Individualized “Sophisticated Means” Findings Required; Leadership Role Can Satisfy the Intent Requirement Under U.S.S.G. § 2B1.1(b)(10)(C)

I. Introduction

This unpublished consolidated Eleventh Circuit decision reviews the sentences of codefendants Betsy Alexandra Cacho Medina and Rodney Choute arising from a multi-state unemployment-insurance fraud scheme in the Southern District of Florida. The scheme involved obtaining victims’ personal identifying information (including social security numbers), filing benefits applications in multiple states using multiple email addresses, and routing scheme-related mail to a former residence of a participant.

On appeal, Cacho Medina challenged (i) a two-level aggravating-role enhancement under U.S.S.G. § 3B1.1(c), (ii) a two-level sophisticated-means enhancement under U.S.S.G. § 2B1.1(b)(10)(C), and (iii) the substantive reasonableness of her sentence. Choute challenged the sophisticated-means enhancement and substantive reasonableness.

The key legal issue driving the split outcome is the Guidelines’ requirement—emphasized in recent circuit law—that even if a scheme is sophisticated overall, the sentencing court must address whether each defendant “intentionally engaged in or caused” the sophisticated conduct.

II. Summary of the Opinion

  • Cacho Medina: The court affirmed her sentence. It upheld the § 3B1.1(c) aggravating-role enhancement and, although it found error in the district court’s failure to make individualized findings for sophisticated means, it deemed the record sufficient to affirm the § 2B1.1(b)(10)(C) enhancement because her leadership role meant she necessarily caused the sophisticated aspects of the scheme.
  • Choute: The court vacated his sentence and remanded. While the scheme was sophisticated overall, the record did not establish what Choute personally did (or caused) that was sophisticated; the district court also rejected any aggravating-role enhancement as to him, underscoring the lack of individualized proof.

III. Analysis

A. Precedents Cited

1. Standards of review for Guidelines and reasonableness

  • United States v. Dimitrovski: supplied the familiar framework—Guidelines interpretation/application reviewed de novo, factual findings for clear error.
  • United States v. Sosa: confirmed that the “offense involved sophisticated means” finding is reviewed for clear error.
  • United States v. Osorio-Moreno: substantive reasonableness reviewed for abuse of discretion.

2. Aggravating-role doctrine under § 3B1.1(c)

  • United States v. Ramirez: the enhancement is proper where the defendant had decision-making authority and exercised control over another participant.
  • United States v. Martinez: cautioned that acting merely “in concert” is insufficient; some supervisory/managerial control is required.
  • United States v. Jiminez: emphasized that control or influence over even one person can suffice for § 3B1.1(c).
  • United States v. Lozano and United States v. Ndiaye: reinforced that instructing or recruiting others can justify the enhancement even without formal hierarchy or “decision-making authority” in the fullest sense.

3. Reliance on sentencing information (hearsay/PSR) and reliability

  • United States v. Baptiste: permitted reliance on hearsay if it bears sufficient indicia of reliability; used here to validate reliance on a participant’s statement embedded in the plea proffer and unobjected-to PSR.
  • United States v. Smith: allowed reliance on undisputed PSR statements, supporting the court’s use of unchallenged factual material to ground enhancements.

4. “Sophisticated means” doctrine and the individualized-intent requirement

  • United States v. Buchanan: central to the opinion. It requires consideration of (1) whether the overall offense involved sophisticated means and (2) whether the defendant “intentionally engaged in or caused” the sophisticated conduct. The court used Buchanan to identify the district court’s error (no individualized findings) and to justify remand where the record does not establish the defendant’s personal sophisticated conduct.
  • United States v. Uscinski and United States v. Bradley: provided the “no-remand-if-record-clearly-reflects-the-basis” principle. These cases framed the appellate court’s ability to affirm Cacho Medina’s enhancement despite the district court’s incomplete findings, while still requiring vacatur for Choute due to an insufficient record.
  • United States v. Moran: supplied the definition of “sophisticated means” and examples (e.g., fictitious entities, shells, offshore accounts) while clarifying the enhancement applies to especially complex execution or concealment.
  • United States v. Bane and United States v. Ghertler: supported the proposition that repetitive, coordinated conduct and the totality of the scheme can qualify even if each individual act is not itself sophisticated.
  • United States v. Feaster: highlighted that scheme length and loss, and design features that reduce detection likelihood, are relevant even absent affirmative concealment.
  • United States v. Presendieu and United States v. Campbell: served as comparators to show that this unemployment-benefits scheme fits within the circuit’s “sophisticated means” universe (multi-step, coordinated, concealment-aware frauds).
  • United States v. Bell: critical to affirmance for Cacho Medina. It approved applying the sophisticated-means enhancement where the scheme is sophisticated and the defendant is an organizer/leader—supporting the panel’s conclusion that leadership can satisfy the “caused” prong.

5. Burden of proof for enhancements

  • United States v. Askew: assigned the burden to the government to prove enhancement facts by a preponderance—used to explain why the government’s thin record as to Choute required vacatur.

6. Substantive reasonableness: disparities, mitigation, and deference

  • United States v. Azmat and United States v. Docampo: held disparity arguments fail when codefendants are not similarly situated (“apples to apples”).
  • United States v. Johnson: recognized differing criminal history categories and enhancements as legitimate bases for different sentences.
  • United States v. Butler: explained courts need not discuss every mitigation fact; acknowledging § 3553(a) and arguments can suffice.
  • United States v. Irey: underscored the strong deference owed to sentencing judges and that the appellate role is limited to policing unreasonableness.
  • United States v. Hunt: noted that within-Guidelines sentences are ordinarily expected to be reasonable (without creating a formal presumption).

