United States v. Charles Snyder ( 2019 )


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  •                         NOT RECOMMENDED FOR PUBLICATION
    File Name: 19a0486n.06
    No. 18-4144
    UNITED STATES COURT OF APPEALS
    FOR THE SIXTH CIRCUIT
    FILED
    UNITED STATES OF AMERICA,                                )                        Sep 19, 2019
    )                    DEBORAH S. HUNT, Clerk
    Plaintiff-Appellee,                              )
    )
    ON APPEAL FROM THE
    v.                                                       )
    UNITED STATES DISTRICT
    )
    COURT FOR THE
    CHARLES DAVID SNYDER,                                    )
    NORTHERN DISTRICT OF
    )
    OHIO
    Defendant-Appellant.                             )
    )
    BEFORE:        BOGGS, MOORE, and STRANCH, Circuit Judges.
    BOGGS, Circuit Judge. Anyone who has received a paycheck knows that employers must
    deduct Social Security and Medicare taxes (or FICA taxes, for the Federal Insurance Contributions
    Act) from their employees’ wages. 26 U.S.C. §§ 3101, 3102. “[T]he withheld money is held in
    trust for the United States until paid to the Treasury.” Bell v. United States, 
    355 F.3d 387
    , 392 (6th
    Cir. 2004). “There is no general requirement that the withheld sums be segregated from the
    employer’s general funds, however, or that they be deposited in a separate bank account until
    required to be paid to the Treasury.” Slodov v. United States, 
    436 U.S. 238
    , 243 (1978).
    Consequently, “the funds accumulated” but not yet remitted “can be a tempting source of ready
    cash to a failing corporation beleaguered by creditors.” 
    Ibid. David Snyder succumbed
    to this temptation when his consulting firm started to run out of
    money. At his direction, the company used FICA taxes that had been withheld from its employees’
    wages to pay business expenses, such as salaries and office rent. It did the same thing with
    No. 18-4144, United States v. Snyder
    employees’ 401(k) contributions. The company eventually failed, and a jury convicted Snyder of
    willfully failing to pay over taxes and embezzling from an employee-benefit plan.
    On appeal, Snyder challenges several of the district court’s evidentiary rulings and one of
    the jury instructions. We hold that the district court abused its discretion by admitting testimony
    about Snyder’s failure to file personal income-tax returns. Accordingly, we vacate his tax
    convictions (Counts 2, 4, 5, 6, and 7) and remand for a new trial on those counts. Because Snyder’s
    remaining arguments are unpersuasive, we affirm his embezzlement conviction (Count 8).
    I. Background
    Snyder was the chairman, CEO, majority owner, and co-founder of Attevo, a technology-
    consulting firm. Founded in 2004, the firm was quick to expand, and its clients were slow to pay
    their bills. Then, in 2007 and 2008, came “the worst economic crisis we’ve had since the Great
    Depression.” As Attevo’s clients spent less on consulting and fell further behind on their bills, the
    firm started to run out of money, and its bank refused to lend any more. As his company’s finances
    worsened, Snyder decided which bills to pay and which to ignore. He prioritized salaries, health-
    insurance premiums, and corporate credit cards (used for both employees’ travel expenses and
    some of his own personal expenses).
    The IRS was also “high on the priority list,” according to one of Attevo’s accountants, yet
    the firm’s tax bills often went unpaid. In the fourth quarter of 2008, Attevo owed $462,774.81 in
    FICA taxes and remitted nothing. Around this time, Attevo’s CFO, Joseph Burmester, warned
    Snyder that the IRS would charge the company penalties and interest if it failed to remit the taxes
    on time. But in 2009, Attevo paid only $62,072.19 of the more than $1.2 million in FICA taxes it
    then owed. In 2010, it paid its full FICA-tax obligations for the first and third quarters, but it paid
    nothing for the second quarter and nothing on its arrearages.
    -2-
    No. 18-4144, United States v. Snyder
    Throughout this period, Attevo was still withholding FICA taxes from employee
    paychecks. But instead of passing this money on to the Treasury, the company used it to pay other
    bills. As CFO Burmester put it, Attevo was “using the government as a short-term loan.” It would
    be more accurate to say that Attevo was borrowing money from its employees, without their
    knowledge or consent.1
    While this was going on, Attevo filed accurate FICA-tax returns, reporting the amount of
    money it had withheld from employees but not sent on to the Treasury. According to Burmester,
    “we knew the tax was due. We were trying to account for it properly. . . . We were not trying to
    hide the fact that . . . it just had not been paid. So it was, you know, a matter of coming up with the
    cash to do it.”
    Attevo did not come up with the cash, so the IRS’s Collection Division got involved in
    September 2010. Attevo agreed to pay almost $2.9 million in outstanding FICA taxes for the fourth
    quarter of 2008 through the third quarter of 2010 in 69 monthly installments, to begin in October
    2011. It paid ten of these installments, and for five straight quarters it also stayed current on the
    new tax obligations it continued to accrue.
    Nevertheless, for reasons the record does not make clear, the IRS filed a lien against Attevo
    in March 2011. Employees “got really leery and . . . started leaving”; many took their clients with
    them, making the company’s cash-flow problems even worse. By late 2012, Attevo’s checks were
    bouncing, it had stopped making installment payments on back taxes, and fewer than ten
    employees remained. It went out of business in early 2013.
