OPINION
PER CURIAM.
Janice Gilmore appeals a final judgment by the United States District Court for the District of New Jersey entered on February 10, 2009, 2009 WL 305045, and an order taxing costs entered on June 19, 2009. We will affirm the District Court’s decisions.
I.
Background
Since 1989, Gilmore has been employed by a department store operated by Appel-lee Macys Retail Holdings Inc. (“Macy’s”). Gilmore claims Macy’s discriminated against her on the basis of race (African American). After obtaining a right-to-sue letter from the EEOC in 2006, Gilmore filed an employment discrimination action in Atlantic County Superior Court under Title VII of the Civil Rights Act,
see
42 U.S.C. § 2000e, and New Jersey law.
In her complaint, Gilmore alleges she began working in the Gold Bay of Macy’s Fine Jewelry Department in 2001.
Despite expressing an interest in being promoted to the Diamond Bay, Macy’s did not grant her request. When a Diamond Bay position became available in 2004, a white employee, Jeanette Rutter, received the
promotion over Gilmore. Gilmore also claims she was treated more poorly than white employees in the Fine Jewelry Department because: (1) Diamond Bay associates did not request Gilmore to fill in for them during their absences, and instead preferentially requested white associates; (2) Gilmore was called upon to do “maintenance tasks,” such as sizing watches, on a disproportionate basis relative to white employees; (3) Gilmore and other black employees were not given the combination to the alarm and vault for the Diamond Bay; and (4) Gilmore was not permitted to become a Counter Specialist within the Fine Jewelry Department. Gilmore eventually received a promotion to the Diamond Bay in 2007. She continues to work for Macy’s.
In July 2006, Macy’s removed Gilmore’s action to the District Court. Before the District Court, Gilmore was represented by privately-retained counsel. After a period of discovery, Macy’s moved for summary judgment, and Gilmore opposed the motion. On March 11, 2008, 2008 WL 687260, the District Court granted summary judgment to Macy’s on all claims except one: a disparate treatment claim that Macy’s denied Gilmore an equal opportunity to fill in for absent Diamond Bay employees on account of her race. Gilmore’s action proceeded on that claim.
The District Court entered the parties’ joint pre-trial order in August 2008 and scheduled trial for January 2009. In December 2008, Gilmore filed a motion to amend, seeking to raise new claims based upon events that occurred after her promotion to the Diamond Bay. The District Court denied the motion.
Gilmore’s disparate treatment claim proceeded to a jury trial beginning on February 2, 2009. On February 10, 2009, the jury returned a verdict in favor of Macy’s and Gilmore timely filed a pro se notice of appeal.
As the prevailing party, Macy’s moved for costs. On June 19, 2009, the District Court awarded Macy’s costs in the amount of $4,861.30. Gilmore filed a second timely pro se notice of appeal. We have consolidated the appeals.
II.
Analysis
In her opening brief, Gilmore challenges decisions made at all stages of the District Court proceedings. Her claims are largely conclusory, unclearly articulated, and lacking in both legal and record support.
See
Fed. R.App. P. 28(a);
see also Kost v. Kozakiewicz,
1 F.3d 176, 182 (3d Cir.1993) (cursory treatment of an issue in a brief is insufficient to preserve the issue on appeal). Particularly in light of the voluminous record below, Gilmore has provided little basis for us to meaningfully review her claims. Nevertheless, in light of her current pro se status and our consequent liberal construction of her pleadings and submissions,
see Dluhos v. Strasberg,
321 F.3d 365, 369 (3d Cir.2003), we have interpreted her claims as best we can understand them and have conducted a reasonable review to determine whether she has presented grounds for disturbing any decision reached by the jury or by the District Court. We conclude she has not.
A.
We exercise plenary review over the District Court’s decision granting partial summary judgment to Macy’s.
See Stratton v. E.I. DuPont De Nemours & Co.,
363 F.3d 250, 253 (3d Cir.2004). We review the facts in the light most favorable to Gilmore and will affirm if there is no genuine issue as to any material fact and Macy’s is entitled to judgment as a matter of law. Fed.R.Civ.P. 56(c);
Celotex Corp. v. Catrett,
477 U.S. 317, 322, 106 S.Ct. 2548, 91 L.Ed.2d 265 (1986). We will affirm the District Court’s decision.
First, the District Court disposed of Gilmore’s “failure to promote” claim, which was based upon Macy’s selection of Jeannette Rutter for a position in the Diamond Bay. Under the burden-shifting framework set forth in
McDonnell Douglas Corp. v. Green,
411 U.S. 792, 802, 93 S.Ct. 1817, 36 L.Ed.2d 668 (1973), Gilmore was required to establish a prima facie case by evidence, among other things, that the person who filled the desired position had equivalent or lesser qualifications.
