Exploited Financial Vulnerability Supports the Large-Number Vulnerable-Victim Enhancement in Fraud Sentencing

United States v. Koch — consolidated appeals involving Megan Hess and Shirley Koch, Nos. 25-1191, 25-1354, 25-1179, and 25-1333.

United States Court of Appeals for the Tenth Circuit, October 27, 2026. Opinion by Judge McHugh, joined by Judges Ebel and Kelly.

1. Introduction

This decision clarifies when financial hardship constitutes unusual vulnerability under the federal Sentencing Guidelines. The Tenth Circuit held that defendants who exploit bereaved families’ financial circumstances to obtain custody of human remains can receive the additional enhancement for offenses involving a large number of vulnerable victims. The necessary connection exists when individualized evidence shows that financial vulnerability facilitated the particular fraud; courts need not additionally find that the victims were unusually incapable of detecting or preventing it.

The consolidated appeals arose from a funeral-home scheme operated by Megan Hess with assistance from her mother, Shirley Koch. Rather than provide the cremations and other services promised to families, the defendants fraudulently obtained, dismembered, sold, and shipped human remains. Following an earlier appellate remand, the district court again imposed prison sentences of 240 months on Hess and 180 months on Koch.

The principal issues concerned individualized findings of vulnerability, the number of vulnerable victims sufficient to trigger U.S.S.G. § 3A1.1(b)(2), and the enhancement’s application to an aider and abettor who did not personally interact with every victim. The court also addressed Hess’s rehabilitation evidence and Koch’s challenge to the severity of her sentence.

2. Background and Procedural History

The fraudulent funeral-home operation

Hess operated Sunset Mesa Funeral Directors and a nonprofit entity doing business as Donor Services. Although Donor Services purported to assist people unable to afford funeral and cremation services, its primary purpose was to market human bodies and body parts. Koch assisted with dismemberment and preparation of remains and participated in meetings with families.

The fraud took several forms. Some families never authorized any donation. Others expressly declined donation, yet their relatives’ remains were still sold. Still others consented to limited donations after misleading representations, only for the defendants to sell substantially more than authorized, sometimes the entire body. Families frequently received cremated remains falsely represented as those of their relatives and paid for cremations that never occurred.

The operation’s records documented transactions involving 811 individuals. Investigators concluded that remains from 560 decedents were almost certainly obtained and sold fraudulently, while identifying informed consent for only 42. The defendants also misrepresented the legitimacy of donations to purchasers and, in dozens of instances, falsified disease-testing information.

Convictions and the first appeal

Each defendant pleaded guilty to one count of mail fraud and aiding and abetting under 18 U.S.C. §§ 1341 and 2. Their original sentences included both the initial vulnerable-victim enhancement and the additional enhancement for a large number of vulnerable victims.

In United States v. Hess, 106 F.4th 1011 (10th Cir. 2024), the court identified errors in the loss calculations and Koch’s sophisticated-means enhancement. It also rejected the original reasoning supporting the large-number enhancement: deceased persons could not qualify as vulnerable victims on the theory used, and grief alone did not establish that every bereaved family member was unusually susceptible to this fraud.

The remand permitted particularized findings explaining how individual vulnerabilities enabled or facilitated the scheme.

Resentencing

On remand, the government submitted additional victim statements and testimony from fraud expert Dr. Doug Shadel. The district court identified twenty-one particular victims whose circumstances, it found, were connected to the defendants’ ability to perpetrate the fraud. It then recalculated the advisory ranges but reimposed the original prison terms.

Defendant Original advisory range Resentencing advisory range Sentence affirmed
Megan Hess 151–188 months 121–151 months 240 months, the statutory maximum
Shirley Koch 121–151 months 78–97 months 180 months

The sentencing and later restitution judgments generated four appeals, consolidated for disposition. The appellate issues addressed in the opinion concerned the prison sentences, not the merits of the restitution calculation.

