Allocution Contradictions Do Not Preserve PSR Fact Objections Absent a Clear, Timely, and Specific Alert to the Court

I. Introduction

Jose Ruben Rodriguez-Parra, a Mexican citizen, pleaded guilty to illegally reentering the United States after removal in violation of 8 U.S.C. § 1326(a). The PSR recounted aggravating conduct surrounding his arrest—an accident involving multiple vehicles and a fence, flight from the scene, and later belligerent behavior at a medical center including lunging/biting attempts and kicking an officer and medical staff.

Although the advisory guideline range was 18–24 months, the district court imposed an upward-variant sentence of 33 months, reasoning that Rodriguez-Parra’s post-arrest interactions with law enforcement and medical personnel made the offense “noticeably more egregious.” At allocution, Rodriguez-Parra denied several PSR details (e.g., hitting other cars; being disrespectful/assaultive), but no written PSR objections were filed and counsel repeatedly confirmed there were no procedural objections.

The appeal raised a narrow procedural question: Did allocution statements contradicting PSR facts obligate the district court to treat the statements as an objection and require the government to prove disputed facts by a preponderance?

II. Summary of the Opinion

The Tenth Circuit affirmed. It held that Rodriguez-Parra’s allocution statements were ambiguous and too late to function as a proper factual objection, and in context did not “adequately alert” the district court that he was invoking Rule 32’s dispute-resolution mechanism. Because he failed to preserve the claim below and also failed to argue plain error on appeal, the court deemed the issue waived and declined to review it.

III. Analysis

A. Precedents Cited (and How They Shaped the Holding)

• United States v. Gantt, 679 F.3d 1240 (10th Cir. 2012)
  Provided the baseline framework for reviewing procedural reasonableness: abuse of discretion, de novo for legal conclusions, clear error for factual findings. The panel used it as the “ordinary” standard before pivoting to preservation rules.
• United States v. Jackson, 82 F.4th 943 (10th Cir. 2023)
  Supplied the controlling principle that unpreserved procedural sentencing challenges are reviewed for plain error. This set up the court’s later point that Rodriguez-Parra did not preserve the objection.
• United States v. Leffler, 942 F.3d 1192 (10th Cir. 2019)
  Did the decisive appellate work: if a defendant fails to preserve an issue and fails to argue plain error on appeal, the issue is treated as waived (not merely forfeited) and the court “decline[s] to review ... at all.” The panel invoked Leffler to end the merits inquiry once it found no preservation and no plain-error argument.
• United States v. McDonald, 43 F.4th 1090 (10th Cir. 2022) (quoting United States v. Harrison, 743 F.3d 760 (10th Cir. 2014))
  Anchored the Rule 32 principle: a sentencing court may rely on PSR facts unless the defendant objects. This was the doctrinal gateway—Rodriguez-Parra needed a proper objection to trigger fact-finding obligations.
• United States v. Conley, 89 F.4th 815 (10th Cir. 2023) (quoting United States v. Barnett, 828 F.3d 1189 (10th Cir. 2016))
  Clarified what happens when an objection is properly made: the government must prove the disputed fact by a preponderance. Conley also drew a critical line between (i) “specific allegations of factual inaccuracy” and (ii) generalized disagreement with PSR conclusions—helping the panel characterize allocution denials here as insufficiently definite to preserve a Rule 32 dispute.
• United States v. Harrison, 743 F.3d 760 (10th Cir. 2014)
  Harrison supplied multiple preservation principles:

  • Untimely factual objections need not be considered if not raised before sentencing (but can be considered for good cause under Rule 32).
  • Even pro se objections by represented defendants can, in some circumstances, preserve a dispute.
  • Most importantly, the appellate preservation test is whether the defendant “adequately alerted” the district court—so the court has the chance to correct matters in the first instance.

  The panel distinguished Harrison on timing and context: in Harrison the pro se statement preserved an objection, whereas Rodriguez-Parra’s denials came during allocution after adoption of the PSR and were followed by counsel’s repeated “no objection” confirmations. The panel also used Harrison to reject the government’s proposed categorical timing rule (i.e., that a defendant must always interject when counsel says “no objections”).
• United States v. Winder, 557 F.3d 1129 (10th Cir. 2009)
  Contributed the rationale behind specificity: without a definite objection, the district court is deprived of the opportunity to correct the issue. This supported treating Rodriguez-Parra’s allocution as inadequate notice rather than a Rule 32 objection.
• United States v. Tenorio-Viafara, No. 24-2003, 2024 WL 3272236 (10th Cir. July 2, 2024) (unpublished) (citing United States v. Ansberry, 976 F.3d 1108 (10th Cir. 2020))
  Tenorio-Viafara supplied the panel’s closest factual analogue: vague/ambiguous objections do not preserve issues, and the district court’s conduct (e.g., not seeking clarification) may indicate it did not understand the defendant to be objecting. Although unpublished, the panel cited it as persuasive under 10th Cir. R. 32.1(A). Ansberry was used through Tenorio-Viafara for the proposition that ambiguity is insufficient for preservation.
• United States v. Gaines, 87 F. App'x 145 (10th Cir. 2004) (unpublished)
  Supported the panel’s alternative contextual reading of the allocution remarks: not as Rule 32 objections, but as statements relevant to acceptance of responsibility. Gaines was used by analogy for how allocution can affect acceptance-of-responsibility assessments even when the PSR recommends the reduction.

