Guidelines Calculation Plus Individualized Explanation Satisfies § 3553(a)(6) in Upward-Variance Sentencing (JSIN Data Not Required): United States v. Miranda-Espinoza

1. Introduction

In United States v. Miranda-Espinoza (10th Cir. Sept. 9, 2026), the Tenth Circuit affirmed an 84-month above-Guidelines sentence for illegal reentry under 8 U.S.C. § 1326(a). The defendant—previously removed twice and previously convicted of illegal reentry—argued on appeal that his upward-variant sentence was substantively unreasonable because the district court did not meaningfully consider the need to avoid “unwarranted sentence disparities” under 18 U.S.C. § 3553(a)(6). He relied in part on Sentencing Commission Judicial Sentencing Information (JSIN) statistics, raised for the first time on appeal.

The core issue was not whether § 3553(a)(6) matters—it does—but what suffices to show the district court considered it when imposing an upward variance, particularly where the defendant did not present disparity evidence at sentencing.

2. Summary of the Opinion

The district court calculated an advisory Guidelines range of 51 to 63 months (offense level 18; criminal history category V) but varied upward to 84 months. The Tenth Circuit held the sentence was not substantively unreasonable and that the district court did not abuse its discretion on § 3553(a)(6).

Key holdings and conclusions:

• Correct calculation of the Guidelines range, coupled with an individualized explanation for an above-range sentence, can satisfy the duty to consider § 3553(a)(6).
• District courts are not required to consult Sentencing Commission data (including JSIN) before sentencing.
• “Bare national statistics” generally do not establish an “unwarranted disparity” without a showing that the compared offenders are similarly situated.
• Where the district court provides a thorough, individualized rationale tied to § 3553(a) factors—especially recidivism, violent conduct, and public safety—an upward variance will usually fall within the “range of rationally available choices.”

3. Analysis

A. Precedents Cited

The panel’s analysis is best understood as a synthesis of earlier Tenth Circuit sentencing cases that define (i) the substantive reasonableness standard, (ii) the limited role of appellate reweighing, (iii) how § 3553(a)(6) operates in practice, and (iv) the modest evidentiary force of national sentencing statistics.

United States v. Guevara-Lopez

The defendant leaned heavily on United States v. Guevara-Lopez, 147 F.4th 1174 (10th Cir. 2025), where the Tenth Circuit vacated an above-Guidelines sentence in part due to inadequate disparity consideration. In Miranda-Espinoza, however, the court treated Guevara-Lopez as a case about insufficient explanation rather than a general requirement that sentencing judges must consult JSIN or quantify disparities. The panel reiterated Guevara-Lopez’s own limiting principle: “we do not require the district courts to consult Sentencing Commission data before imposing a sentence.”

United States v. Guevara-Lopez (standard of review framing)

The panel also used Guevara-Lopez to restate the substantive reasonableness framework: totality-of-circumstances review; abuse-of-discretion; upward variances must be supported by a justification “sufficiently compelling to support the degree of the variance.” That framing set up the court’s emphasis on the district judge’s detailed findings about violence, recidivism, and in-custody assault.

United States v. Blair

United States v. Blair, 933 F.3d 1271 (10th Cir. 2019), supplied the caution that appellate courts do not “reweigh” § 3553(a) factors. This mattered because the defendant’s disparity argument effectively invited the Tenth Circuit to second-guess the sentencing court’s balance (Guidelines vs. criminal history, violence, deterrence, and protection of the public).

United States v. Gantt

United States v. Gantt, 679 F.3d 1240 (10th Cir. 2012), was central to the court’s § 3553(a)(6) discussion. Gantt recognizes a “general rule” that when a court considers the Guidelines range, it “necessarily considers” disparity concerns for the same offense. In Miranda-Espinoza, this principle helped defeat the claim that the district court’s disparity analysis was “empty” merely because it did not cite statistics or comparator cases.

United States v. Dias

The opinion relied on United States v. Dias, 174 F.4th 1266 (10th Cir. 2026), for a clear operational rule: a district court satisfies its duty to consider unwarranted disparities “so long as it correctly calculates the Guidelines range and explains the need for a sentence above that range.” This is the decision’s most “precedent-like” takeaway: a combined requirement of (1) correct Guidelines calculation and (2) reasoned explanation—not a requirement of (3) statistical consultation.

United States v. Lucero

United States v. Lucero, 130 F.4th 877 (10th Cir. 2025), contributed two related points: courts need not use “magic words,” and language acknowledging that any disparity is “warranted” can be sufficient if anchored in individualized facts. The panel analogized the district judge’s language in this case (“If there are disparities… they are warranted…”) to the sentencing explanation approved in Lucero.

United States v. Doty

United States v. Doty, 150 F.4th 1351 (10th Cir. 2025), addressed appellate use of new materials (including data) and judicial notice. The court cited Doty for the practical constraint: appellate review generally “focus[es] on what the parties had presented in district court,” because a court cannot abuse discretion by failing to consider facts not presented. The panel also imported Doty’s reasoning that even if new data were considered, it may not show an unwarranted disparity where individualized facts justify treating national averages as a poor benchmark.

United States v. Garcia

United States v. Garcia, 946 F.3d 1191 (10th Cir. 2020), supplied the caution against overreading national sentencing statistics: “bare national statistics do not shed light” on whether comparators are truly similarly situated. This undercut the defendant’s attempt to use JSIN as a stand-alone disparity proof.

United States v. Cortez

United States v. Cortez, 139 F.4th 1146 (10th Cir. 2025), reinforced that disparity claims fail where the defendant does not establish similarity to the national average, and also provided a substantive benchmark: an upward variance in an illegal-reentry case can be justified by a history “reveal[ing] a pattern of violent conduct.” Miranda-Espinoza used Cortez for both points: the evidentiary insufficiency of bare statistics and the permissibility of upward variances grounded in violence and public safety.

