AEDPA Deference and Fundamental Fairness: Sex-Stereotyping Evidence Warrants Habeas Relief Only When Undue Prejudice Renders Trial Fundamentally Unfair

1. Introduction

Andrew v. White (10th Cir. Jan. 13, 2026) is a capital federal habeas decision arising from the murder of Robert (“Rob”) Andrew in Oklahoma City and the prosecution of his wife, Brenda Evers Andrew. The State’s theory was that Ms. Andrew conspired with her paramour, James Pavatt, to kill Rob Andrew for financial gain (including life insurance proceeds). Pavatt ultimately admitted shooting Rob, but the State alleged collusion; Ms. Andrew was convicted of first-degree murder and conspiracy and sentenced to death plus a prison term and fine.

After state-court review, Ms. Andrew sought federal habeas relief under 28 U.S.C. § 2254. This appeal reached the Tenth Circuit previously, but the Supreme Court granted certiorari on only one issue—whether the admission and use of sexualized/gender-stereotyped evidence rendered the trial fundamentally unfair—and vacated the judgment and remanded. On remand, the Tenth Circuit addressed a single narrowed claim: whether the Oklahoma Court of Criminal Appeals (“OCCA”) unreasonably applied clearly established Supreme Court law (or made unreasonable factual determinations) in rejecting Ms. Andrew’s fair-trial challenge grounded in “sex-stereotyping evidence” and related argument.

2. Summary of the Opinion

The Tenth Circuit affirmed the denial of habeas relief. Applying AEDPA’s highly deferential standard, the court held that a fair-minded jurist could agree with the OCCA that the trial was not rendered “fundamentally unfair” by the disputed sexual/gendered evidence and argument.

  • Scope narrowed by remand and party framing: relying on Greenlaw v. United States, the court treated the appeal as limited to the sexual-evidence/fair-trial claim and refused to resurrect other constitutional claims (e.g., Miranda, exclusion of defense witnesses, cumulative error) except insofar as Ms. Andrew tried to repackage them as prejudice context.
  • § 2254(d)(2) fact-finding challenge not preserved: the court held Ms. Andrew forfeited/waived her attempt to attack the OCCA’s factual statements because she did not raise § 2254(d)(2) in the district court and did not adequately develop plain-error arguments on appeal.
  • Guilt phase: even assuming some sexual evidence was irrelevant, the properly admitted evidence of guilt was “overwhelming,” and the purported stereotyping did not align with the central guilt issue (whether she conspired to murder Rob), making the OCCA’s fundamental-fairness conclusion reasonable.
  • Sentencing phase: the OCCA could reasonably conclude the challenged closing argument about Ms. Andrew as a “poor mother” did not infect the sentencing determination, particularly given the aggravating factors’ support and the defense’s own argument invoking her motherhood.

3. Analysis

3.1 Precedents Cited

A. AEDPA framework and “clearly established” law

  • 28 U.S.C. § 2254(d)(1)-(2): The opinion is an exemplar of AEDPA constraint: relief is unavailable unless the state court unreasonably applied clearly established Supreme Court law or made an unreasonable factual determination.
  • Williams v. Taylor and Lockyer v. Andrade: These cases supply the definition of “clearly established Federal law” and emphasize that a state court’s decision must be not merely wrong but objectively unreasonable.
  • Fry v. Pliler and Hancock v. Trammell: The court underscores that satisfying § 2254(d) is a “precondition” to relief; even then a petitioner must prove an underlying constitutional violation.
  • Littlejohn v. Trammell and Budder v. Addison / Frost v. Pryor: These decisions shape the Tenth Circuit’s methodology: de novo review of the federal district court’s legal analysis, while applying AEDPA deference to the state adjudication.

B. Fundamental fairness due process standard

  • Andrew v. White, 604 U.S. 86 (2025) (per curiam): The Supreme Court remand instructed the lower court to apply the clearly established rule barring “evidence so unduly prejudicial as to render a criminal trial fundamentally unfair,” and to consider (i) relevance, (ii) degree of prejudice, and (iii) mitigating instructions.
  • Payne v. Tennessee: Cited for the core “unduly prejudicial / fundamentally unfair” formulation.
  • Yarborough v. Alvarado: Used to justify leeway: the more general the Supreme Court rule, the more room state courts have for reasonable disagreement. This “generality” principle is central to why the OCCA’s ruling survived.
  • Martinez v. Quick: The Tenth Circuit relies on this recent circuit precedent as an application of the same “fair-minded jurist could disagree” standard, reinforcing the deference owed under AEDPA in “fundamental fairness” disputes.