See also Scheidemantle v. Slippery Rock Univ. State Sys. of Higher Educ.,
470 F.3d 535, 541-42 (3d Cir.2006). The District Court determined there was no genuine dispute that Rutter was significantly more qualified than Gilmore. Gilmore does not contest this conclusion, and we agree that summary judgment was appropriate.
Next, the District Court granted summary judgment on all but one of Gilmore’s disparate treatment claims because she could not make the necessary prima facie showing that “nonmembers of the protected class were treated more favorably.”
Abramson v. William Paterson Coll. of N.J.,
260 F.3d 265, 281-82 (3d Cir.2001). Gilmore contends the District Court reached “most inaccurate” findings on her claim that she was unfairly denied scheduling preference.
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OPINION
PER CURIAM.
Janice Gilmore appeals a final judgment by the United States District Court for the District of New Jersey entered on February 10, 2009, 2009 WL 305045, and an order taxing costs entered on June 19, 2009. We will affirm the District Court’s decisions.
I.
Background
Since 1989, Gilmore has been employed by a department store operated by Appel-lee Macys Retail Holdings Inc. (“Macy’s”). Gilmore claims Macy’s discriminated against her on the basis of race (African American). After obtaining a right-to-sue letter from the EEOC in 2006, Gilmore filed an employment discrimination action in Atlantic County Superior Court under Title VII of the Civil Rights Act,
see
42 U.S.C. § 2000e, and New Jersey law.
In her complaint, Gilmore alleges she began working in the Gold Bay of Macy’s Fine Jewelry Department in 2001.
Despite expressing an interest in being promoted to the Diamond Bay, Macy’s did not grant her request. When a Diamond Bay position became available in 2004, a white employee, Jeanette Rutter, received the
promotion over Gilmore. Gilmore also claims she was treated more poorly than white employees in the Fine Jewelry Department because: (1) Diamond Bay associates did not request Gilmore to fill in for them during their absences, and instead preferentially requested white associates; (2) Gilmore was called upon to do “maintenance tasks,” such as sizing watches, on a disproportionate basis relative to white employees; (3) Gilmore and other black employees were not given the combination to the alarm and vault for the Diamond Bay; and (4) Gilmore was not permitted to become a Counter Specialist within the Fine Jewelry Department. Gilmore eventually received a promotion to the Diamond Bay in 2007. She continues to work for Macy’s.
In July 2006, Macy’s removed Gilmore’s action to the District Court. Before the District Court, Gilmore was represented by privately-retained counsel. After a period of discovery, Macy’s moved for summary judgment, and Gilmore opposed the motion. On March 11, 2008, 2008 WL 687260, the District Court granted summary judgment to Macy’s on all claims except one: a disparate treatment claim that Macy’s denied Gilmore an equal opportunity to fill in for absent Diamond Bay employees on account of her race. Gilmore’s action proceeded on that claim.
The District Court entered the parties’ joint pre-trial order in August 2008 and scheduled trial for January 2009. In December 2008, Gilmore filed a motion to amend, seeking to raise new claims based upon events that occurred after her promotion to the Diamond Bay. The District Court denied the motion.
Gilmore’s disparate treatment claim proceeded to a jury trial beginning on February 2, 2009. On February 10, 2009, the jury returned a verdict in favor of Macy’s and Gilmore timely filed a pro se notice of appeal.
As the prevailing party, Macy’s moved for costs. On June 19, 2009, the District Court awarded Macy’s costs in the amount of $4,861.30. Gilmore filed a second timely pro se notice of appeal. We have consolidated the appeals.
II.
Analysis
In her opening brief, Gilmore challenges decisions made at all stages of the District Court proceedings. Her claims are largely conclusory, unclearly articulated, and lacking in both legal and record support.
See
Fed. R.App. P. 28(a);
see also Kost v. Kozakiewicz,
1 F.3d 176, 182 (3d Cir.1993) (cursory treatment of an issue in a brief is insufficient to preserve the issue on appeal). Particularly in light of the voluminous record below, Gilmore has provided little basis for us to meaningfully review her claims. Nevertheless, in light of her current pro se status and our consequent liberal construction of her pleadings and submissions,
see Dluhos v. Strasberg,
321 F.3d 365, 369 (3d Cir.2003), we have interpreted her claims as best we can understand them and have conducted a reasonable review to determine whether she has presented grounds for disturbing any decision reached by the jury or by the District Court. We conclude she has not.
