United States v. Isac Schwarzbaum ( 2022 )


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  • USCA11 Case: 20-12061     Date Filed: 01/25/2022    Page: 1 of 23
    [PUBLISH]
    In the
    United States Court of Appeals
    For the Eleventh Circuit
    ____________________
    No. 20-12061
    ____________________
    UNITED STATES OF AMERICA,
    Defendant-Appellee,
    versus
    ISAC SCHWARZBAUM,
    Plaintiff-Appellant.
    ____________________
    Appeal from the United States District Court
    for the Southern District of Florida
    D.C. Docket No. 9:18-cv-81147-BB
    ____________________
    USCA11 Case: 20-12061        Date Filed: 01/25/2022     Page: 2 of 23
    2                      Opinion of the Court                 20-12061
    Before BRANCH, GRANT, and BRASHER, Circuit Judges.
    BRANCH, Circuit Judge:
    Every year, U.S. citizens with over $10,000 in foreign bank
    accounts must disclose information about those accounts to the
    IRS on a Report of Foreign Bank and Financial Accounts or “FBAR”
    form. For several years in the early 2000s, Isac Schwarzbaum did
    not. After the IRS discovered Schwarzbaum’s omissions, and de-
    termined that he had acted willfully, it imposed several million dol-
    lars in civil penalties, and the government sued to collect.
    In response, Schwarzbaum conceded that he failed to report
    his foreign bank accounts to the IRS, but contested the IRS’s deter-
    mination that his violations were willful and argued for vacatur of
    his civil penalties. After a bench trial, the district court held that
    Schwarzbaum’s violations were reckless, and therefore willful, in
    most of the tax years at issue. But the district court also held that
    the IRS had miscalculated Schwarzbaum’s civil penalties and set
    them aside under the Administrative Procedure Act (APA), Pub. L.
    No. 79–404, 
    60 Stat. 237
    , 
    5 U.S.C. § 551
     et seq. The district court
    then sua sponte calculated and imposed a fresh set of penalties. On
    appeal, Schwarzbaum argues that the district court applied the
    wrong legal standard in evaluating whether he willfully violated
    USCA11 Case: 20-12061          Date Filed: 01/25/2022        Page: 3 of 23
    20-12061                 Opinion of the Court                             3
    the FBAR reporting requirements, and that the new penalties the
    district court imposed were unlawful under the APA. 1
    Starting with Schwarzbaum’s first argument, we conclude
    that the district court applied the correct legal standard in analyzing
    whether Schwarzbaum willfully violated the FBAR reporting re-
    quirements. Willful conduct in the FBAR context includes know-
    ing and reckless conduct. Reckless conduct is action that objec-
    tively entails a high risk of harm, which is the standard the district
    court applied.
    However, turning to Schwarzbaum’s second argument, we
    nevertheless conclude that the civil penalties assessed by the IRS
    were unlawful under the APA and must be recalculated. As the
    district court found, the IRS erred by using the wrong foreign bank
    account balances to calculate Schwarzbaum’s penalties, contraven-
    ing the relevant statute and regulations. At trial, the district court
    further erred by calculating and imposing new penalties instead of
    remanding to the agency, as required by the APA. Even though
    the district court ultimately arrived at the same total penalty
    amount the IRS did originally, the IRS’s original errors were not
    harmless, and, therefore, a remand for recalculation is necessary.
    1Schwarzbaum also argues that his civil penalties were excessive fines under
    the Eighth Amendment. Because we direct a remand for recalculation of
    Schwarzbaum’s penalties, we need not reach this issue.
    USCA11 Case: 20-12061           Date Filed: 01/25/2022   Page: 4 of 23
    4                      Opinion of the Court                  20-12061
    After careful review and with the benefit of oral argument,
    we vacate the district court’s decision and remand with instructions
    to remand Schwarzbaum’s case to the IRS.
    I.     Background
    A. The FBAR’s Statutory and Regulatory Framework
    In the Bank Secrecy Act of 1970, Pub. L. No. 91–508, 
    84 Stat. 1114
    , Congress directed the Secretary of the Treasury to promul-
    gate regulations requiring U.S. citizens and others to report their
    “transaction[s]” and “relationship[s]” with “foreign financial
    agenc[ies]” to the IRS. Bank Secrecy Act §§ 241–42, 84 Stat. at 1124
    (codified as amended at 
    31 U.S.C. § 5314
    ). In response, the Secre-
    tary of the Treasury created the Report of Foreign Bank and Finan-
    cial Accounts form, known as the FBAR. See 
    31 C.F.R. § 1010.350
    (a). Treasury regulations provide that each U.S. citizen
    with interests in or authority over foreign bank accounts with bal-
    ances exceeding $10,000 must file an annual FBAR identifying and
    describing those accounts. See 
    id.
     §§ 1010.306(c), 1010.350(a).