United States v. Zamora-Guerra

United States v. Zamora-Guerra, 169 F.4th 1026 (10th Cir. 2026), provided the bridge between statistics and explanation: JSIN statistics “can heighten” appellate concerns when a district court fails to explain itself, but where the court makes an individualized assessment and justifies the variance, “bare national statistics” do not help. The panel treated this as directly controlling the posture presented: extensive sentencing explanation + new-on-appeal statistics.

United States v. Vazquez-Garcia

United States v. Vazquez-Garcia, 130 F.4th 891 (10th Cir. 2025), supported the idea that conduct underlying prior convictions (or related violent conduct) can be relevant to multiple § 3553(a) factors and can justify an upward variance in illegal reentry sentencing. The panel analogized that logic to the district court’s reliance on violent conduct and dangerousness in this case.

United States v. Lente

United States v. Lente, 759 F.3d 1149 (10th Cir. 2014), framed the governing philosophy of § 3553(a)(6): sentencing aims to eliminate “not all sentencing disparities, but only unwarranted disparities.” This principle is crucial to understanding why individualized aggravating facts can “warrant” a higher sentence even if it is above national or guideline-centered expectations.

United States v. Valdez

Finally, United States v. Valdez, 128 F.4th 1314 (10th Cir. 2025), provided the concluding theme: where the district court is thorough, considers statutory objectives, and gives a well-reasoned explanation, the sentence will be upheld as within “permissible choice.” The panel used Valdez to emphasize that this was not a “random, unthoughtful, unexplained” variance.

B. Legal Reasoning

The court’s reasoning proceeds in three steps:

1. Standard of review is highly deferential. Under the abuse-of-discretion framework (as summarized through Guevara-Lopez and Blair), the appellate court asks whether the sentence is within the “range of rationally available choices,” not whether a different sentence would be better.
2. § 3553(a)(6) does not require statistical proof or “magic words.” Relying on Gantt, Dias, and Lucero, the panel held that correct Guidelines calculation plus a reasoned explanation for going above the range generally suffices for disparity consideration. The district court explicitly mentioned § 3553(a)(6) and stated any disparity would be “warranted” based on individualized assessment—language the Tenth Circuit has previously approved.
3. Individualized aggravating facts justified the variance and blunted any statistics-based objection. The district court emphasized: (a) violent conduct associated with the arrest that revealed defendant’s presence; (b) recidivism after a prior 46-month illegal-reentry sentence; (c) extensive violent criminal history and arrests; and (d) a “disturbing” in-custody assault involving repeated kicks to the head. In the panel’s view, these findings supplied a “sufficiently compelling” justification for the degree of variance and also provided “a sensible basis to reject the national average as a benchmark” (language drawn from Doty).

   C. Impact

   Although designated as non-precedential, the decision’s reasoning reinforces and operationalizes a practical rule already present in Tenth Circuit law:

   • For district courts: When imposing an upward variance, a correct Guidelines calculation and a robust, defendant-specific explanation tied to § 3553(a) factors will typically satisfy § 3553(a)(6), even without consulting JSIN or discussing national averages.
   • For defense counsel: If the defense wants § 3553(a)(6) to do work beyond the Guidelines anchor, it should present disparity evidence (including JSIN) and—critically—explain “similarly situated” comparators at sentencing. Raising statistics for the first time on appeal is unlikely to succeed, especially where the sentencing judge explained the variance in detail.
   • For appellate review: The case underscores that JSIN statistics are not a free-standing yardstick; they are, at most, a contextual tool that matters most when the district court’s explanation is thin (as framed by Zamora-Guerra).
   • For illegal reentry sentencing: The decision continues a trend (seen in Cortez and Vazquez-Garcia) of affirming substantial upward variances where the record shows violence, repeated reentry after deterrent sentences, and heightened public-safety concerns.

   4. Complex Concepts Simplified

   • Substantive reasonableness: Whether the length of the sentence makes sense given the whole case and the § 3553(a) factors—not whether the judge followed perfect phrasing.
   • Abuse of discretion: A very deferential standard. The sentence is reversed only if it is arbitrary or “manifestly unreasonable,” not merely because another judge might pick a different number.
   • Guidelines range (advisory): The recommended sentencing range under the U.S. Sentencing Guidelines; judges must calculate it correctly but may vary up or down with adequate reasons.
   • Upward variance: A sentence above the advisory Guidelines range based on statutory sentencing factors (e.g., deterrence, protection of the public, history and characteristics).
   • § 3553(a)(6) unwarranted disparities: The goal is to avoid differences in punishment that lack a valid reason. Disparities can be “warranted” when the defendant’s facts are more serious than typical.
   • JSIN data: Sentencing Commission statistical information. Helpful for context, but (per the Tenth Circuit’s repeated statements) not mandatory and not automatically determinative without proof of similarly situated comparators.
   • Judicial notice (on appeal): An appellate court may, but often will not, rely on new facts not presented below; and even if it considers them, those facts may not change the outcome under deferential review.

   5. Conclusion

   United States v. Miranda-Espinoza reaffirms a pragmatic approach to § 3553(a)(6) in the Tenth Circuit: district courts need not cite statistics or consult JSIN to show they considered unwarranted disparities, particularly where they correctly calculate the Guidelines and deliver a detailed, individualized explanation for an upward variance. The decision also signals that national averages—without a showing of truly comparable offenders—rarely overcome a sentencing record dominated by recidivism, violence, and public-safety findings.