clear and reasonably specific bases is a legitimate, nondiscriminatory reason, and Chapman failed to present sufficient evidence to show that the reason was pretextual, the defendants were entitled to summary judgment on the ADEA claims. See Combs, 106 F.3d at 1543. 4. Conclusion In order to avoid summary judgment, a plaintiff must produce sufficient evidence for a reasonable factfinder to conclude that each of the employer’s proffered nondiscriminatory reasons is pretextual. See id. (requiring a plaintiff to rebut “all of the defendant’s proffered nondiscriminatory reasons for its actions” to avoid judgment as a matter of law). The defendants in this case proffered two nondiscriminatory reasons for failing to hire Chapman. He did not produce sufficient evidence to create a genuine issue of pretext as to either. Therefore, we affirm the district court’s grant of summary judgment to the defendants on two independently adequate bases: Chapman’s failure to create a genuine issue of pretext as to the objective reason, and also his failure to create a genuine issue of pretext as to the subjective reason. B. The Trial of Chapman’s ADA Claims 1. Chapman’s Motion for a New Trial Part B of the panel opinion addresses Chapman’s contentions that the jury verdict against him on his ADA claims should be overturned based upon the trial evidence. See Chapman v. AI Transport, 180 F.3d 1244, 1251 (11th Cir.1999). The panel concluded “that the district court did not abuse its discretion in refusing to grant Chapman’s motion for a new trial on his ADA claims against all defendants.” Id. Agreeing with that conclusion and the analysis supporting it, we reinstate Part B of the panel opinion. 2. The Redaction of Part of the Position Statement The panel opinion also deals with Chapman’s contention that the district court abused its discretion by excluding from evidence at trial part of the position statement the defendants had submitted to the EEOC in response to Chapman’s charges. That statement was prepared by Esther Kornblau, an AIG employee, as part of the EEOC conciliation process. The part of the position statement that the district court refused to admit into evidence described Chapman’s transfer by AI Transport to the position of SIR Manager as a promotion, when it was actually a lateral move. The panel concluded that part of the statement should have been admitted into evidence because it “would have been, from Chapman’s perspective, evidence of the defendants’ lack of credibility.” Chapman, 180 F.3d at 1252. The panel posited that the “evidence might have been useful to impeach the defendants’ general integrity.” Id. at 1252 n. 2. However, the panel concluded that the district court’s failure to admit that part of the position statement was harmless. See id. at 1252. When we granted rehearing en bane we had intended to decide the issue of whether evidence of one corporate official’s false statement concerning the plaintiffs employment is admissible to undermine the credibility of another corporate official, who was the actual decisionmaker, or to undermine the credibility of the corporation as a whole. Upon closer review of the record, however, we find that issue is not presented in this case. Although a corporate official who was uninvolved in Chapman’s termination from AI Transport prepared the position statement, the AI Transport officials who were involved in his termination reviewed the statement and did not point out any mistakes. Thus, the false statement was directly relevant to those decision makers’ credibility. We need not decide whether the district court abused its discretion in failing to admit the evidence, however, because we agree with the panel opinion that any error was harmless. We leave vacated that part of the panel opinion indicating that a false or misleading statement by one corporate official may be used to undermine the credibility of another corporate official who was not involved in the making or submission of the statement. See i