    The IRS may impose civil penalties on persons who fail to
    report their foreign bank accounts as provided by the FBAR statute
    and its implementing regulations. See 
    31 U.S.C. § 5321
    (a)(5)(A)
    (providing that “[t]he Secretary of the Treasury may impose a civil
    money penalty on any person who violates . . . any provision of
    section 5314”); 
    31 C.F.R. § 1010.810
    (g) (delegating to the Commis-
    sioner of Internal Revenue “the authority to: assess and collect civil
    penalties under 31 U.S.C. [§] 5321”). The IRS “may assess a civil
    USCA11 Case: 20-12061          Date Filed: 01/25/2022        Page: 5 of 23
    20-12061                 Opinion of the Court                             5
    [FBAR] penalty . . . at any time before the end of the 6-year period
    beginning on the date of the transaction with respect to which the
    penalty is assessed.” 
    31 U.S.C. § 5321
    (b)(1). The maximum civil
    penalty for a non-willful violation of the FBAR reporting require-
    ments is $10,000. 
    Id.
     § 5321(a)(5)(B)(i). The maximum civil penalty
    for a willful violation is
    the greater of . . . $100,000, or . . . in the case of a vio-
    lation involving a failure to report the existence of an
    account or any identifying information required to be
    provided with respect to an account, [50% of] the bal-
    ance in the account at the time of the violation.
    Id. § 5321(a)(5)(C)(i), (D)(ii).2 For each tax year, covered individu-
    als must file their FBAR forms by June 30 of the following year. See
    
    31 C.F.R. § 1010.306
    (c).
    B. Facts and Procedural History
    Isac Schwarzbaum is a wealthy, naturalized U.S. citizen who
    was born in Germany and has lived intermittently in the United
    States since the 1990s. Beginning in the early 2000s, Schwarzbaum
    held interests in foreign bank accounts in Switzerland and Costa
    Rica. Between 2006 and 2009, Schwarzbaum held interests in
    eleven Swiss accounts and two Costa Rican accounts. As a U.S.
    citizen, Schwarzbaum was, and is, subject to the FBAR reporting
    requirements for foreign bank accounts. See 
    31 U.S.C. § 5314
    (a).
    2The IRS may also impose criminal penalties for violations of the FBAR stat-
    ute and its implementing regulations. See 
    31 U.S.C. § 5322
    .
    USCA11 Case: 20-12061       Date Filed: 01/25/2022    Page: 6 of 23
    6                     Opinion of the Court                20-12061
    Schwarzbaum uses certified public accountants (CPAs) to
    prepare his U.S. tax returns. In the past, some of Schwarzbaum’s
    CPAs advised him that he did not need to report his foreign assets
    to the IRS unless those assets had a “U.S. connection.” This was
    bad advice. The FBAR regulations require U.S. citizens to report
    their foreign accounts with balances exceeding $10,000 to the IRS
    every year, whether or not the accounts have any connection to
    the United States. See 
    31 C.F.R. §§ 1010.306
    (c), 1010.350. None-
    theless, in 2006, Schwarzbaum’s CPA prepared and filed an FBAR
    on his behalf listing only a single Costa Rican bank account.
    In 2007, Schwarzbaum self-prepared and filed his own
    FBAR, which again listed only a single Costa Rican bank account.
    When self-preparing his 2007 FBAR, Schwarzbaum reviewed the
    instructions that accompany the FBAR form, which stated:
    Each United States person, who has a financial inter-
    est in or signature authority, or other authority over
    any financial accounts, including bank, securities, or
    other types of financial accounts in a foreign country,
    if the aggregate value of these financial accounts ex-
    ceeds $10,000 at any time during the calendar year,
    must report that relationship each calendar year by
    filing [an FBAR] with the Department of the Treasury
    on or before June 30, of the succeeding year.
    In 2008, Schwarzbaum did not file an FBAR, and in 2009, he again
    self-prepared and filed his own FBAR, listing only one of his Swiss
    accounts and his two Costa Rican accounts.
    USCA11 Case: 20-12061        Date Filed: 01/25/2022      Page: 7 of 23
    20-12061                Opinion of the Court                         7
    Some time after, Schwarzbaum consulted with U.S. tax
    counsel, who advised him that he had violated the FBAR reporting
    requirements in previous tax years by failing to report many of his
    foreign accounts. In 2011, Schwarzbaum then voluntarily disclosed
    to the IRS the existence and balances of the foreign accounts he had
    previously failed to report. In 2013 and 2014, the IRS investigated
    and proposed civil penalties totaling $13,729,591 against Schwarz-
    baum for willful violations of the FBAR reporting requirements for
    the 2006–2009 tax years.