B. Legal Reasoning

The court’s reasoning proceeds in three linked steps: (1) what Rule 32 requires, (2) what preservation demands, and (3) what the record shows.

1. Rule 32 baseline: PSR facts are adoptable absent objection.
   Under Fed. R. Crim. P. 32(i)(3), the sentencing court may accept PSR facts unless disputed. If disputed, the court must resolve the dispute, and the government bears the burden (preponderance) to prove the contested facts.
2. Preservation requires a clear, specific alert to the district court.
   The panel emphasized that a defendant must “adequately alert” the court with “specific allegations of factual inaccuracy,” and that “vague or ambiguous” statements do not preserve the issue. Timeliness matters procedurally (written objections within 14 days under Fed. R. Crim. P. 32(f)(1)), but the court declined to announce a categorical timing rule; instead, it assessed whether the district court would reasonably understand the allocution statements as an objection.
3. On this record, the allocution did not function as an objection.
   The court treated the failure as cumulative and decisive:

   • No written objections were filed.
   • No objection was raised when the district court adopted the PSR.
   • After allocution, counsel expressly disclaimed any procedural objection when asked multiple times.

   The panel rejected the defendant’s argument that the district court’s remark (“directly contrary,” “wildly implausible”) showed it had accepted the allocution as an objection. Instead, it read the remark as bearing on credibility/acceptance of responsibility rather than as the initiation of a Rule 32 factual dispute.

Finally, the panel applied United States v. Leffler: because Rodriguez-Parra neither preserved the issue nor argued plain error on appeal, the claim was waived and not reviewed.

C. Impact

• Sentencing practice in the Tenth Circuit: The decision reinforces that defendants should not rely on allocution to create a factual dispute with the PSR. If PSR facts matter to variance, conditions, or guideline applications, counsel should make specific objections in writing (Rule 32(f)) or clearly on the record before sentencing is imposed.
• Appellate briefing discipline: The opinion underscores a recurring trap: even if an issue was merely forfeited below, failure to argue plain error on appeal risks waiver and total non-review.
• No categorical “timing” rule, but timing still matters: The panel rejected a bright-line requirement that a defendant must interrupt when counsel says “no objections.” Still, it treated the timing (during allocution after PSR adoption) and subsequent “no objection” confirmations as powerful context showing the court was not adequately alerted.
• Allocution can backfire: The court’s acceptance-of-responsibility discussion signals that denying “relevant conduct” in implausible ways can harm sentencing advocacy—even if it does not trigger Rule 32 fact-finding.

IV. Complex Concepts Simplified

• Presentence Report (PSR): A probation officer’s report that summarizes the offense, defendant’s background, guideline calculations, and often disputed factual narratives relevant to sentencing.
• Rule 32 objections: Under Fed. R. Crim. P. 32, parties must timely identify PSR inaccuracies. If a factual point is disputed, the judge must resolve it (or find it irrelevant to sentencing).
• “Adequately alerted” / preservation: To raise an issue on appeal, the defendant must make the problem clear enough at sentencing that the judge can address it then and there. Ambiguous statements or last-second comments that do not clearly request a ruling may not preserve the issue.
• Forfeiture vs. waiver:
  • Forfeiture = you failed to raise an issue; appellate court may still review for plain error.
  • Waiver (in this context per United States v. Leffler) = you failed to raise the issue below and failed to argue plain error on appeal; the court won’t review it at all.
• Plain error review: A demanding standard used for unpreserved errors; generally requires (1) error, (2) that is plain, (3) affects substantial rights, and (4) seriously affects the fairness, integrity, or public reputation of judicial proceedings.
• Acceptance of responsibility (U.S.S.G. § 3E1.1): A guideline reduction for defendants who clearly accept responsibility. The commentary warns that falsely denying relevant conduct can be inconsistent with acceptance—explaining why the court viewed “wildly implausible” denials as potentially harmful even if not a formal PSR objection.

V. Conclusion

United States v. Rodriguez-Parra crystallizes a practical preservation lesson: contradicting PSR facts in allocution is not enough unless the defendant clearly and specifically signals an objection that the district court understands as invoking Rule 32’s dispute-resolution process. The opinion also reiterates a stringent appellate consequence: no preservation + no plain-error argument = waiver and no review. For defense practitioners, the case is a cautionary template—file targeted PSR objections, make the record unambiguous, and if the issue was not preserved, brief plain error explicitly.