    Meanwhile, similar problems arose with Attevo’s 401(k) plan. The plan was funded
    entirely by employee contributions, which were deducted from paychecks. In late 2011, Attevo
    1
    Until they are remitted to the Treasury, withheld FICA taxes are still the employee’s money, even though the
    employer “briefly” holds them in trust for “administrative convenience.” 
    Bell, 355 F.3d at 392
    .
    -3-
    No. 18-4144, United States v. Snyder
    stopped remitting employee contributions to the retirement fund, though it continued to withhold
    them from paychecks. As with the FICA taxes, Attevo used its employees’ money to pay business
    expenses, and all this was at Snyder’s direction. The unremitted 401(k) contributions totaled about
    $126,000.
    A grand jury eventually indicted Snyder on seven counts of willfully failing to pay over
    taxes, see 26 U.S.C. § 7202, and one count of embezzling from an employee-benefit plan, see
    18 U.S.C. § 664. He went to trial. The facts were mostly undisputed; his defense was that his
    failure to remit the withheld FICA taxes and 401(k) contributions was not willful.
    The jury acquitted Snyder of two of the tax counts (involving quarters for which Attevo
    made payments under its short-lived installment agreement with the IRS). It convicted him of the
    remaining five tax counts and the embezzlement count. The district court sentenced him to two
    years in prison and ordered him to pay more than $667,000 in restitution. He timely appealed.
    II. Testimony About Snyder’s Failure to File Personal Income-Tax Returns
    At trial, two IRS witnesses testified that Snyder had failed to file personal income-tax
    returns for many years. Snyder argues that this was propensity evidence, inadmissible under
    Federal Rules of Evidence 403 and 404(b). We agree. Snyder’s alleged personal tax problems are
    not “substantially similar” to the charged conduct. United States v. Jerkins, 
    871 F.2d 598
    , 604 (6th
    Cir. 1989). We therefore hold that the district court abused its discretion2 by admitting testimony
    about Snyder’s personal tax history from one of the IRS witnesses, Special Agent Anthony Pizzola.
    2
    “[A]buse of discretion is the proper standard of review of a district court’s evidentiary rulings.” Gen. Elec. Co. v.
    Joiner, 
    522 U.S. 136
    , 141 (1997).
    -4-
    No. 18-4144, United States v. Snyder
    Because the error was harmful, we vacate Snyder’s tax convictions and remand for a new trial on
    those counts.3
    A. Background
    At Snyder’s trial, the government called IRS Revenue Officer Evelyn Terry, who had been
    assigned to the initial investigation of Attevo and subsequent collection efforts. The government
    asked Terry if her investigation had revealed “any differences between Mr. Snyder and Mr.
    Burmester,” Attevo’s CFO. Terry responded, “Yeah. Mr. Snyder hadn’t filed a 1040 tax return
    since 2004, and Mr. Burmester was in full compliance with all 1040 filing requirements.” Snyder
    did not object.
    Pizzola testified later. Pizzola, who worked for the IRS’s Criminal Investigation Division,
    took over the Attevo case after Terry. The government asked Pizzola, “How about Mr. Snyder’s
    personal situation, did you look at his income tax activity going back as far as you could?” The
    defense objected, and the district court overruled the objection. Pizzola answered: “Yeah . . . the
    last return on file personally for Mr. Snyder, and again, my investigation spanned from 2013
    forward, the last return filed was 2011 for personal income taxes.”
    The government highlighted this testimony in closing, connecting Snyder’s failure to file
    his personal income-tax returns with Attevo’s failure to remit FICA taxes. The prosecutor argued:
    “[I]n addition to what the defendant did on behalf of Attevo, you heard testimony that the defendant
    wasn’t even paying his own taxes. He’d done it before, and he was doing it this time.”
    3
    We need not review the admission of the second IRS witness’s testimony, to which Snyder did not object, for plain
    error. Nor do we need to reach Snyder’s argument (also unpreserved) that the government gave him inadequate notice
    of its plan to introduce this evidence.
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    No. 18-4144, United States v. Snyder
    B. Analysis
    “The government may not use evidence of prior bad acts to show that a defendant’s
    character made him more likely to commit the charged crime.” United States v. English, 
    785 F.3d 1052
    , 1055 (6th Cir. 2015); see Fed. R. Evid. 404(b)(1). However, such evidence “may be
    admissible for another purpose, such as proving . . . intent . . . [or] absence of mistake.” Fed. R.
    Evid. 404(b)(2). Even if the evidence is admissible under Rule 404(b), the district court may still
    exclude it “if its probative value is substantially outweighed by a danger of,” among other things,
    “unfair prejudice, confusing the issues, [or] misleading the jury.” Fed. R. Evid. 403.
    Because the tax charges against Snyder are specific-intent offenses, this is the kind of case
    in which evidence of prior bad acts might be admissible. See United States v. Johnson, 
    27 F.3d 1186
    , 1191–92 (6th Cir. 1994). But that does not mean such evidence “is automatically
    admissible.” 
    Id. at 1192
    (emphasis added).
    Under Rule 404(b), prior bad acts are inadmissible if they “are too unrelated” to the charged
    conduct or “too far apart in time to be probative of” the defendant’s specific intent. United States
    v. Clay, 
    667 F.3d 689
    , 696 (6th Cir. 2012). Likewise, dissimilar or long-ago bad acts are usually
    inadmissible under Rule 403, because they have “a powerful impact on a juror’s mind” despite
    their “slim probative value.” 