    In calculating Schwarzbaum’s FBAR penalties, the IRS
    started with the highest annual balances for the foreign accounts
    Schwarzbaum had failed to report to the IRS during the relevant
    tax years. 3 For accounts with balances exceeding $1 million, the
    IRS then divided the balances in half, arriving at the statutory max-
    imum penalties. See 
    31 U.S.C. § 5321
    (a)(5)(C)(i), (D)(ii) (providing
    that the maximum penalty for willful FBAR violations is the greater
    of $100,000 or 50% of “the balance in the account at the time of the
    violation”). For accounts with balances of $1 million or less, the
    IRS calculated a mitigated set of penalties using a computational
    formula set out in the IRS’s internal guidelines, the Internal Reve-
    nue Manual (IRM). The IRS then added up the statutory maximum
    penalties for the $1 million-plus accounts and the mitigated penal-
    ties for the $1 million-or-less accounts, for a total potential penalty
    3Schwarzbaum had previously provided these balances when he voluntarily
    disclosed his foreign accounts to the IRS in 2011.
    USCA11 Case: 20-12061            Date Filed: 01/25/2022        Page: 8 of 23
    8                         Opinion of the Court                      20-12061
    of $35,416,667. Deciding that a $35 million-plus penalty would be
    excessive, the IRS then further mitigated Schwarzbaum’s penalties
    by dropping his 2006, 2007, and 2009 penalties to $0 and dividing
    his 2008 penalties—which totaled $13,729,591—across all four tax
    years, assigning $1,173,778 to tax year 2006 and $4,185,271 each to
    tax years 2007, 2008, and 2009. Schwarzbaum appealed the IRS’s
    proposed penalties to the IRS Appeals Office, which sustained the
    penalties in September 2016. 4
    Schwarzbaum did not pay his FBAR penalties, and in August
    2018, the government filed suit to collect them. In March 2020,
    after conducting a five-day bench trial, the district court issued an
    opinion in which it held that Schwarzbaum willfully violated the
    FBAR reporting requirements in 2007, 2008, and 2009, but not in
    2006. 5 The district court stated that, in the FBAR civil penalty con-
    text, “willful” conduct includes both knowing and reckless viola-
    tions of the reporting requirements, and defined recklessness as
    “conduct violating an objective standard: action entailing an unjus-
    tifiably high risk of harm that is either known or so obvious that it
    4 By statute, the IRS’s assessment of Schwarzbaum’s FBAR penalties was sub-
    ject to a six-year statute of limitations. See 
    31 U.S.C. § 5321
    (b)(1). In 2015,
    however, the parties executed a tolling agreement that extended the time pe-
    riod for the IRS to assess Schwarzbaum’s penalties through December 2016.
    5 At trial, Schwarzbaum did not contest that he violated the FBAR reporting
    requirements for each tax year from 2006 to 2009. He argued only that his
    violations for those years were non-willful and should be subject to the FBAR
    civil penalty statute’s $10,000 maximum penalty for non-willful violations. See
    
    31 U.S.C. § 5321
    (a)(5)(B)(i).
    USCA11 Case: 20-12061        Date Filed: 01/25/2022      Page: 9 of 23
    20-12061                Opinion of the Court                         9
    should be known.” The district court found that Schwarzbaum did
    not knowingly violate the FBAR requirements in any year. How-
    ever, it found that Schwarzbaum recklessly violated the FBAR re-
    quirements in 2007, 2008, and 2009, because, after he read the
    FBAR instructions and self-prepared his own FBAR in 2007,
    Schwarzbaum “was aware, or should have been aware, of a high
    probability of tax liability with respect to his unreported accounts.”
    The district court also concluded that the IRS miscalculated
    Schwarzbaum’s FBAR penalties under the relevant statute and reg-
    ulations, and that the penalties were therefore unlawful under the
    APA. The district court noted that the IRS calculated Schwarz-
    baum’s penalties using the highest annual balances in his foreign
    accounts for each tax year; that the statutory maximum penalty for
    willful FBAR violations is the greater of $100,000 or 50% of “the
    balance in the account at the time of the violation,” 
    31 U.S.C. § 5321
    (a)(5)(C)(i), (D)(ii); and that the annual deadline to file an
    FBAR—i.e., the “time of” an FBAR violation—is June 30. Because
    the IRS did not calculate Schwarzbaum’s FBAR penalties using
    June 30 balances, the district court held that it had “used the incor-
    rect base amounts to calculate [Schwarzbaum’s] FBAR penalties”
    and that the penalties must therefore be set aside under the APA.
    See 
    5 U.S.C. § 706
    (2) (requiring courts to “hold unlawful and set
    aside agency action found to be . . . not in accordance with law”).