3. Summary of the Opinion

The Tenth Circuit affirmed both sentences.

  1. Individualized vulnerability: The record supported findings that fifteen identified victims were unusually susceptible to the fraud. Financial vulnerability directly facilitated the scheme when promises of affordable services induced families to entrust remains to the defendants.
  2. A sufficiently large number: Fifteen vulnerable victims satisfied § 3A1.1(b)(2) in this fraud case. The court did not establish a universal numerical minimum.
  3. Koch’s responsibility: The additional enhancement covered vulnerable victims of conduct she aided and abetted, even when she did not personally interact with them. Unlike the initial enhancement, the additional enhancement contains no separate knowledge requirement.
  4. Hess’s rehabilitation claim: Assuming an error occurred, Hess established neither an obvious legal error nor a reasonable probability of a different sentence. Her unpreserved claim therefore failed under plain-error review.
  5. Koch’s upward variance: Her 180-month sentence was substantively reasonable because the district court adequately explained why the Guidelines did not capture the offense’s exceptional harm and seriousness.

4. Legal Reasoning

A. Vulnerability must relate to the particular offense

Section 3A1.1(b) establishes a two-stage adjustment. Subsection (b)(1) adds two levels when the defendant knew or should have known that a victim was vulnerable. If that adjustment applies and the offense involved a large number of vulnerable victims, subsection (b)(2) adds another two levels. Neither defendant challenged the initial adjustment in this appeal.

The commentary defines vulnerability through unusual susceptibility arising from age, physical or mental condition, or other circumstances. But general disadvantage is insufficient. The vulnerability must have a meaningful connection—or nexus—to the particular criminal conduct.

Hess proposed a narrower rule: a victim should qualify only if the vulnerability reduced the victim’s ability to detect or thwart the fraud. The court rejected that formulation. The commentary’s example of an ineffective cancer cure illustrates why. A cancer patient may be particularly susceptible to that fraud because of the need for treatment, not because the patient has an unusually poor ability to recognize deception.

The relevant inquiry therefore concerns exploitation of circumstances that facilitate the offense, rather than exclusively the victim’s capacity to discover wrongdoing.

B. The fraud’s acquisition stage supplied the necessary connection

Hess argued that unsupervised custody of the bodies—not the families’ vulnerabilities—enabled the fraud. The court’s answer was that vulnerability explained how the defendants obtained that custody in the first place.

The scheme depended on attracting families and securing control of remains. Revenue from unlawful sales allowed the defendants to advertise unusually inexpensive services. For families facing severe financial constraints, those offers materially influenced the choice of funeral home or the decision to authorize a limited donation. Obtaining custody through those promises was part of the fraudulent process, not merely incidental background.

Several examples demonstrated the direct connection:

  • M.C.-P. had serious health problems and little income. She changed her intended arrangements from embalming to cheaper cremation after the defendants offered to help. They then sold her grandmother’s body.
  • J.D. could not afford immediate cremation costs. Koch offered free cremation in exchange for a brain donation supposedly supporting Alzheimer’s research. The defendants instead sold his grandfather’s entire body.
  • T.F. faced substantial expenses from her husband’s cancer treatment and selected Sunset Mesa rather than her local funeral home because of the lower price.
  • N.H. needed to borrow money for funeral expenses and selected the defendants because of their prices and assurances of respectful treatment.

These findings distinguished the case from one in which a vulnerability merely creates an opportunity to meet a victim before an unrelated fraud occurs.

C. Shared vulnerabilities do not necessarily mean impermissible class reasoning

The original sentencing had treated grief as a sufficient basis for vulnerability across the affected families. On remand, the district court instead examined specific victim statements and circumstances.

That difference was decisive. A court may not simply assume that all poor people, older people, or bereaved people are unusually vulnerable to a particular crime. It may, however, find that multiple victims share a relevant vulnerability when evidence establishes how that vulnerability operated for each person.