    Ibid. There is “too
    much of a risk that the jury will generalize from
    prior examples of bad character.” 
    Id. at 697.
    Applying these principles, this court has often held that evidence of uncharged tax crimes
    is admissible to prove willfulness in tax-evasion cases. But in these cases, the charged and
    uncharged conduct were quite similar.
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    No. 18-4144, United States v. Snyder
    Case                                Charged Conduct                       Rule 404(b) Evidence
    United States v. Ausmus, 774        Failing to pay federal income         Failing to pay federal income
    F.2d 722, 723, 727–28 (6th          taxes for 1978–80                     taxes for 1967–77 and 1981–
    Cir. 1985)                                                                83
    United States v. Popenas, 780 Failing “to report substantial              Underreporting income in
    F.2d 545, 546, 548 (6th Cir.  amounts of income during the                years before 1977
    1985)                         years 1977 to 1980”
    United States v. Jerkins, 871       Filing tax returns, but               Failing to file income-tax
    F.2d 598, 601, 604 (6th Cir.        substantially underreporting          returns in 1969, 1970, and
    1989)                               income, in 1982 and 1984              19714
    United States v. Gordon, 493        Underreporting income in              Underreporting income in
    F. App’x 617, 619–20, 625           2003–05                               years before 2003
    (6th Cir. 2012)
    When the charged conduct and the Rule 404(b) evidence are very similar, this suggests “a pattern,
    plan, and scheme[,] indicating that” the charged conduct “was not the result of an accident,
    negligence, or inadvertence. The pattern demonstrates willfulness,” so the uncharged acts are
    admissible under Rule 404(b) (though they may still be inadmissible under Rule 403). 
    Ausmus, 774 F.2d at 728
    .
    In this case, by contrast, the charged conduct and the Rule 404(b) evidence are not
    “substantially similar.” 
    Jerkins, 871 F.2d at 604
    . Most importantly, while Pizzola testified about
    Snyder’s failure to file personal income tax returns, Attevo undisputedly filed accurate FICA-tax
    returns for the quarters in which it did not remit employee contributions to the Treasury. The
    charged conduct and the Rule 404(b) evidence thus involved different taxes, taxpayers, and
    omissions.
    4
    While the Rule 404(b) evidence in Jerkins was not especially similar to the charged conduct, “the only references”
    to that evidence came in passing, when the defendant’s accountants “testified that they began working for him in
    preparing his delinquent returns” for the missing years. 
    Id. at 605.
    -7-
    No. 18-4144, United States v. Snyder
    Charged Conduct                   Rule 404(b) Evidence
    Tax                               Employees’ share of FICA          Personal income tax
    taxes
    Taxpayer                          Attevo (on behalf of its          Snyder
    employees)
    Omission                          Not remitting withheld funds      Not filing returns
    Finally, both the government and defense theories at trial centered on Attevo’s dire financial straits.
    The defense argued that Snyder intended to remit the withheld taxes, but cash-flow problems got
    in the way; the government argued that Attevo had enough money coming in but chose, at Snyder’s
    direction, to prioritize creditors other than the IRS. Yet there is no explanation, in Pizzola’s
    testimony or anywhere else in the record, of why Snyder failed to file his personal income-tax
    returns or whether this had anything to do with Attevo’s troubles.
    In short, Snyder’s tax problems and Attevo’s were not part of a “pattern, plan, and scheme.”
    
    Ausmus, 774 F.2d at 728
    . Pizzola’s testimony served only to show that Snyder is the kind of person
    who cheats on his taxes. This propensity inference—“the defendant is a bad person . . . if he did it
    before he probably did it again”—is precisely the one Rule 404 forbids. 
    Johnson, 27 F.3d at 1193
    (cleaned up). For the same reason, the evidence about Snyder’s personal income taxes was also
    inadmissible under Rule 403. It “was of slim probative value,” and “the unfair prejudicial impact
    of the evidence was high.” 
    Clay, 667 F.3d at 696
    —97. Thus, the district court abused its discretion
    by admitting Pizzola’s testimony about Snyder’s personal income taxes.
    This error only requires reversal if it was harmful. 
    Id. at 700
    (focusing on “whether there
    is a reasonable possibility that the evidence complained of might have contributed to the
    conviction”) (internal citations and quotation marks omitted). For a non-constitutional error like
    this one, “the government must show by a preponderance of the evidence that the error did not
    materially affect the verdict.” United States v. Kilpatrick, 
    798 F.3d 365
    , 378 (6th Cir. 2015).
    -8-
    No. 18-4144, United States v. Snyder
    If Pizzola’s testimony had amounted only to an isolated blurt, the error likely would have been
    harmless (as Snyder conceded at oral argument). But Pizzola’s comment was not the only reference
    to Snyder’s personal tax troubles: Terry, the other IRS witness, also testified about them. And to
    make matters worse, the government’s closing argument expressly invited the jury to make the
    propensity inference Rule 404(b) exists to prevent: “[Y]ou heard testimony that the defendant
    wasn’t even paying his own taxes. He’d done it before, and he was doing it this time.” The
    government’s misuse of the testimony makes it impossible to dismiss the erroneous admission of
    this evidence as harmless.5
    While the district court gave a limiting instruction, this is not “a sure-fire panacea for the
    prejudice resulting from the needless admission of” propensity evidence. United States v.