    At the end of its opinion, the district court directed the par-
    ties “to submit supplemental briefing with respect to the new pro-
    posed amount of penalties to be assessed against Schwarzbaum for
    USCA11 Case: 20-12061           Date Filed: 01/25/2022       Page: 10 of 23
    10                        Opinion of the Court                     20-12061
    a non-willful FBAR violation in tax year 2006, and willful FBAR
    penalties for tax years 2007, 2008, and 2009.” 6 After receiving the
    parties’ supplemental briefs, the district court then calculated and
    imposed new FBAR penalties against Schwarzbaum of $4,498,486
    for 2007; $4,212,871 for 2008; and $4,196,595 for 2009, for a total
    penalty of $12,907,952. 7 In preparing the new penalties, the district
    court used the June 30 balances for Schwarzbaum’s foreign ac-
    counts from each tax year whenever possible and relied on the
    IRM’s mitigation guidelines for FBAR penalties. The district court
    entered judgment and Schwarzbaum filed a timely notice of ap-
    peal.
    In a motion to alter or amend the judgment, the govern-
    ment then requested that the district court reduce Schwarzbaum’s
    FBAR penalties to $12,555,813, equal to the penalty amount the
    IRS had originally imposed against Schwarzbaum for tax years
    2007–2009. The government stated that “the Court’s calculation
    exceeded the amounts that the [IRS] assessed for those years” and
    that it “d[id] not seek a judgment for more than the amount of the
    [originally] assessed 2007–2009 FBAR penalties.”
    6 The government subsequently informed the district court that it would no
    longer seek penalties against Schwarzbaum for tax year 2006, given the court’s
    determination that Schwarzbaum’s FBAR violations for that year were non-
    willful.
    7In response to an argument Schwarzbaum had asserted at trial, the district
    court also held that the new penalties it had imposed were not excessive fines
    under the Eighth Amendment.
    USCA11 Case: 20-12061       Date Filed: 01/25/2022    Page: 11 of 23
    20-12061               Opinion of the Court                       11
    The district court granted the government’s motion and re-
    duced Schwarzbaum’s penalties to $4,185,271 for each year from
    2007 to 2009, for a total penalty of $12,555,813, before interest and
    late-payment penalties. The district court noted that it had mistak-
    enly thought the new penalties it had calculated and imposed
    against Schwarzbaum for the 2007–2009 tax years were lower than
    the IRS’s original penalties for those years. In fact, once the IRS’s
    penalties for the 2006 tax year were subtracted from the original
    set, the district court’s penalties were higher. The district court
    stated that, by reducing Schwarzbaum’s FBAR penalties, it was not
    reinstating the IRS’s original penalties, which it said would be a
    “misinterpretation” of its order. The district court explained that
    it was reducing Schwarzbaum’s penalties only because the govern-
    ment had made clear that it was not seeking more than the amount
    the IRS had originally assessed.
    The district court entered an amended judgment and
    Schwarzbaum again filed a timely amended notice of appeal.
    II.    Discussion
    Schwarzbaum makes three arguments on appeal. First, that
    the district court applied an incorrect legal standard in determining
    that his FBAR violations were willful. Second, that his FBAR pen-
    alties were miscalculated and, therefore, unlawful under the APA.
    Third, that his FBAR penalties were excessive fines under the
    Eighth Amendment. Schwarzbaum is wrong on the first point but
    right on the second, and, as a result, we do not reach the third.
    USCA11 Case: 20-12061        Date Filed: 01/25/2022     Page: 12 of 23
    12                      Opinion of the Court                 20-12061
    A. Willful FBAR Violations
    Schwarzbaum argues that the district court applied an incor-
    rect legal standard in determining that his FBAR violations were
    willful. We review this issue of law de novo. See U.S. S.E.C. v. Big
    Apple Consulting USA, Inc., 
    783 F.3d 786
    , 795 (11th Cir. 2015).
    When the parties filed their briefs, we had not yet decided
    the legal standard for determining willful FBAR violations. After
    the parties filed their briefs, we squarely addressed this issue in a
    different case, United States v. Rum, 
    995 F.3d 882
     (11th Cir. 2021).
    In Rum, we held that “willful” conduct, in the FBAR civil penalty
    context, includes knowing or reckless conduct. See 
    id.
     at 888–89.
    Relying on the Supreme Court’s decision in Safeco Insurance Com-
    pany of America v. Burr, 
    551 U.S. 47
     (2007), we defined “reckless-
    ness . . . ‘as conduct violating an objective standard: action entail-
    ing an unjustifiably high risk of harm that is either known or so
    obvious that it should be known.’” Id. at 889 (quoting Safeco, 
    551 U.S. at 68
    ); see also Safeco, 
    551 U.S. at 57, 69
     (explaining that civil
    liability statutes usually “cover not only knowing violations of a
    standard, but reckless ones as well,” and that a “high risk of harm,
    objectively assessed,” was “the essence of recklessness at common
    law”).