The expert testimony did not replace this individualized inquiry. Although Dr. Shadel discussed eleven victims, the district court concluded that only four of those presentations established the connection required by the remand. It relied on other victim statements for additional findings.

The appellate court sustained findings concerning five victims whose vulnerability determinations Hess did not contest—C.A.H., D.S., L.A.P., K.R., and C.B.—and ten additional victims whose financial circumstances supported the enhancement: M.B., D.Mc., J.D., D.W., K.B., T.F., A.S.J., M.C.-P., R.B., and N.H.

The court did not decide whether the remaining six people identified by the district court also qualified. Its holding therefore rests on fifteen supported findings, not appellate approval of every finding made below.

D. Fifteen victims suffice, but the minimum remains unresolved

The Guidelines do not provide a single numerical definition of a “large number” for this enhancement. The court used an offense-sensitive approach, considering the treatment of victim numbers in the applicable fraud guideline and prior decisions.

Because an earlier fraud case upheld the enhancement for sixteen particularly vulnerable victims, the court concluded that fifteen were sufficient here. It expressly declined to decide whether five or ten would also suffice.

The distinction matters: the decision establishes a sufficient number in the fraud context, not a mandatory fifteen-victim threshold for every future case.

E. Relevant conduct, rather than personal contact, governs Koch’s exposure

The commentary extends the vulnerable-victim adjustment to victims of conduct attributable to a defendant under § 1B1.3. That provision includes acts the defendant committed, aided, or abetted.

Accordingly, Koch could not limit the calculation to victims she personally met. Her relevant conduct included the fraudulent conduct she aided and abetted, including Hess’s actions within the scheme.

The court also distinguished the two subsections’ language. The initial enhancement requires actual or constructive knowledge of at least one victim’s vulnerability. The additional enhancement asks whether the offense involved a large number of vulnerable victims and contains no separate scienter requirement concerning each additional victim.

This is not unlimited responsibility for another person’s wrongdoing: the conduct must still be attributable to the defendant under the relevant-conduct rules. Within that boundary, however, personal interaction is unnecessary.

F. The government’s position did not control the sentencing court

Because of its plea agreement with Koch, the government opposed applying the additional enhancement to her at resentencing and requested 78 months. The district court was not bound by the government’s legal interpretation or recommendation.

Nor was the government barred from defending the resulting judgment on appeal. An appellee generally may support affirmance on grounds supported by the record, even if it took a different position below.

Koch also suggested that the government’s presentation of evidence might have breached the plea agreement. The court treated that suggestion as waived because she did not develop the argument. It therefore did not decide whether a breach occurred. The ruling that legal concessions do not bind judges should not be confused with a ruling releasing prosecutors from plea-agreement obligations.

G. Rehabilitation did not establish reversible plain error

Hess submitted evidence of educational work, assistance to fellow prisoners, completed courses, supportive letters, and other constructive activities. The district court acknowledged her conduct but described compliance with prison expectations as both commendable and unremarkable, noting the availability of good-time credit.

The appellate court did not definitively decide whether that treatment was erroneous. Instead, it assumed error and addressed the demanding standard applicable because Hess had not objected at resentencing.

First, the alleged error was not obvious under settled law. Pepper v. United States permits consideration of rehabilitation and allows it to support a reduced sentence, but does not require a reduction. Nor, the court reasoned, does it make the availability of good-time credit categorically irrelevant to the weight assigned to rehabilitation.

Second, Hess did not show prejudice. The district court expressly regarded the offense’s circumstances as outweighing the mitigating evidence. Its findings concerning her continuing minimization of harm and lack of remorse further undermined the likelihood of a different outcome.

The resulting holding is limited: this was a failure to establish reversible plain error, not a general endorsement of dismissing rehabilitation evidence without meaningful consideration.