    Haywood, 
    280 F.3d 715
    , 724 (6th Cir. 2002). “As empirical studies have shown, evidence of prior
    bad acts influences factfinders even when the court gives a limiting instruction.” 
    Clay, 667 F.3d at 697
    . A limiting instruction may be “insufficient to mitigate these potential risks,” and it does not
    preclude a new trial. 
    Id. at 700
    –01. See also United States v. Jenkins, 
    345 F.3d 928
    , 939 (6th Cir.
    2003).
    However, the harm does not extend to Snyder’s conviction for embezzling from an
    employee-benefit plan (Count 8). As we noted above, Rule 404(b) exists to prevent jurors from
    inferring that “if he did it before he probably did it again.” 
    Johnson, 27 F.3d at 1193
    (cleaned up).
    The risk that jurors will make this forbidden logical leap is highest in the context of charged and
    uncharged offenses of the same nature (here, two tax crimes). The risk is lower when the charged
    and uncharged offenses are distinct, and Snyder gives us no particular reason to think the unfair
    prejudice also tainted his embezzlement conviction.
    5
    Snyder also contends that the government’s improper closing argument is itself sufficient for a new trial. We need
    not reach this issue.
    -9-
    No. 18-4144, United States v. Snyder
    Thus, we vacate Snyder’s convictions for willfully failing to pay over taxes (Counts 2, 4,
    5, 6, and 7) and remand for a new trial on those counts. We next turn to Snyder’s arguments
    concerning the embezzlement conviction.
    III. Exclusion of Testimony About Snyder’s Repayment of 401(k) Contributions
    When some of Attevo’s employees discovered that their 401(k) contributions had not been
    remitted to the retirement plan, they complained to the Department of Labor, which eventually
    filed a civil suit against Snyder and Attevo. To settle the suit, Snyder repaid more than $143,000
    to the retirement plan. He made the final installment payment more than a year before he was
    indicted. At trial, Snyder tried to introduce evidence about his repayment of the 401(k) funds, but
    the district court refused to admit it. He contends that the district court erred, requiring a new trial
    on the embezzlement count. This argument is meritless.
    First, the parties dispute the standard of review. Snyder argues that the standard is de novo,
    because the district court held “a particular defense unavailable as a matter of law.” But
    “[a] defendant’s intention to repay the victims of fraud is no defense.” United States v. Carter, 483
    F. App’x 70, 75 (6th Cir. 2012). By proffering the repayment evidence, Snyder was not trying to
    establish an affirmative defense. Rather, he was trying to negate the government’s factual case on
    the mens rea element of the embezzlement offense. The district court deemed the repayment
    evidence irrelevant for this purpose. Thus, the usual abuse-of-discretion standard for evidentiary
    rulings applies. United States v. White, 
    846 F.3d 170
    , 178 (6th Cir. 2017).
    The district court did not abuse its discretion by excluding the repayment evidence.
    Typically, repayments and settlement offers “shed no light on whether a defendant had a previous
    intent to defraud.” United States v. Carter, 483 F. App’x 70, 75 (6th Cir. 2012). In most cases,
    “these efforts have at best small probative value for the purpose of showing lack of evil intent.”
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    No. 18-4144, United States v. Snyder
    
    Ibid. (cleaned up). Thus,
    this court generally “curtail[s] admission of evidence of post-accusation
    repayment.” 
    White, 846 F.3d at 178
    .
    This case is quite similar to White. The defendant in White, a travel agent, fraudulently
    booked plane tickets for her civilian clients at discounted military rates. 
    Id. at 172.
    The district
    court excluded “evidence that, long after her fraudulent scheme was discovered, she attempted to
    repay some of her victims for some of their losses. These negotiations between White and her
    victims transpired only after White was confronted by the airlines, her victims, and law
    enforcement.” 
    Id. at 178.
    Because the “temporal relationship between the fraudulent activity and
    the attempts at repayment [was] too attenuated,” excluding testimony about the repayment
    negotiations was not an abuse of discretion. 
    Ibid. Here, Snyder only
    repaid the 401(k) contributions after his employees discovered his
    embezzlement and the Department of Labor sued him. Thus, “the district court was within its broad
    discretion under Rule 403 to exclude [the repayment] evidence.” Carter, 483 F. App’x at 75.
    IV. The Cognovit Note and Related Jury Instruction
    Next, Snyder argues that the district court abused its discretion by admitting evidence about
    a loan agreement he signed and by giving a consciousness-of-guilt jury instruction. Both claims
    fail. Admitting the loan-agreement evidence was not an abuse of discretion, and even if the
    evidence did not justify the jury instruction, the error was harmless.
    A. Background
    In 2012, as Attevo’s problems worsened, Snyder asked his friend Gerald Hoch for money.
    Hoch obliged with a $300,000 check, made out to Attevo. Then, in March 2018—after his
    indictment but before trial—Snyder approached Hoch to borrow more money. Hoch agreed, on the
    condition that Snyder sign a written agreement to repay the 2012 funds. A few weeks later, Hoch
    -11-
    No. 18-4144, United States v. Snyder
    and Snyder executed a cognovit note6 and loan agreement, which Hoch’s attorney drafted. The
    agreement described the 2012 payment as a personal loan from Hoch to Snyder. This contradicts
    the testimony of Attevo’s comptroller and Snyder’s personal assistant, who both described Hoch’s
    $300,000 payment in 2012 as an investment in Attevo, not a personal loan to Snyder.