A.
We exercise plenary review over the District Court’s decision granting partial summary judgment to Macy’s.
See Stratton v. E.I. DuPont De Nemours & Co.,
363 F.3d 250, 253 (3d Cir.2004). We review the facts in the light most favorable to Gilmore and will affirm if there is no genuine issue as to any material fact and Macy’s is entitled to judgment as a matter of law. Fed.R.Civ.P. 56(c);
Celotex Corp. v. Catrett,
477 U.S. 317, 322, 106 S.Ct. 2548, 91 L.Ed.2d 265 (1986). We will affirm the District Court’s decision.
First, the District Court disposed of Gilmore’s “failure to promote” claim, which was based upon Macy’s selection of Jeannette Rutter for a position in the Diamond Bay. Under the burden-shifting framework set forth in
McDonnell Douglas Corp. v. Green,
411 U.S. 792, 802, 93 S.Ct. 1817, 36 L.Ed.2d 668 (1973), Gilmore was required to establish a prima facie case by evidence, among other things, that the person who filled the desired position had equivalent or lesser qualifications.
See also Scheidemantle v. Slippery Rock Univ. State Sys. of Higher Educ.,
470 F.3d 535, 541-42 (3d Cir.2006). The District Court determined there was no genuine dispute that Rutter was significantly more qualified than Gilmore. Gilmore does not contest this conclusion, and we agree that summary judgment was appropriate.
Next, the District Court granted summary judgment on all but one of Gilmore’s disparate treatment claims because she could not make the necessary prima facie showing that “nonmembers of the protected class were treated more favorably.”
Abramson v. William Paterson Coll. of N.J.,
260 F.3d 265, 281-82 (3d Cir.2001). Gilmore contends the District Court reached “most inaccurate” findings on her claim that she was unfairly denied scheduling preference.
Gilmore cites no evidence supporting her contention and, notably, has “acknowledged that an associate may not have guaranteed days off.”
(See
Docket No. 27 at 18.) We are not persuaded of the existence of a material dispute of fact warranting a trial on this claim.
Finally, the District Court concluded Gilmore was not entitled to pursue punitive damages, because she provided no evidence allowing an inference that Macy’s acted with malice or reckless indifference to her rights.
See Kolstad v. Am. Dental Ass’n,
527 U.S. 526, 534, 119 S.Ct. 2118, 144 L.Ed.2d 494 (1999). In response, Gilmore claims Macy’s refused to
produce a copy of her employee file, which would support her allegations concerning the number of times she consulted management about the infringement of her rights. While adequate discovery is necessary prior to a summary judgment award,
see Celotex Corp.,
477 U.S. at 322,
106 S.Ct. 2548;
Fed.R.Civ.P. 56(f), the record does not reflect that Gilmore ever previously claimed she had inadequate access to discovery.
Moreover, it appears that the employee file would be cumulative of Gilmore’s testimony about her efforts to inform management about the alleged discrimination. We will not disturb the District Court’s decision on this basis.
B.
Next, Gilmore contests the District Court’s January 20, 2009 order denying her motion to amend the complaint. The District Court construed the motion as one to amend the pre-trial order under Fed. R.Civ.P. 16(e), which permits amendment “only to prevent manifest injustice.” We review orders denying amendment for abuse of discretion.
See Caver v. City of Trenton,
420 F.3d 243, 260 (3d Cir.2005). We conclude the District Court acted within its discretion in denying leave to amend the pre-trial order.
See id.; see also Thomas v. E.J. Korvette, Inc.,
476 F.2d 471, 476 (3d Cir.1973) (appellate interference with the District Court’s discretion concerning amendment of the pre-trial order should be kept to a minimum). Gilmore’s claim therefore lacks merit.
C.
Gilmore claims the District Court issued several erroneous rulings during trial. We consider each of her claims in turn.
i.
First, Gilmore claims error based upon the composition of the jury, stating she “could not understand why there were so many teachers on the jury, when I myself had already had so many televised oppositions to teachers and teacher related issues as the president and vice president of the Parent Advisory Counsel.” (Informal Brief at 4.) A challenge to the composition of the jury must be made contemporaneously, or it is waived.