    At Schwarzbaum’s trial, the district court applied the exact
    standard for willful conduct we later adopted in Rum. It recog-
    nized that willful conduct in the FBAR context includes reckless
    conduct, and, quoting Safeco, used the recklessness standard we
    later adopted in Rum: “conduct violating an objective standard:
    USCA11 Case: 20-12061            Date Filed: 01/25/2022         Page: 13 of 23
    20-12061                   Opinion of the Court                               13
    action entailing an unjustifiably high risk of harm that is either
    known or so obvious that it should be known.” Applying this
    standard, the district court held that, although Schwarzbaum did
    not knowingly violate the FBAR reporting requirements, he acted
    recklessly when he reviewed the FBAR instructions in 2007 and
    then, for the next three years, failed to report the foreign assets
    those instructions directed him to report. 8 Accordingly, the district
    court found that Schwarzbaum “was aware, or should have been
    aware, of a high probability of tax liability with respect to his unre-
    ported accounts,” and that, therefore, his “FBAR violations for tax
    years 2007, 2008, and 2009 were willful.”
    Schwarzbaum asserts that the district court applied a “de
    facto strict liability standard” for willful conduct. It did not. In-
    stead, the district court found that Schwarzbaum violated the
    FBAR requirements recklessly, and as we held in Rum, recklessness
    8 Schwarzbaum argues that the district court’s finding that he recklessly vio-
    lated the FBAR reporting requirements, even though his CPAs had advised
    him in previous years that he need not report accounts lacking a U.S. connec-
    tion, conflicts with United States v. Boyle, 
    469 U.S. 241
     (1985), in which the
    Supreme Court said: “When an accountant or attorney advises a taxpayer on
    a matter of tax law, such as whether a liability exists, it is reasonable for the
    taxpayer to rely on that advice.” 
    Id. at 251
     (emphasis omitted).
    Boyle concerned a different tax statute and did not provide the legal standard
    for willfulness in the FBAR context. Moreover, the Supreme Court’s state-
    ment in Boyle is readily distinguishable. While it may be generally reasonable
    for a taxpayer to rely on professional advice, it is no longer reasonable once
    the taxpayer has realized—as Schwarzbaum should have, once he read the
    FBAR instructions—that he has been receiving bad advice.
    USCA11 Case: 20-12061            Date Filed: 01/25/2022         Page: 14 of 23
    14                         Opinion of the Court                       20-12061
    suffices for a willful FBAR violation. 9 See Rum, 995 F.3d at 888–
    89. Schwarzbaum’s emphasis on the district court’s finding that he
    lacked knowledge of his violations misses the point. See Safeco,
    
    551 U.S. at 59
     (noting that, when “‘willfully’ covers both knowing
    and reckless disregard of the law, knowing violations are sensibly
    understood as a more serious subcategory of willful ones”). Thus,
    the district court applied the correct legal standard in determining
    that Schwarzbaum’s FBAR violations were willful.
    B. Unlawful FBAR Penalties
    Schwarzbaum also argues that his FBAR penalties were un-
    lawful under the APA. When a party challenges agency action un-
    der the APA, we review the district court’s decision de novo and
    the underlying agency action under the standards set out in the
    APA. See Cigar Assoc. of Am. v. U.S. Food & Drug Admin., 
    964 F.3d 56
    , 61 (D.C. Cir. 2020). Under the APA, a “reviewing court
    9 We note that, at argument, Schwarzbaum’s counsel conceded that “the dis-
    trict court already applied the Rum standard” for willful FBAR violations.
    Schwarzbaum’s counsel suggested that the district court may have erred in
    holding that Schwarzbaum’s FBAR violations were willful under that stand-
    ard. But in his briefs, Schwarzbaum argued only that the district court used
    the wrong legal standard for willfulness, disclaiming any challenge to the dis-
    trict court’s “factual findings.” Applying an incorrect standard and applying a
    standard incorrectly are distinct types of error. Schwarzbaum briefed only the
    former issue, so we do not consider the latter. See APA Excelsior III L.P. v.
    Premier Techs., Inc., 
    476 F.3d 1261
    , 1269 (11th Cir. 2007) (“[W]e do not con-
    sider claims not raised in a party’s initial brief and made for the first time at
    oral argument.”).
    USCA11 Case: 20-12061       Date Filed: 01/25/2022     Page: 15 of 23
    20-12061               Opinion of the Court                        15
    shall . . . hold unlawful and set aside agency action” that is “arbi-
    trary, capricious, an abuse of discretion, or otherwise not in accord-
    ance with law.” 
    5 U.S.C. § 706
    (2)(A). In this case, Schwarzbaum
    has asserted that the IRS miscalculated his FBAR penalties under
    the relevant statute and regulations. Accordingly, we review
    whether Schwarzbaum’s FBAR penalties are “not in accordance
    with law.” 
    Id.