    The district court admitted evidence about both stages of these events—the $300,000
    payment in 2012 and the loan agreement in 2018. Snyder has no objection to the evidence about
    the original payment, but he does challenge the district court’s decision to admit evidence about
    the loan agreement.
    To understand Snyder’s objection, it is helpful to start with the reason the government
    introduced the loan-agreement evidence: to show potential fabrication of evidence or witness
    tampering by Snyder. The government leaves many steps in its argument unstated, but the theory
    seems to be this:
    1. Nonpayment of taxes is only a crime if it is willful. 26 U.S.C. § 7202.
    2. If someone owes the IRS money and can afford to pay, but chooses not to, that tends to
    show the nonpayment was willful. United States v. Blanchard, 
    618 F.3d 562
    , 572 (6th Cir.
    2010).
    3. If Hoch invested $300,000 in Attevo in 2012, then that money was available to Attevo to
    pay the IRS, suggesting that Snyder’s conduct was willful.
    4. But if Hoch instead made a $300,000 personal loan to Snyder, then the money was
    unavailable to Attevo to pay the IRS, suggesting that Snyder’s conduct was not willful.
    5. Attevo’s comptroller and Snyder’s personal assistant testified the payment was an
    investment in Attevo.
    6. But the 2018 loan agreement describes the payment as a personal loan to Snyder.
    7. Therefore, the loan agreement may have misrepresented the nature of the payment.
    8. Snyder was responsible for the terms of the loan agreement, which he solicited.
    9. The misrepresentation makes Snyder look less culpable.
    6
    “The cognovit is the ancient legal device by which the debtor consents in advance to the holder’s obtaining a
    judgment without notice or hearing . . . the purpose of the cognovit is to permit the note holder to obtain judgment
    without a trial of possible defenses which the [debtor] might assert.” D. H. Overmyer Co. Inc., of Ohio v. Frick Co.,
    
    405 U.S. 174
    , 177 (1972) (cleaned up).
    -12-
    No. 18-4144, United States v. Snyder
    10. Therefore, when Snyder executed the loan agreement (after he had already been indicted),
    he may have been attempting to fabricate evidence or affect Hoch’s trial testimony.
    11. Evidence of witness tampering or fabrication of evidence is admissible because it is
    probative of consciousness of guilt. See, e.g., United States v. Poulsen, 
    655 F.3d 492
    , 508
    (6th Cir. 2011).
    The district court agreed with the government’s theory. It reasoned that if Snyder used the
    post-indictment loan agreement to mischaracterize an investment in Attevo as a personal loan, this
    might show “an attempt to alter evidence,” and “[i]f proven,” it would be “probative of
    consciousness of guilt.” The district court therefore admitted the loan agreement into evidence and
    allowed the government to elicit testimony about its terms, the circumstances of its execution, and
    whether the 2012 payment was really a personal loan.
    Over Snyder’s objection, the district court also gave a consciousness-of-guilt jury
    instruction. The instruction was based on this court’s pattern instruction on flight, concealment of
    evidence, and false exculpatory statements. See Sixth Circuit Pattern Criminal Jury Instr. 7.14 (Jan.
    1, 2019). It stated:
    You have heard testimony that after the crime was supposed to have been
    committed, defendant may have recharacterized a $300,000 investment as a loan.
    If you believe that defendant recharacterized a $300,000 investment as a loan, then
    you may consider this conduct, along with all the other evidence, in deciding
    whether the government has proved beyond a reasonable doubt that he committed
    the crime charged in Counts 1 through 7 of the indictment. This conduct may
    indicate that he thought he was guilty and was trying to avoid punishment. On the
    other hand, sometimes an innocent person may recharacterize an investment as a
    loan for some other reason. Defendant has no obligation to prove that he had an
    innocent reason for his conduct.
    B. Admissibility
    Snyder argues that the district court erred by admitting the loan agreement and testimony
    about it from his personal assistant and Hoch. We hold that the district court did not abuse its
    -13-
    No. 18-4144, United States v. Snyder
    discretion, because this evidence was conditionally relevant under Federal Rule of Evidence
    104(b).
    Snyder makes four factual objections to the government’s theory:
    1. At trial, the defense never argued that the $300,000 was unavailable to pay Attevo’s tax
    bill, so it is implausible that Snyder was trying to make the loan agreement the basis for a
    false defense.
    2. Defense counsel did not know about the loan agreement until the government disclosed it
    on the day Hoch first testified (though obviously Snyder did), so again, it is implausible
    that Snyder was trying to concoct exculpatory evidence.
    3. Hoch testified that his attorney drafted the loan agreement; Snyder’s only input was to
    add a term about interest payments.
    4. It is not true that if the $300,000 was a personal loan to Snyder, it would have been
    unavailable to pay Attevo’s tax bills. The check was made out to Attevo and deposited
    into Attevo’s bank account.
    These arguments primarily go to the weight of the evidence, not its admissibility, and Snyder does
    not tie the arguments to a particular Federal Rule of Evidence. Instead, he cites a four-part test
    from United States v. Myers, 
    550 F.2d 1036
    , 1049 (5th Cir. 1977), which he claims this court has
    adopted for all consciousness-of-guilt evidence. This is incorrect. Myers involved evidence that
    the defendant had fled from FBI agents after the bank robbery he was charged with committing.
