Upward Variance “Double Counting” Rule: When a Guideline-Accounted Factor Drives a Major Variance, the Court Must Explain Why This Case Is Atypical

1. Introduction

Case: United States v. Ramos, No. 24-293 (2d Cir. Feb. 25, 2026) (summary order).
Parties: United States of America (Appellee) v. Ortexis Ramos (Defendant-Appellant).
Charge and plea: Ramos pleaded guilty to being a felon in possession of a firearm under 18 U.S.C. § 922(g)(1) and § 924(a)(8).
Core issue on appeal: Whether a major above-Guidelines sentence was adequately explained where the district court relied heavily on a factor already incorporated into the advisory Guidelines calculation—namely, that Ramos committed the offense while under a criminal justice sentence (described by the order as “parole” and also referenced as “probation” in places).

Factual backdrop: Police approached a parked vehicle in which Ramos was a passenger. After officers found his behavior suspicious and ordered him out, he fled and struggled briefly before being apprehended. Officers recovered a loaded semi-automatic handgun with a large-capacity magazine. Ramos did not brandish or discharge the weapon. He had a prior murder conviction involving a firearm.

2. Summary of the Opinion

The Second Circuit vacated Ramos’s 72-month sentence and remanded for resentencing. Although the district court adopted a 30–37 month advisory Guidelines range (total offense level 17; criminal history category III) and denied a reckless-endangerment enhancement, it imposed a 72-month sentence—nearly double the top of the range.

The appellate court held the sentence was procedurally unreasonable because the district court’s justification for the major upward variance rested largely on a factor already “baked into” the Guidelines calculation (commission of the offense while under a criminal justice sentence, reflected via U.S.S.G. § 4A1.1(e)), yet the court did not specifically explain why that factor warranted additional weight beyond the Guidelines in this defendant’s case. Because Ramos did not object on this procedural ground below, the court reviewed for plain error and found the error plain and prejudicial.

Having found procedural error requiring vacatur, the court did not reach substantive reasonableness.

3. Analysis

A. Precedents Cited

1) Gall v. United States, 552 U.S. 38 (2007)

Gall provides the modern framework for sentencing review: appellate courts assess sentences for procedural and substantive reasonableness under an abuse-of-discretion standard, and district courts must adequately explain their chosen sentence, including any deviation from the Guidelines. The Ramos panel relied on Gall for two key propositions:

  • A sentence is procedurally unreasonable if the court fails to adequately explain the sentence, including deviations from the Guidelines.
  • A major variance requires a more significant justification than a minor one, sufficient to permit meaningful appellate review.

2) United States v. Jones, 531 F.3d 163 (2d Cir. 2008)

Cited alongside Gall for the “major variance needs stronger justification” principle. In Ramos, the variance (72 months versus a 37-month top-of-range) was treated as “major,” triggering heightened explanatory demands.

3) Peugh v. United States, 569 U.S. 530 (2013)

Although Peugh is best known for ex post facto concerns with Guidelines changes, the Ramos order uses it for a narrower but important point: when varying from the Guidelines, the district court’s explanation should be adequate to the extent of the deviation. This reinforced the panel’s view that a dramatic upward variance requires a correspondingly robust, variance-specific explanation.

4) United States v. Sindima, 488 F.3d 81 (2d Cir. 2007)

Sindima is the linchpin precedent in Ramos. It addresses a recurring sentencing problem: a court relies on a factor already incorporated into the Guidelines calculation but then uses that same factor to justify an additional upward variance. Sindima requires that in such circumstances the court must “articulate specifically” why the defendant’s situation is different from the ordinary case captured by the Guidelines.

In Ramos, the district court emphasized that Ramos committed the offense while on parole; yet his Guidelines criminal history already increased due to that status under U.S.S.G. § 4A1.1(e). The failure to acknowledge and justify the “extra” reliance on that same factor was the precise Sindima error.

5) United States v. Cavera, 550 F.3d 180 (2d Cir. 2008) (en banc)

The order cites Cavera for the requirement that a variance must rest on a justification “sufficiently compelling to support the degree of the variance.” In effect, Cavera reinforces that appellate review is not about whether a judge can recite sentencing goals in the abstract, but whether the stated reasons plausibly support this magnitude of deviation in this case.

6) United States v. Cooper, 131 F.4th 127 (2d Cir. 2025)

Cited for the standard of review: procedural reasonableness is generally reviewed for abuse of discretion. Ramos then applies a more demanding overlay—plain-error review—because there was no procedural objection at sentencing.

7) United States v. Smith, 949 F.3d 60 (2d Cir. 2020)

Smith supplies the rule that when a defendant fails to raise a procedural objection at sentencing (here, the inadequacy of explanation), the appellate court reviews for plain error. This mattered because the panel still found the error plain and outcome-significant despite the absence of a contemporaneous objection.