    Before considering the legality of the FBAR penalties as-
    sessed by the IRS, due to the district court’s intervening orders, we
    must answer a threshold question: what exactly did the district
    court do below? The parties dispute the legal effect of the order
    and judgment in which the district court imposed FBAR penalties
    against Schwarzbaum amounting to $12,555,813. Schwarzbaum
    asserts that the district court set aside the IRS’s penalties and im-
    posed its own. The government asserts that the district court up-
    held the IRS’s original penalties. In one sense, the parties draw dis-
    tinctions without a difference. Either way, Schwarzbaum’s penal-
    ties are $12,555,813. But how the district court got there matters,
    so we walk through our understanding of what the district court
    did.
    Starting with the agency’s action, the IRS originally sus-
    tained FBAR penalties against Schwarzbaum of $4,185,271 each for
    2007, 2008, and 2009, plus a $1 million-plus penalty for 2006, for a
    total penalty of $13,729,591. At trial, the district court found that
    Schwarzbaum’s FBAR violations were willful in the 2007–2009 tax
    years, but also found that the IRS had not calculated
    USCA11 Case: 20-12061       Date Filed: 01/25/2022     Page: 16 of 23
    16                     Opinion of the Court                 20-12061
    Schwarzbaum’s penalties lawfully. Consulting the record afresh,
    the district court calculated and imposed new FBAR penalties
    against Schwarzbaum totaling $12,907,952. Then, on the govern-
    ment’s motion, the district court reduced Schwarzbaum’s penalties
    to $4,185,271 for each year from 2007 to 2009—identical to the pen-
    alties the IRS had originally imposed for those years—for a total
    penalty of $12,555,813.
    The government argues that, when the district court re-
    duced the new penalties it had imposed against Schwarzbaum, it
    thereby reimposed and upheld the IRS’s original penalties. But in
    its orders below, the district court described its own actions differ-
    ently. The district court explained that it was reducing the penal-
    ties the district court had imposed, and only “because the USA
    [was] seeking a smaller penalty than the Court assessed.” It ex-
    pressly rejected the characterization that it was “reinstat[ing] the
    IRS’s original penalty assessment,” which it said was a “misinter-
    pretation” of its actions. We take the district court at its word. And
    when it calculated and imposed new FBAR penalties against
    Schwarzbaum, the district court undoubtedly overstepped its role.
    When a party challenges agency action under the APA, “the
    district court does not perform its normal role but instead sits as an
    appellate tribunal.” Cnty. of L.A. v. Shalala, 
    192 F.3d 1005
    , 1011
    (D.C. Cir. 1999) (quotation omitted). And when an agency action
    is unlawful, the APA directs a reviewing court to “hold [it] unlawful
    and set [it] aside.” 
    5 U.S.C. § 706
    (2). The APA does not, however,
    direct the court to do the agency’s job for it. The court “must judge
    USCA11 Case: 20-12061       Date Filed: 01/25/2022    Page: 17 of 23
    20-12061               Opinion of the Court                       17
    the propriety of [the agency’s] action solely by the grounds invoked
    by the agency. If those grounds are inadequate or improper, the
    court is powerless to affirm the administrative action by substitut-
    ing what it considers to be a more adequate or proper basis.” SEC
    v. Chenery Corp. (II), 
    332 U.S. 194
    , 196 (1947); see also Citizens to
    Preserve Overton Park, Inc. v. Volpe, 
    401 U.S. 402
    , 416 (1971)
    (“The court is not empowered to substitute its judgment for that
    of the agency.”).
    The district court lacked the power to recalculate Schwarz-
    baum’s FBAR penalties. Nonetheless, finding that the IRS had mis-
    calculated, the district court prepared new penalties from scratch,
    substituting its judgment for the agency’s. Courts do not have
    “original calculation” jurisdiction over FBAR penalties. That
    power belongs to the IRS. See 
    31 C.F.R. § 1010.810
    (g) (delegating
    to the Commissioner of Internal Revenue “the authority to: assess
    and collect civil penalties under 31 U.S.C. [§] 5321”); see also Vi-
    diksis v. EPA, 
    612 F.3d 1150
    , 1154 (11th Cir. 2010) (“Regarding a
    penalty assessment, an agency’s determination is considered to be
    particularly within the agency’s competence.”). By replacing the
    IRS’s penalty calculations with its own, the district court invaded
    the agency’s turf. See SEC v. Chenery Corp. (I), 
    318 U.S. 80
    , 88
    (1943) (“An appellate court cannot intrude upon the domain which
    Congress has exclusively entrusted to an administrative agency.”).
    Given the agency’s error, the district court should have re-
    manded Schwarzbaum’s FBAR penalties to the IRS for recalcula-
    tion. “Remand is the appropriate remedy when an administrative
    USCA11 Case: 20-12061            Date Filed: 01/25/2022          Page: 18 of 23
    18                         Opinion of the Court                        20-12061
    agency makes an error of law, for it affords the agency an oppor-
    tunity to receive and examine the evidence in light of the correct
    legal principle.” Zhou Hua Zhu v. U.S. Att’y Gen., 
    703 F.3d 1303
    ,
    1315 (11th Cir. 2013) (quotation omitted). And, as the district court
    correctly found, the IRS’s original penalties were not in accordance
    with law. The statutory maximum penalty for a willful FBAR vio-
    lation is the greater of $100,000 or 50% of “the balance in the ac-
    count at the time of the violation.” 