See Abu-Jamal v. Horn,
520 F.3d 272, 284 (3d Cir.2008),
vacated on other grounds sub nom. Beard v. Abu-Jamal,
- U.S. -, 130
S.Ct. 1134, - L.Ed.2d (2010); see also McCrory v. Henderson, 82 F.3d 1243, 1249 (2d Cir.1996). It does not appear that Gilmore raised such an objection. In any event, Gilmore has not provided a basis for concluding that the presence of teachers on the jury caused its composition to be unconstitutional or unrepresentative of a fair cross-section of her community.
ii
Gilmore next contends the District Court improperly excluded certain witnesses from testifying at trial. Gilmore has not specifically identified any witness she wished to present, and has not provided any relevant District Court ruling. In attempting to respond to Gilmore's claim, Macy's directs our attention to a bench ruling in which the District Court concluded, after witness proffers by Gilmore's counsel and argument by both parties, that five of Gilmore's proposed witnesses should not be permitted to testify. (S.A. 274-83.) We find no abuse of discretion in the District Court's ruling and, in any event, the ruling does not provide grounds for disturbing the jury's verdict. See Abrams v. Lightolier Inc., 50 F.3d 1204, 1213 (3d Cir.1995).
iii
Finally, Gilmore claims the District Court issued an erroneous jury instruction. She states, "Judge Simandle changed the words presented to the jurors to state that Janice Gilmore did not receive a FAIR OPPORTUNITY to fill in at the diamond wall in the absence of a diamond wall associate instead of the original Janice Gilmore did not receive an EQUAL OPPORTUNITY.
(Informal Brief at 2.) We have reviewed the jury charge and questionnaire, and find that Gilmore's claim lacks support.'1 Moreover, so long as the jury instructions provide an accurate and fair statement of the law, the trial judge has discretion as to the style and wording employed. Douglas v. Owens, 50 F.3d 1226, 1233 (3d Cir.1995). The District Court provided a reasonable statement of the law and Gilmore has offered no basis for concluding otherwise.
D
Gilmore claims that the "facts do not support jury's verdict."
Notably, the record does not reflect that Gilmore preserved a claim that the verdict was against the weight of the evidence by presenting it to the District Court.
See
Unitherm Food Sys., Inc. v. Swift-Eckrich, Inc.,
546 U.S. 394, 404-05, 126 S.Ct. 980, 163 L.Ed.2d 974 (2006);
Yohannon v. Keene Corp.,
924 F.2d 1255, 1262 (3d Cir. 1991). Moreover, a new trial may be granted on the basis that a verdict was against the weight of the evidence only if a miscarriage of justice would occur if the verdict were to stand.
See Fineman v. Armstrong World Indus., Inc.,
980 F.2d 171, 211 (3d Cir.1992). Gilmore has not established that the verdict results in a miscarriage of justice. She argues only that witnesses testified untruthfully and that their deposition testimony conflicted with their trial testimony. Evaluation of witness credibility is part of the jury’s role as factfinder.
Sheridan v. E.I. du Pont de Nemours & Co.,
100 F.3d 1061, 1072 (3d Cir.1996). The record reflects that Gilmore’s counsel had the opportunity to cross-examine Macy’s witnesses. The jury was free to assess the credibility of the witnesses and to believe or disbelieve the facts presented by each side.
E.
Finally, the District Court ordered Gilmore to pay Macy’s costs, totaling $4,861.30. Gilmore objects to a portion of that award.
In general, costs should be allowed to a prevailing party.
See
Fed. R.Civ.P. 54(d)(1). We review the District Court’s order for abuse of discretion.
See In re Paoli R.R. Yard PCB Litig.,
221 F.3d 449, 458 (3d Cir.2000). We have reviewed Gilmore’s claims and none establishes an abuse of discretion. We therefore will affirm the District Court’s order.
III.
Conclusion
We have reviewed the record and conclude that none of Appellant’s remaining claims has merit. For the foregoing reasons, we will affirm the judgment of the District Court. Gilmore’s motion for leave to submit a supplemental appendix is granted to the extent the proposed supplemental appendix contains documents appearing in the District Court record. We will not consider any documents that do not appear in the District Court record.
See Fassett v. Delta Kappa Epsilon (New York),
807 F.2d 1150, 1165 (3d Cir.1986) (“The only proper function of a court of appeals is to review the decision below on the basis of the record that was before the district court.”).