    
    Id. at 1048.
    The Fifth Circuit created a test for the “probative value” of post-offense flight from
    the police “as circumstantial evidence of guilt.” 
    Id. at 1049.
    We have adopted the Myers test, but
    only in “cases involving actual flight.” United States v. Hickman, 766 F. App’x 240, 253 (6th Cir.
    2019).
    In cases involving evidence tampering, we simply apply relevant provisions of the Federal
    Rules of Evidence. Evidence tampering is potentially admissible as a prior bad act under Rule
    404(b), as long as it is offered to show “consciousness of guilt” and not as character evidence.
    
    Poulsen, 655 F.3d at 508
    –09; cf. United States v. Weaver, 610 F. App’x 539, 542 (6th Cir. 2015)
    (using Rule 404(b) to analyze the admissibility of evidence that the defendant gave a false name
    -14-
    No. 18-4144, United States v. Snyder
    to arresting officers). With Rule 404(b) out of the way, the analysis shifts to Rule 403 balancing.
    
    Poulsen, 655 F.3d at 509
    . And the evidence must be relevant in the first place—i.e., it must be
    probative of tampering. See Fed. R. Evid. 401, 402.
    Snyder’s arguments line up best with the threshold question of relevance. “Evidence is
    relevant if . . . it has any tendency to make a fact more or less probable than it would be without
    the evidence,” and that fact “is of consequence in determining the action.” Fed. R. Evid. 401. This
    standard “is extremely liberal.” Douglass v. Eaton Corp., 
    956 F.2d 1339
    , 1344 (6th Cir. 1992)
    (abrogated on other grounds by Weisgram v. Marley Co., 
    528 U.S. 440
    (2000)). “Neither the
    appellate nor the district court is permitted to consider the weight or sufficiency of the evidence in
    determining relevancy . . . .” Robinson v. Runyon, 
    149 F.3d 507
    , 512 (6th Cir. 1998). “[A] piece of
    evidence does not need to carry a party’s evidentiary burden in order to be relevant; it simply has
    to advance the ball.” Dortch v. Fowler, 
    588 F.3d 396
    , 401 (6th Cir. 2009).
    Though the parties do not explicitly frame it this way, this case raises the “abstruse” concept
    of conditional relevance. 
    Douglass, 956 F.2d at 1348
    (Ryan, J., concurring). The government
    offered the loan-agreement evidence to show Snyder’s consciousness of guilt. But the terms of the
    agreement could be probative of Snyder’s consciousness of guilt only if he contributed to its
    drafting. “When the relevance of evidence depends on whether a fact exists, proof must be
    introduced sufficient to support a finding that the fact does exist.” Fed. R. Evid. 104(b). Thus, the
    admissibility of the loan-agreement evidence turns on whether the government made a sufficient
    showing of Snyder’s role in drafting the agreement.
    Like Rule 401’s general-relevance test, the hurdle for this conditional-relevance
    determination is low. “In determining whether the Government has introduced sufficient evidence
    to meet Rule 104(b), the trial court neither weighs credibility nor makes” its own factual finding.
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    No. 18-4144, United States v. Snyder
    Huddleston v. United States, 
    485 U.S. 681
    , 690 (1988). Instead, the district court “examines all the
    evidence in the case and decides whether the jury could reasonably find the conditional fact . . . by
    a preponderance of the evidence.” 
    Ibid. Based on the
    facts before the district court at the time it admitted the loan-agreement
    evidence, the government met its burden. Two witnesses testified that Hoch’s 2012 payment was
    an investment in Attevo, and one of them expressly denied that the money was a loan to Snyder.
    A reasonable juror could have credited the testimony of these witnesses and concluded that the
    2018 agreement mischaracterized the 2012 payment. And because Snyder signed the agreement
    and had his personal assistant notarize it, a reasonable juror could have found that he had some
    influence over its language and terms.
    Once the government made this initial showing, it became the jury’s job to weigh the loan-
    agreement evidence. 
    Douglass, 956 F.2d at 1348
    (Ryan, J., concurring); cf. 21A C. Wright & K.
    Graham, Federal Practice and Procedure § 5054 (2d ed.) (“[T]he jury does not need the judge to
    tell them that defendant’s hat does not identify him as the murderer if he is not the person who left
    it at the scene of the crime.”).
    While Hoch’s subsequent testimony might have suggested that he and his attorney, not
    Snyder, were responsible for the language of the agreement, this did not retroactively make the
    admission of the evidence grounds for a new trial. Instead, the appropriate response may have been
    for the district court to “instruct the jury to disregard the evidence.” 
    Huddleston, 485 U.S. at 690
    .
    But Snyder never asked for such an instruction, and the district court did not have to give it sua
    sponte. 
    Id. n.7. Moreover,
    Hoch’s testimony on this point was ambiguous. While he did testify that his
    attorney drafted the loan agreement and that Snyder’s only suggestion was to add an interest term,
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    No. 18-4144, United States v. Snyder
    he also said that “the wording was pretty much in keeping with what Mr. Snyder and I were talking
    about.” A reasonable juror could have interpreted this remark to mean that Hoch and Snyder
    negotiated the terms of the loan agreement orally, and what Hoch’s attorney put into writing was
    the result of their negotiations.