    31 U.S.C. § 5321
    (a)(5)(C)(i),
    (D)(ii). The “time of [an FBAR] violation” is June 30, the annual
    FBAR filing deadline. See 
    31 C.F.R. § 1010.306
    (c). Indeed, the gov-
    ernment concedes that the IRS mistakenly calculated Schwarz-
    baum’s statutory maximum penalties using his foreign accounts’
    highest annual balances rather than their June 30 balances. Because
    the IRS miscalculated Schwarzbaum’s penalties, a remand is in or-
    der to allow the IRS to fix the mistake. 10 See Fla. Dep’t of Lab. and
    10The government asserts that Schwarzbaum did not timely argue for a re-
    mand to the IRS in the district court and thereby forfeited the issue. It appears
    Schwarzbaum first raised the agency remand issue quite late in the district
    court proceedings, in a post-trial brief. The district court declined to consider
    the issue “at th[at] late stage.”
    “It is well-settled that we will generally refuse to consider arguments raised
    for the first time on appeal.” Ramirez v. Sec’y, U.S. Dep’t of Transp., 
    686 F.3d 1239
    , 1249 (11th Cir. 2012). But “[t]his principle is . . . merely a rule of prac-
    tice,” and the decision whether to consider an issue that was forfeited below
    is “left primarily to [our] discretion.” Dean Witter Reynolds, Inc. v. Fernan-
    dez, 
    741 F.2d 355
    , 360 (11th Cir. 1984) (quotation omitted). We need not de-
    cide whether Schwarzbaum forfeited the agency remand issue below. Even if
    he did, we would exercise our ample discretion to consider the issue, because
    remand to the IRS is obviously the right outcome. See 
    id. at 361
     (“[A] federal
    USCA11 Case: 20-12061            Date Filed: 01/25/2022         Page: 19 of 23
    20-12061                   Opinion of the Court                               19
    Emp. Sec. v. U.S. Dep’t of Lab., 
    893 F.2d 1319
    , 1322 (11th Cir. 1990)
    (“If the agency has misapplied the law, its order cannot stand . . . .
    Instead, the case must be remanded to the agency to make a new
    determination.”).
    The government argues that remand is unnecessary because
    the IRS’s original calculation errors were harmless and the district
    court ultimately imposed penalties identical to the agency’s. In re-
    viewing agency action under the APA, we take “due account . . . of
    the rule of prejudicial error.” 
    5 U.S.C. § 706
    ; see also Nat’l Ass’n of
    Home Builders v. Defs. of Wildlife, 
    551 U.S. 644
    , 659–60 (2007) (de-
    scribing this as an “administrative law . . . harmless error rule”
    (quotation omitted)). “An agency decision is harmless ‘when a mis-
    take of the administrative body is one that clearly had no bearing
    on the procedure used or the substance of decision reached.’” An-
    imal Legal Def. Fund v. U.S. Dep’t of Agric., 
    789 F.3d 1206
    , 1224
    n.13 (11th Cir. 2015) (quoting U.S. Steel Corp. v. EPA, 
    595 F.2d 207
    ,
    215 (5th Cir. 1979)). “Absence of . . . prejudice [to the citizen] must
    appellate court is justified in resolving an issue not passed on below where the
    proper resolution is beyond any doubt.” (quotation omitted and alteration
    adopted)); Blue Martini Kendall, LLC v. Miami Dade Cnty., 
    816 F.3d 1343
    ,
    1350 (11th Cir. 2016) (exercising discretion to consider an issue not raised in
    the district court where “the proper resolution of th[e] matter [was] as clear as
    a bell to us”).
    USCA11 Case: 20-12061           Date Filed: 01/25/2022       Page: 20 of 23
    20                        Opinion of the Court                     20-12061
    be clear for harmless error to be applicable.” U.S. Steel, 
    595 F.2d at 215
    . 11
    To understand whether the IRS’s error was harmless, we
    must understand precisely how the IRS erred. The IRS calculated
    Schwarzbaum’s FBAR penalties in three steps. First, it collected
    the highest annual balances for the foreign accounts Schwarzbaum
    had failed to report. Then, using a formula set out in the IRS’s in-
    ternal guidelines manual, it calculated the statutory maximum pen-
    alties for the accounts with balances greater than $1 million—by
    dividing the balances in half—and calculated a mitigated set of pen-
    alties for the lower-balance accounts. Finally, it further mitigated
    Schwarzbaum’s penalties by dropping his 2006, 2007, and 2009 pen-
    alties altogether and dividing his 2008 penalties across all years.