H. Exceptional nonfinancial harm justified Koch’s upward variance

The district court considered Koch’s age, health conditions, limited scored criminal history, and lesser culpability. It nevertheless found that the advisory range substantially understated the offense’s seriousness.

The conduct involved more than financial loss. Families entrusted loved ones’ remains for respectful treatment, only to discover unauthorized sales and dismemberment. The court emphasized enduring emotional injury, betrayal of trust, prolonged misconduct, and virtually nonexistent remorse. It also noted Koch’s prior fraud-related felony, although that conviction generated no criminal-history points.

The appellate court declined to reweigh those considerations. An outside-Guidelines sentence is not presumed unreasonable, and the district court explained both the need for a substantial increase and its decision to impose a sentence sixty months shorter than Hess’s.

5. Precedents Cited and Their Influence

A. Vulnerability, individualized findings, and exploitation

United States v. Hess, 106 F.4th 1011 (10th Cir. 2024)

The earlier appeal supplied the governing mandate. It rejected deceased victims and generalized grief as the original bases for the enhancement and required individualized findings connecting vulnerability to the fraud. The present decision found that the expanded record supplied the missing connection; it did not retreat from the earlier prohibition on unsupported class assumptions.

United States v. Proffit, 304 F.3d 1001 (10th Cir. 2002)

A rancher’s cancer diagnosis prompted him to sell his ranch, creating an opportunity for the defendant to approach him. But the actual fraud involved cattle-futures investments, and the diagnosis did not explain his susceptibility to that investment scheme. The enhancement was therefore improper. The present court relied on the distinction between a vulnerability that merely opens a door and one directly exploited by the actual fraud. Here, financial hardship directly induced the transactions through which the defendants obtained the remains.

United States v. Fosher, 124 F.3d 52 (1st Cir. 1997)

Hess invoked its language concerning a victim’s reduced likelihood of detecting or thwarting a crime. The Tenth Circuit declined to adopt that formulation as a necessary condition. It was nonbinding and narrower than the inquiry supported by the Guidelines commentary and circuit precedent.

United States v. Tissnolthtos, 115 F.3d 759 (10th Cir. 1997), and United States v. Drapeau, 110 F.3d 618 (8th Cir. 1997)

United States v. Tissnolthtos required more than a seventy-one-year-old assault victim’s age to establish unusual vulnerability. It contrasted that situation with United States v. Drapeau, involving a one-year-old child whose inability to defend himself or report abuse was evident. These decisions explain why class characteristics sometimes support a compelling inference but ordinarily require individualized examination. Poverty and grief were not treated as automatically sufficient here.

United States v. Brunson, 54 F.3d 673 (10th Cir. 1995)

The defendant’s belief that foreign companies were easier to defraud, coupled with successful victimization, did not establish objective unusual vulnerability. The present court used this precedent to distinguish proven susceptibility from a defendant’s assumptions. Its discussion of enhanced blameworthiness also supported distinguishing ordinary commercial fraud from exploitation of financially distressed bereaved families.

United States v. Creech, 913 F.2d 780 (10th Cir. 1990)

This case rejected the assumption that newlyweds were unusually vulnerable to threats against their spouses compared with other married people. It reinforced the rule against unsupported class presumptions, while leaving room for the evidence-based findings made on remand here.

United States v. Scott, 529 F.3d 1290 (10th Cir. 2008), and United States v. Castaneda, 239 F.3d 978 (9th Cir. 2001)

United States v. Scott, quoting United States v. Castaneda, explained that the enhancement addresses conduct more blameworthy because it exploits particular victims. Its approval of an enhancement involving a minor’s small stature and unusual naivety illustrated concrete exploitation. The present court applied that rationale to manipulation of financial need during bereavement.

United States v. Caballero, 277 F.3d 1235 (10th Cir. 2002)

This immigration-fraud decision upheld findings based on language barriers, unfamiliarity with American law, cultural background, and immigration status. It supported two propositions: several victims can share a vulnerability without making the findings impermissibly class-based, and sixteen vulnerable victims can satisfy the large-number requirement in a fraud case.