    That leaves Snyder’s arguments about his defense theory, his counsel’s unawareness of the
    loan agreement, and the availability of the $300,000 in Attevo’s bank account. These are arguments
    about the weight of the evidence, not its relevance. According to Snyder’s opening brief, they show
    that the government’s fabrication theory “is entirely fanciful,” that it contradicts what “one would
    expect to see . . . at trial,” and that “[i]t would make little sense.” This was an assessment for the
    jury to make.
    Thus, applying Rule 104(b)’s conditional-relevance framework, the district court did not
    abuse its discretion in admitting evidence about the 2018 loan agreement.
    C. Jury Instruction
    Snyder objects to the consciousness-of-guilt jury instruction for essentially the same
    reason. He argues that in light of Hoch’s testimony that his attorney drafted the loan agreement,
    not Snyder, the instruction was unsupported by the evidence. Even if Snyder is right about this,
    the district court did not abuse its discretion. The instruction used permissive language, leaving
    the jury free to reach its own conclusion about the strength of the government’s fabrication theory.
    “We review challenges to jury instructions under the abuse-of-discretion standard. . . .
    A judgment may be reversed based upon an improper jury instruction only if the instructions,
    viewed as a whole, were confusing, misleading, or prejudicial.” United States v. Williams, 
    612 F.3d 500
    , 506 (6th Cir. 2010) (cleaned up).
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    No. 18-4144, United States v. Snyder
    Even if the evidence did not justify giving the consciousness-of-guilt instruction, it is
    difficult to see how the instruction could have confused or misled the jury or prejudiced Snyder.
    The instruction made two things very clear: It was up to the jury to decide whether Snyder
    fabricated evidence (“If you believe that defendant recharacterized a $300,000 investment as a
    loan, then you may consider this conduct”), and it was also up to the jury to accept or reject the
    consciousness-of-guilt inference (“This conduct may indicate that he thought he was guilty and
    was trying to avoid punishment. On the other hand, sometimes an innocent person may
    recharacterize an investment as a loan for some other reason.”).
    We generally assume that jurors are able “to discard factually inadequate theories of
    conviction.” United States v. Peterson, 569 F. App’x 353, 356 (6th Cir. 2014). See also United
    States v. Mari, 
    47 F.3d 782
    , 785–87 (6th Cir. 1995). Snyder gives us no reason to think this case is
    exceptional. Thus, even if the district court abused its discretion by giving the consciousness-of-
    guilt instruction, the error was harmless.
    V. Cumulative Error
    Finally, Snyder claims that even if the trial errors are “harmless in isolation[,]” their
    “combined effect . . . was so prejudicial as to strike at the fundamental fairness of the trial.” United
    States v. Parker, 
    997 F.2d 219
    , 222 (6th Cir. 1993). But he does not identify any plausible
    connection between the harm resulting from the erroneously admitted tax evidence, the
    consciousness-of-guilt instruction, and the embezzlement conviction. His cumulative-error
    argument is therefore meritless.
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    No. 18-4144, United States v. Snyder
    VI. Conclusion
    For these reasons, we VACATE Snyder’s convictions for willfully failing to pay over taxes
    (Counts 2, 4, 5, 6, and 7) and REMAND for a new trial on those counts. We AFFIRM Snyder’s
    conviction and sentence for embezzling from an employee-benefit plan (Count 8).
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    No. 18-4144, United States v. Snyder
    KAREN NELSON MOORE, Circuit Judge, dissenting. Even if Snyder’s failure to file
    individual income tax returns was not admissible for any legitimate purpose under Federal Rule of
    Evidence 404(b), Snyder’s sentence should not be vacated because the error was harmless.
    Therefore, I dissent.
    Rule 404(b)(1) of the Federal Rules of Evidence forbids the admission of “[e]vidence of a
    crime, wrong, or other act . . . to prove a person’s character in order to show that on a particular
    occasion the person acted in accordance with the character.” Evidence of prior bad acts can be
    admitted, however, if they are offered “for another purpose, such as proving motive, opportunity,
    intent, preparation, plan, knowledge, identity, absence of mistake, or lack of accident.” FED. R.
    EVID. 404(b)(2). In addition, evidence of prior bad acts must pass the test of Rule 403: the
    probative value of evidence cannot be substantially outweighed by the danger of “unfair prejudice,
    confusing the issues, misleading the jury, undue delay, wasting time, or needlessly presenting
    cumulative evidence.” Finally, even if an error was committed, a new trial is warranted only if the
    error was harmful and “it is more probable than not that the error materially affected the verdict.”
    United States v. Mack, 
    729 F.3d 594
    , 603 (6th Cir. 2013) (quoting United States v. Clay, 
    667 F.3d 689
    , 700 (6th Cir. 2012)).
    The issue here concerns two witness statements that alluded to Snyder’s failure to file
    individual income tax returns. Evelyn Terry, an IRS agent who dealt with Attevo, was asked
    during re-direct whether she “consider[ed] the individual [Attevo] officers who [were] involved
    that [were] dealing with [her].” R. 153 (Trial Tr. Vol. 6 at 1255) (Page ID #2882). Eventually,
    the government pointed Ms. Terry to a document and asked her if there were any differences
    between Snyder and Attevo’s CFO, Joseph Burmester; Ms. Terry said “Yeah. Mr. Snyder hadn’t
    filed a 1040 tax return since 2004, and Mr. Burmester was in full compliance with all 1040 filing
    -20-
    No. 18-4144, United States v. Snyder
    requirements.” 