    In calculating Schwarzbaum’s FBAR penalties, the IRS took
    a wrong fork in the road by starting with the wrong numbers. Re-
    call that, for each tax year and for each account, the statutory max-
    imum penalty for a willful FBAR violation is the greater of $100,000
    or 50% of the account’s June 30 balance. See 
    31 U.S.C. § 5321
    (a)(5)(C)(i), (D)(ii); 
    31 C.F.R. § 1010.306
    (c). By using the
    wrong account balances, the IRS calculated the wrong statutory
    maximums for Schwarzbaum’s penalties, and from there,
    11 In Bonner v. City
    of Prichard, 
    661 F.2d 1206
    , 1207 (11th Cir. 1981) (en banc),
    we adopted as binding precedent all decisions of the former Fifth Circuit
    handed down prior to October 1, 1981.
    USCA11 Case: 20-12061         Date Filed: 01/25/2022       Page: 21 of 23
    20-12061                 Opinion of the Court                           21
    mitigated the penalties across the board. The IRS’s error, it ap-
    pears, flowed through its calculations from beginning to end.
    Thus, we cannot say that the IRS’s error was harmless. On
    remand, if the IRS calculates Schwarzbaum’s penalties using his ac-
    counts’ June 30 balances rather than their highest annual balances,
    the statutory maximum penalties could very well be lower. If the
    IRS chooses to mitigate Schwarzbaum’s penalties, as it did origi-
    nally, the mitigated penalties could be lower too. 12 That is not to
    say the penalties will be lower. We do not presume to guess what
    the IRS will do. But the fact that the IRS may reach a different
    result when it recalculates Schwarzbaum’s penalties in accordance
    with the FBAR civil penalty statute and regulations is enough to
    justify remand. See U.S. Steel, 
    595 F.2d at 215
     (declining to find
    that agency error was harmless where “the Agency’s error plainly
    affected the procedure used, and we [could not] assume that there
    was no prejudice to petitioners”). Schwarzbaum has met his bur-
    den to show that the IRS’s error in calculating his civil penalties was
    not harmless.
    Finally, Schwarzbaum argues that remand to the IRS is un-
    necessary—and that we should instead direct a judgment in his fa-
    vor—because the IRS would be time-barred on remand from recal-
    culating his FBAR penalties. Ordinarily, “[i]f [an] agency has
    12Tellingly, the government’s counsel conceded as much at argument, taking
    the view that the IRS “could do anything [from] $0 to the statutory maximum
    on a remand.”
    USCA11 Case: 20-12061             Date Filed: 01/25/2022           Page: 22 of 23
    22                          Opinion of the Court                         20-12061
    misapplied the law . . . the case must be remanded to the agency to
    make a new determination.” Fla. Dep’t of Lab., 
    893 F.2d at
    1322
    (citing Chenery I, 
    318 U.S. at 94
    ). But “the rule in Chenery does
    not require courts to remand in futility.” Ridgewood Health Care
    Ctr., Inc. v. NLRB, 
    8 F.4th 1263
    , 1276 (11th Cir. 2021) (quotation
    omitted and alterations adopted). “Remand is futile when only one
    conclusion would be supportable.” 
    Id.
     (quotation omitted and al-
    teration adopted).
    Schwarzbaum has not established that remand for the IRS’s
    recalculation of his penalties would be futile. He cites the FBAR
    civil penalty statute’s six-year statute of limitations for assessing
    penalties. See 
    31 U.S.C. § 5321
    (b)(1) (providing that “[t]he Secre-
    tary of the Treasury may assess a civil [FBAR] penalty . . . at any
    time before the end of the 6-year period beginning on the date of
    the transaction with respect to which the penalty is assessed”). But
    he cites no authority standing for the proposition that, on remand
    from judicial review under the APA, an agency could be time-
    barred from re-evaluating its original actions. We are aware of
    none. There is no dispute that the IRS timely assessed Schwarz-
    baum’s original FBAR penalties. 13 The remand we now direct is
    13By contrast, in Brafman v. United States, 
    384 F.2d 863
     (5th Cir. 1967)—the
    principal case Schwarzbaum relies on in support of his time-bar argument—
    the former Fifth Circuit held that a tax collection action must be dismissed
    because, in its initial assessment of an estate tax, the IRS failed to assess the tax
    within the statutory time period. See 
    id.
     at 864–68. Brafman did not address
    when, if ever, an agency would be time-barred on remand from re-evaluating
    agency action that was timely in the first instance.
    USCA11 Case: 20-12061       Date Filed: 01/25/2022    Page: 23 of 23
    20-12061               Opinion of the Court                       23
    not for the IRS to issue new penalties, but for it to recalculate the
    penalties it has already assessed.
    III.   Conclusion
    We VACATE the district court’s amended judgment and
    REMAND with instructions to remand to the IRS for recalculation
    of Schwarzbaum’s FBAR penalties.