B. Determining a “large number” and the scope of responsibility

United States v. Kaufman, 546 F.3d 1242 (10th Cir. 2008), and United States v. Anderson, 349 F.3d 568 (8th Cir. 2003)

United States v. Kaufman addressed exploitation of mentally ill residents through forced labor and involuntary servitude. Drawing guidance from the offense-specific guideline, it regarded ten victims as a large number in that context, while requiring particularized vulnerability findings on remand. Its quotation from United States v. Anderson acknowledged that the phrase was largely uninterpreted. The present opinion followed the contextual method rather than converting ten into a universal threshold.

United States v. Boll, 3 F.4th 1099 (8th Cir. 2021)

Koch relied on this decision’s contextual language to emphasize her personal role. The court explained that the relevant context concerned the type of offense and included all relevant conduct, not merely personal victim contacts. The case therefore did not support her proposed limitation.

C. Review standards, concessions, and preservation

United States v. Rocha, 145 F.4th 1247 (10th Cir. 2025)

This supplied the general sentencing-review framework: legal conclusions receive de novo review, factual findings clear-error review, and the ultimate sentence deferential abuse-of-discretion review. It also supported deference to the district court’s weighing of sentencing factors and an upward variance for extraordinary conduct insufficiently reflected in the Guidelines.

United States v. Tony, 121 F.4th 56 (10th Cir. 2024)

This instructed courts to identify the Sentencing Commission’s intent through guideline text and interpretive commentary, subject to the stated limits on commentary’s authority. That approach supported the opinion’s reliance on the cancer-cure example and relevant-conduct commentary.

United States v. Sumka, 81 F.4th 1153 (10th Cir. 2023)

This distinguished factual vulnerability findings from legal questions about an enhancement’s requirements. Following its approach, the court declined to resolve the parties’ dispute over the precise standard because the enhancement survived either clear-error or de novo review.

United States v. Ronquillo, 94 F.4th 1169 (10th Cir. 2024)

Its treatment of a government concession concerning a search warrant illustrated that parties cannot bind a court on questions of law. That principle defeated Koch’s argument that the government’s sentencing position should control.

Richison v. Ernest Grp., 634 F.3d 1123 (10th Cir. 2011)

This supported the distinction between seeking reversal through an unpreserved argument and defending an existing judgment. The government, as appellee, could defend affirmance on a record-supported ground.

LaFevers v. Gibson, 182 F.3d 705 (10th Cir. 1999)

Its rule concerning perfunctory, undeveloped arguments supplied the basis for treating Koch’s suggested plea-agreement breach as waived.

United States v. Kee, 129 F.4th 1249 (10th Cir. 2025), and United States v. Booker, 63 F.4th 1254 (10th Cir. 2023)

These decisions supplied the plain-error framework, the requirement that an error be obvious under settled law, and the need for a reasonable probability of a different outcome. Those requirements defeated Hess’s rehabilitation challenge without a definitive ruling on whether the district court initially erred.

D. Rehabilitation and substantial upward variances

Pepper v. United States, 562 U.S. 476 (2011)

The Supreme Court permitted consideration of postsentencing rehabilitation and rejected categorical restrictions on its use. It also distinguished sentence reductions from good-time credits. The present court emphasized the decision’s permissive character: rehabilitation may justify a reduction, but does not compel one.

United States v. Peña, 963 F.3d 1016 (10th Cir. 2020), and United States v. Holt, 161 F.4th 1253 (10th Cir. 2025)

These decisions framed substantive-reasonableness review as highly deferential. A sentence must remain within permissible choices, but appellate judges may not replace a reasoned sentencing judgment with their preferred balance of factors.

United States v. Doty, 150 F.4th 1351 (10th Cir. 2025)

Its approval of a variance from 33–41 months to 96 months for atypical, extraordinarily harmful conduct supported using exceptional offense characteristics to justify a substantial increase.