C. Limiting review to arguments presented to the state court

  • Wellmon v. Colo. Dep't of Corr. and Menzies v. Powell: The court treats these as controlling on an important operational principle: the reasonableness of the state court’s decision is assessed “in light of the arguments the petitioner raised in the state court.” The Tenth Circuit therefore refused to fault the OCCA for not addressing evidence and prosecutorial rhetoric Ms. Andrew did not rely on in her state appeal.
  • Cuesta-Rodriguez v. State and United States v. Rodriguez-Aguirre: These reinforce the notion that appellate courts are not obliged to comb the record to find support for a party’s claim; litigants must identify what matters.

D. Preservation, waiver/forfeiture, and undeveloped plain error

  • Harris v. Sharp: The opinion uses this to reiterate that even in capital habeas cases, arguments raised for the first time on appeal are forfeited or waived.
  • Verlo v. Martinez and Hancock v. Trammell: An “offhand reference” in a footnote does not preserve an argument; failure to develop a plain-error theory results in waiver, and the court will decline to consider plain error absent proper presentation.
  • Ryder ex rel. Ryder v. Warrior, Byrd v. Workman, and Smith v. Aldridge: These cases supply the standard for challenging state fact-finding under § 2254(d)(2): the petitioner must show a material misapprehension and objective unreasonableness.

E. Relevance, prejudice, and strength of evidence

  • DeLozier v. Sirmons: Reflects the usual rule that federal habeas courts defer to state evidentiary determinations, though the panel assumed it could independently consider relevance insofar as it bears on due process.
  • Spears v. Mullin and Lesko v. Owens: Used to support the proposition that even evidence admissible under state law can become constitutionally problematic if excessively inflammatory, and that federal courts may disagree with state “relevance” characterizations in the fundamental-fairness inquiry.
  • Le v. Mullin, Thornburg v. Mullin, and Johnson v. Martin: These authorities supply the prejudice lens: fundamental fairness requires looking at the whole record; where guilt evidence is strong or overwhelming, the risk that erroneously admitted evidence drove the verdict is reduced.
  • United States v. McFadyen-Snider (quoting United States v. Cox): Invoked to illustrate why illicit-sex evidence is often “totally immaterial” to the typical criminal issues.
  • United States v. Esparsen: Supports the conclusion that refusal to give a limiting instruction can be harmless where other evidence is substantial.

F. Stereotyping as prejudice: comparison to race cases

  • Buck v. Davis: Ms. Andrew relied on Buck’s discussion of stereotype-based prejudice (there, explicit racial testimony tied to “future dangerousness”). The Tenth Circuit distinguished it, emphasizing that in Buck the stereotype “coincided precisely with the central question at sentencing,” whereas Ms. Andrew’s sexualized stereotypes did not coincide with the central guilt question (conspiracy) nor with the central aggravators.
  • Bennett v. Stirling and McCleskey v. Kemp: The court used Bennett (and McCleskey’s individualized-sentencing principle) to clarify what “race-reduction” stereotyping looks like—and why the record here did not show an analogous “propensity to murder” inference drawn from gender/sexuality.

G. International human rights materials not binding in § 2254 litigation

  • Tamayo v Stephens and Flores-Nova v. Attorney General of U.S.: Cited to reject reliance on the Inter-American Commission on Human Rights decision as a source of binding law in domestic habeas proceedings.

3.2 Legal Reasoning

A. The opinion’s operational rule: AEDPA reasonableness plus party-limited record framing

The panel treated the remand as sharpening—not expanding—the inquiry. The key move is procedural and methodological: under Greenlaw v. United States, the parties “frame the issues,” and under Wellmon v. Colo. Dep't of Corr. the federal court evaluates the state court decision in light of the arguments actually presented to the state court. This produces two doctrinal constraints:

  1. Substantive constraint: only the sexual-evidence/fundamental-fairness claim remained for merits adjudication.
  2. Evidentiary/argument constraint: even within that claim, the federal court would not treat unpresented trial snippets or unraised prosecutor remarks as part of what the OCCA was obliged to weigh.

B. The Supreme Court’s remand factors applied (guilt phase)

Following Andrew v. White (2025), the panel addressed (1) relevance, (2) prejudice, and (3) mitigating instructions:

  • Relevance: The court agreed that several items were irrelevant (e.g., testimony about provocative dress, “hoochie” labeling, “coming on” to adult sons, hair color change). It assumed arguendo that other sex-related evidence (affairs; thong underwear) might also have been irrelevant, while accepting demeanor evidence as potentially relevant to guilt.
  • Prejudice assessed against “overwhelming evidence”: The court emphasized the breadth of non-sexual evidence tying Ms. Andrew to the conspiracy and staged crime scene—prior statements wishing Rob dead, insurance-related activity, alleged prior attempted murder via brake lines, forensic proof suggesting staging, ammunition links, flight to Mexico, and jailhouse admission evidence. Under Le v. Mullin and Thornburg v. Mullin, strong evidence of guilt reduces the likelihood that the irrelevant sexual evidence rendered the verdict fundamentally unfair.
  • Stereotype nexus to the jury’s central task: The panel distinguished Buck v. Davis on “coinciding precisely” with the central decision point. It treated the core guilt dispute as whether Ms. Andrew joined Pavatt’s plan; sexual evidence and gendered judgments, even if improper, were not positioned as determinative of that conspiracy question in the way race was determinative of future dangerousness in Buck.
  • No limiting instruction: The trial court declined a requested “other misconduct” instruction. Even so, under the AEDPA “fair-minded jurist” standard and given the strength of properly admitted evidence, the panel held a reasonable jurist could still conclude the trial remained fundamentally fair.

C. Sentencing phase: central aggravators versus gendered character argument

At sentencing, the court again limited itself to what was presented in state court. Ms. Andrew’s state appellate argument focused on the prosecutor’s theme that she was a poor mother for bringing men into the home. The panel reasoned that:

  • The aggravating factors—murder for remuneration and especially heinous, atrocious, or cruel—rested on evidence independent of the sexualized narrative, and Ms. Andrew did not meaningfully challenge the strength of that aggravation evidence in this remand posture.
  • The “poor mother” argument was at least partly responsive, because the defense had asked the jury to spare her life due to her role as a loving mother whose execution would deprive the children of their remaining parent.
  • As with guilt, the panel found no Buck-like alignment between a forbidden stereotype and the central sentencing questions.

D. Preservation of § 2254(d)(2): a practice-critical holding

The panel’s refusal to entertain § 2254(d)(2) arguments—because they were not raised in the district court and were only “incidentally” mentioned—functions as a cautionary habeas rule: factual-misstatement challenges must be raised explicitly and developed early, including the statutory hook and the required standard of objective unreasonableness.

3.3 Impact

  • High bar for gender-stereotyping-based habeas relief: The decision signals that even troubling sexualization of a female defendant may not satisfy the due-process “fundamental unfairness” test on federal habeas when (i) the stereotype is not tethered to the legal elements or core sentencing questions and (ii) other evidence is strong.
  • Argument-matching discipline: By insisting on review “in light of the arguments” made in state court, the opinion incentivizes comprehensive state appellate briefing: petitioners must identify each allegedly prejudicial item and tie it to the constitutional theory at the state stage.
  • Preservation discipline in federal habeas: The § 2254(d)(2) portion reinforces that petitioners cannot hold back factual-unreasonableness theories for appellate stages; they must be squarely presented to the district court.
  • Clarifies Buck’s reach: The decision narrows Buck’s usefulness outside contexts where the stereotype directly answers the jury’s legally defined question (e.g., “future dangerousness”). Mere character assassination—while potentially improper under evidentiary rules—may not be enough under AEDPA’s fundamental-fairness rubric.

4. Complex Concepts Simplified

  • AEDPA / § 2254(d): Federal courts do not decide whether they agree with the state court; they decide whether the state court was so wrong that no reasonable judge could agree with it.
  • “Fundamentally unfair” trial: Not every evidentiary mistake violates the Constitution. The question is whether the error was so prejudicial that it corrupted the trial’s fairness as a whole.
  • Relevance versus due process: Evidence can be “irrelevant” under ordinary evidentiary principles, but the constitutional question asks something different: did the improper evidence make the proceeding unfair in a due-process sense?
  • Limiting instruction: A judge can instruct jurors to consider evidence only for a particular purpose. The absence of such an instruction can matter, but it does not automatically create a constitutional violation—especially where other evidence is strong.
  • Waiver/forfeiture and plain error: Appellate courts generally do not decide arguments that were not properly raised earlier. A passing mention (especially in a footnote) without legal development typically does not preserve the issue.

5. Conclusion

Andrew v. White (10th Cir. 2026) crystallizes a practical habeas rule after the Supreme Court’s 2025 remand: in AEDPA-governed due-process challenges to sexualized or gender-stereotyping evidence, federal relief turns on whether a reasonable jurist could still view the proceedings as fundamentally fair when considering relevance, prejudice, and any curative instructions—and the analysis is constrained by what the petitioner actually argued in state court and preserved in federal court.

The decision’s broader significance lies less in endorsing sexualized trial tactics than in reinforcing AEDPA’s structural limits: even serious concerns about stereotyping may not yield federal habeas relief absent a tight connection to the jury’s central legal questions and a showing of prejudice robust enough to overcome “fair-minded jurist” deference.