    Id. at 1256
    (Page ID #2883). Snyder did not object to Terry’s testimony. Then,
    six days later during re-direct, the government asked IRS criminal investigator Anthony Pizzola
    whether he had looked at Attevo’s employment tax filings “as early as [he] could.” R. 155 (Trial
    Tr. Vol. 8 at 1604) (Page ID #3231). Pizzola said that he had, and then the government asked him
    if he had “look[ed] at [Snyder’s] income tax activity going back as far as you could?” 
    Id. The defense
    objected to the government’s question, but the district court overruled the objection. 
    Id. Pizzola answered:
    “Yeah. In general, overall, I did. I think through the investigation, the last
    return on file personally for Mr. Snyder, and again, my investigation spanned from 2013 forward,
    the last return filed was 2011 for personal income taxes.” 
    Id. During the
    course of instructions to the jury, the district court gave a limiting instruction
    about Snyder’s failure to comply with other tax obligations:
    You have heard testimony that defendant may have failed to comply with other tax
    obligations. If you find defendant failed to comply with those tax obligations, you
    can consider the evidence only as it relates to the government’s claim on defendant's
    intent, motive, preparation, plan, knowledge, and absence of mistake -- absence of
    mistake in relation to Counts 1 through 7. You must not consider it for any other
    purpose.
    Remember that defendant is only on trial here for the quarters alleged in Counts 1
    through 7, not for the other acts. Do not return a guilty verdict unless the
    government proves the crime charged in the indictment beyond a reasonable doubt.
    R. 156 (Trial Tr. Vol. 9 at 1942) (Page ID #3569). The government relies on this limiting
    instruction to argue that any error the district court may have committed by admitting evidence of
    Snyder’s individual income tax failings was harmless. The problem with this argument is that the
    government said to the jury during its closing argument that Snyder “wasn’t even paying his own
    taxes. He’d done it before, and he was doing it this time.” 
    Id. at 1982
    (Page ID #3609). Less than
    one and a half hours after the district court had instructed the jury to use evidence of prior bad acts
    for permissible purposes only, the government openly invited the jury to use that evidence to make
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    No. 18-4144, United States v. Snyder
    a propensity inference. The government in effect argued to the jury that it should find Snyder
    guilty because of his past bad acts. That argument is exactly what Rule 404 forbids. I agree with
    the majority that the government made this a much more difficult case because of this closing
    argument. I disagree, however, with the majority’s decision to end the harmless-error analysis
    here.
    A new trial is not warranted “if the record evidence of guilt is overwhelming, eliminating
    any fair assurance that the conviction was substantially swayed by the error.” United States v.
    LaVictor, 
    848 F.3d 428
    , 448 (6th Cir. 2017) (quoting United States v. Hardy, 
    643 F.3d 143
    , 153
    (6th Cir 2011)). Here, the evidence of Snyder’s guilt was overwhelming. His argument that he
    had every intention of paying the IRS but was unable—that the IRS was “high on the priority
    list”—was belied by the evidence. Despite its dire financial straits, Attevo managed to pay for its
    company country-club membership. R. 151 (Trial Tr. Vol. 4 at 447) (Page ID #2074). Attevo
    also regularly paid a creditor that had a connection to Snyder: a car dealership Attevo used for
    company rental cars, whose owner was related to Snyder. 
    Id. at 446–47
    (Page ID #2073–74).
    Finally, there was evidence that Snyder was funneling money from Attevo to himself and his
    company, Vista Capital, and to his wife. See, e.g., R. 155 (Trial Tr. Vol. 8 at 1677–79) (Page ID
    #3304–06), R. 153 (Trial Tr. Vol. 6 at 1309–12) (Page ID #2936–39). Company credit-card
    records showed charges from Snyder for things such as family vacations, clothing, pool repairs,
    personal utilities, and groceries. See, e.g., R. 155 (Trial Tr. Vol. 8 at 1664–65) (Page ID #3291–
    92), R. 153 (Trial Tr. Vol. 6 at 1306–07) (Page ID #2933–34). In sum, it was clear from the
    evidence at trial that Snyder was not a businessman trying his best in hard times. The money he
    withheld from the IRS was not being used to keep the company afloat; it was being used to enlarge
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    No. 18-4144, United States v. Snyder
    Snyder’s personal fortune, and dollars not paid to the IRS were dollars free to go into Snyder’s
    pocket.
    Because of the overwhelming evidence of Snyder’s guilt, admission of the two witness
    comments about Snyder’s individual tax situation at most was harmless error, and therefore I
    would not vacate his tax convictions. Nor would I vacate his convictions because of the
    prosecutorial misconduct committed during closing arguments. The government’s statement that
    Snyder had “done it before, and he was doing it this time” amounts to prosecutorial misconduct,
    even absent objection by the defense. R. 156 (Trial Tr. Vol. 9 at 1982) (Page ID #3609). The
    statement was a flagrant invitation to the jury to make a propensity inference; although isolated, it
    was deliberate; it had the power to mislead the jury, despite the district court’s limiting instruction.
    See United States v. Bradley, 
    917 F.3d 493
    , 505 (6th Cir. 2019). Nevertheless, the evidence against
    Snyder was overwhelming, and so reversal for prosecutorial misconduct based on this single
    improper comment is not the appropriate remedy in this case.
    In sum, any errors that may have happened were harmless, and a new trial is not warranted.
    Therefore, I dissent.
    -23-