B. Legal Reasoning

1. Why Cacho Medina’s aggravating-role enhancement was affirmed

Applying the Martinez/Ramirez/Jiminez line, the court held the record supported that Cacho Medina exercised influence over at least one participant. The evidence included (i) scheme materials found in the shared residence (victim identifiers, devices with fraud email accounts, and benefits mail), (ii) Kimberly Johnson’s statement that her former residence served as a mail drop and that she delivered scheme mail to Cacho Medina, and (iii) a text from Cacho Medina to a coconspirator providing credentials to an email account used in the fraud with instructions to “check the status.”

The court also rejected the challenge to Johnson’s statement as unreliable hearsay because it was contained in the guilty-plea factual proffer and PSR without objection and aligned with other evidence, invoking United States v. Baptiste and United States v. Smith.

2. Why the overall scheme qualified as “sophisticated means”

Relying on United States v. Moran, United States v. Bane, United States v. Ghertler, and United States v. Feaster, the court reasoned that the scheme’s sophistication lay in its coordinated, repetitive, multi-jurisdictional structure: dozens of victims, dozens of applications, sixteen states, multiple email addresses, a mail-drop address, and an operation that lasted months and avoided detection until uncovered during an unrelated investigation.

The court emphasized there is no need for each micro-act to be sophisticated so long as the scheme’s totality is especially intricate and facilitates execution or concealment over time.

3. The key rule applied: individualized findings (and record support) for § 2B1.1(b)(10)(C)

The panel treated United States v. Buchanan as controlling: sentencing requires a two-part inquiry—(1) overall sophisticated means and (2) whether the defendant “intentionally engaged in or caused” that sophisticated conduct. The district court erred by stopping at part (1) for both defendants.

The appellate outcomes then diverged under United States v. Uscinski and United States v. Bradley:

  • Cacho Medina affirmed: Even without explicit individualized findings, the record “clearly reflect[ed]” the basis. Her leadership role—already supported for § 3B1.1(c)—meant she necessarily caused the coordinated, sophisticated execution of the scheme. The court relied on United States v. Bell to connect organizer/leader status + sophisticated scheme to satisfaction of § 2B1.1(b)(10)(C)’s intent/causation requirement.
  • Choute vacated and remanded: The record did not “clearly reflect” that he personally engaged in or caused sophisticated conduct. The identified facts (shared residence; an unrelated message about a “Payment Protection Program” loan) were too circumstantial or irrelevant to establish his role in the unemployment-benefits fraud. With no aggravating-role enhancement and no concrete individualized conduct, the government failed its burden under United States v. Askew. As in United States v. Buchanan, the absence of individualized proof required vacatur.

4. Substantive reasonableness: disparity and mitigation

The court rejected Cacho Medina’s disparity argument under United States v. Azmat and United States v. Docampo because she was not similarly situated to her codefendants: she had an aggravating-role enhancement and a higher criminal history category (IV versus lower categories for others), consistent with United States v. Johnson.

It also rejected the claim that the district court ignored mitigation. Under United States v. Butler, the sentencing judge was not required to exhaustively discuss every mitigating fact; the record showed express consideration of her history of abuse and her medical condition. Deference principles from United States v. Irey, along with the within-Guidelines expectation noted in United States v. Hunt, supported affirmance.

C. Impact

  • Heightened sentencing discipline for § 2B1.1(b)(10)(C): The decision reinforces that post-United States v. Buchanan, sentencing courts must address the defendant-specific “intentionally engaged in or caused” element and not merely describe the scheme’s sophistication.
  • Leadership can “carry” sophisticated means: Where the record supports an organizer/leader role, United States v. Bell (as applied here) allows an appellate court to infer causation/intent for sophisticated means—making § 3B1.1 findings strategically important in fraud sentencings.
  • Record-building becomes outcome-determinative: For less clearly defined participants (like Choute here), the government must develop evidence tying the defendant to the sophisticated components; otherwise, under United States v. Askew, the enhancement is vulnerable on appeal.
  • Consolidated sentencings carry risk: The opinion implicitly cautions against importing findings from one defendant’s hearing to another’s without individualized analysis—especially when hearings occur back-to-back.

IV. Complex Concepts Simplified

  • “Aggravating-role enhancement” (U.S.S.G. § 3B1.1(c)): A Guidelines increase when the defendant managed, supervised, organized, or led at least one other participant. It is not enough to be a mere partner; some direction or influence over another person is required.
  • “Sophisticated means” (U.S.S.G. § 2B1.1(b)(10)(C)): A two-level increase for frauds that are especially intricate in how they are executed or concealed. Importantly, modern Eleventh Circuit law requires not only that the scheme be sophisticated overall, but that the individual defendant intentionally participated in or caused the sophisticated parts.
  • “Clear error” vs. “abuse of discretion”: “Clear error” is a deferential review of factual findings—reversal generally requires a definite conviction a mistake was made. “Abuse of discretion” (reasonableness review) is even more deferential to the sentencing judge’s balancing of factors.
  • PSR and plea proffer reliability at sentencing: Courts may consider reliable hearsay and undisputed PSR facts. If a defendant does not object to PSR assertions, courts often treat them as admitted for sentencing purposes.

V. Conclusion

The decision’s central takeaway is procedural and evidentiary: under Eleventh Circuit law (as articulated in United States v. Buchanan), “sophisticated means” requires defendant-specific analysis. Where a defendant is proven to be a leader, the record may support an inference that she caused the sophisticated conduct, consistent with United States v. Bell. But where the record is thin and the defendant’s role is undefined, the government must supply individualized proof; otherwise, the enhancement cannot stand and resentencing is required.