United States v. Lawless, 979 F.3d 849 (10th Cir. 2020)

This upheld an increase from 60 months to 144 months for unusually serious arson and cautioned against appellate reweighing. Both principles supported affirmance of Koch’s sentence.

United States v. Walker, 74 F.4th 1163 (10th Cir. 2023)

The court cited its approval of a variance from 84–105 months to 300 months, based partly on severe physical and psychological harm, as further support for considering injury not adequately captured by the advisory range.

United States v. Vazquez-Garcia, 130 F.4th 891 (10th Cir. 2025)

This upheld an upward variance supported partly by lack of remorse. It reinforced the district court’s authority to consider Koch’s similarly limited acknowledgment of harm alongside the offense’s seriousness.

6. Impact and Limits

Financial hardship becomes a concrete, offense-linked basis for vulnerability. Future fraud cases may draw on this reasoning when defendants exploit an urgent need for essential services. But poverty alone remains insufficient: evidence must show how the particular circumstances facilitated the particular scheme.

The decision broadens the understanding of facilitation without eliminating the nexus requirement. Vulnerability may matter at the stage when defendants secure a victim’s business, consent, or property. It need not manifest as an inability to detect deception after the defendants obtain control.

Individualized findings remain indispensable. Victim statements identifying financial constraints, alternatives considered, and responses to specific offers will be especially important. Expert evidence about general risk factors can assist, but cannot substitute for the required connection.

Fifteen is sufficient, not necessarily necessary. The opinion leaves lower numbers unresolved and preserves an offense-sensitive approach.

Accomplices cannot rely solely on limited personal contact. The relevant-conduct rules may encompass victims reached through conduct they aided and abetted, once the enhancement’s prerequisites are satisfied.

Large variances require case-specific justification. This decision does not make emotional harm or lack of remorse automatic grounds for comparable sentences. Its affirmance rests on unusually severe facts and a detailed explanation of why the advisory ranges were inadequate.

Rehabilitation claims should be preserved. A timely objection to a court’s treatment of rehabilitation evidence can be crucial. Hess’s failure to object required her to establish both obvious error and probable effect on the outcome, hurdles she could not clear.

7. Complex Concepts Simplified

Vulnerable victim
A person unusually susceptible to the specific crime, not simply someone experiencing hardship.
Nexus
The connection showing how a victim’s circumstances helped the defendant commit the offense.
Class-based presumption
An unsupported assumption that everyone in a group is vulnerable. Individual evidence may establish vulnerability even when several victims share the same characteristic.
Relevant conduct
Conduct counted at sentencing under the Guidelines, including qualifying acts the defendant aided or abetted.
Scienter
A required mental state, such as knowing or having reason to know of a victim’s vulnerability.
Enhancement and variance
An enhancement changes the advisory Guidelines calculation. A variance changes the ultimate sentence after consideration of the statutory sentencing factors.
Plain-error review
A demanding standard for an objection not properly raised below: the defendant must establish error, obviousness, prejudice, and a serious effect on the fairness, integrity, or public reputation of proceedings.
Substantive reasonableness
Whether the sentence’s length is a permissible response to the circumstances and statutory sentencing factors.
Good-time credit
A statutory mechanism rewarding qualifying prison conduct, distinct from a court’s decision to reduce a sentence at resentencing.

8. Conclusion

The opinion’s central contribution is its distinction between general hardship and demonstrated exploitation. Financial vulnerability supports the large-number vulnerable-victim enhancement when individualized evidence shows that it directly facilitated the fraud—even without proof that victims were unusually unable to detect it.

By affirming both sentences, the court also confirmed that relevant conduct can extend beyond personal victim contacts, that rehabilitation does not compel a reduction, and that exceptionally serious nonfinancial harm can justify a substantial, carefully explained upward variance.