8) United States v. Aldeen, 792 F.3d 247 (2d Cir. 2015), as amended (July 22, 2015)

Aldeen is used as an analog for concluding that inadequate explanation for a substantially above-Guidelines sentence can constitute plain error affecting substantial rights and the fairness of proceedings. In Ramos, the panel leaned on Aldeen to show that explanation failures are not “technicalities”—they can warrant vacatur even under plain-error review when the variance is substantial and the justification is underdeveloped.

9) United States v. Juwa, 508 F.3d 694 (2d Cir. 2007)

Juwa supports the court’s choice not to reach substantive reasonableness once it determined that procedural error required vacatur and remand.

B. Legal Reasoning

  1. Identify the sentencing posture and magnitude of deviation: The district court adopted a 30–37 month range but imposed 72 months—“nearly double” the top of the range and higher than even the government’s requested 46 months. That made the upward variance “major,” triggering more demanding explanatory duties under Gall.
  2. Pinpoint the principal reason offered for the variance: The district court emphasized that Ramos was on parole for murder committed with a firearm when he possessed a loaded firearm and fled/struggled with police.
  3. Determine whether the relied-upon factor was already incorporated into the Guidelines: The commission of the offense while under a criminal justice sentence was expressly accounted for by adding a criminal history point under U.S.S.G. § 4A1.1(e), which elevated Ramos from criminal history category II (27–33 months) to category III (30–37 months).
  4. Apply the “already-accounted-for factor” rule: Under Sindima, if the court relies on such a factor to further increase the sentence beyond the Guidelines, it must specifically explain why the case is atypical relative to the Guideline’s “ordinary” coverage of that factor.
  5. Find the explanatory gap and treat it as procedural error: The district court did not meaningfully acknowledge that parole status was already reflected in the Guidelines and did not explain why it deserved extra weight sufficient to justify a near-doubling of the sentence.
  6. Plain-error conclusion: Because the Presentence Report reflected the § 4A1.1(e) point and the district court emphasized parole status, the omission was “plain,” affected substantial rights, and undermined fairness—warranting vacatur and remand (consistent with Aldeen).
  7. Remedy tailored to the error: The panel did not forbid a 72-month sentence; it required that if reimposed, it must be accompanied by a “sufficiently compelling” statement of reasons addressing why the Guideline-accounted factor warrants additional weight here (citing Sindima).

C. Impact

Although issued as a nonprecedential summary order, United States v. Ramos operationalizes and reinforces a practical sentencing constraint within Second Circuit jurisprudence: when a district court’s upward variance is driven largely by a factor already incorporated into the Guidelines, the court must explicitly explain why the defendant’s case is meaningfully different from the mine-run case captured by that Guideline adjustment—especially when the variance is major.

Likely effects in future sentencing practice include:

  • More explicit “anti-double-counting” explanations: Sentencing judges will be prompted to acknowledge when a factor is already reflected in offense level or criminal history and to articulate why additional reliance is justified.
  • Greater variance calibration: Courts may more carefully tie the extent of an upward variance to concrete, case-specific features (e.g., why supervision status here signals unusual recidivism risk beyond the Guidelines’ treatment).
  • Plain-error vulnerability: Even without a defense objection, inadequate explanation for a substantial upward variance can lead to vacatur—encouraging robust on-the-record reasoning.

4. Complex Concepts Simplified

Advisory Guidelines range
A recommended sentencing range calculated under the U.S. Sentencing Guidelines. After Gall v. United States, it is not mandatory, but it remains the starting point and benchmark.
Upward variance
A sentence above the advisory Guidelines range based on the judge’s consideration of the statutory sentencing factors in 18 U.S.C. § 3553(a).
Major variance
A large deviation from the Guidelines range (here, 72 months vs. a 37-month top-of-range). A major variance requires a more substantial explanation than a minor one.
“Already incorporated” factors and the Sindima rule
If the Guidelines already increased the range because of a fact (for example, committing the offense while on probation/parole), the judge can still vary upward, but must explain why the case is atypical so that extra punishment is justified beyond what the Guidelines already imposed.
Criminal history point under U.S.S.G. § 4A1.1(e)
A mechanism that increases the defendant’s criminal history score when the offense is committed while under a criminal justice sentence (such as probation or parole), which can raise the applicable Guidelines range.
Plain error review
A stricter appellate standard applied when the defendant did not object at the time. The defendant must show an obvious error that affected substantial rights and seriously affected the fairness of the proceedings. The court found that standard met here.

5. Conclusion

United States v. Ramos vacates a substantial upward variance because the district court relied heavily on a supervision-status factor already reflected in the Guidelines via U.S.S.G. § 4A1.1(e) without specifically explaining why that factor warranted additional weight beyond the Guideline’s ordinary treatment. The decision underscores an enforceable procedural requirement: the bigger the upward variance—especially where driven by Guideline-accounted facts—the more explicit and case-specific the explanation must be, and failure to provide it can warrant reversal even under plain-error review.