United States v. Adam Lacerda ( 2020 )


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  •                            PRECEDENTIAL
    UNITED STATES COURT OF APPEALS
    FOR THE THIRD CIRCUIT
    ________________
    No. 15-2812
    ________________
    UNITED STATES OF AMERICA
    v.
    ADAM LACERDA a/k/a Robert Klein,
    Appellant
    ________________
    No. 15-4023
    ________________
    UNITED STATES OF AMERICA
    v.
    GENEVIEVE MANZONI,
    Appellant
    ________________
    No. 16-2220
    ________________
    UNITED STATES OF AMERICA
    v.
    IAN RESNICK,
    Appellant
    ________________
    On Appeal from the United States District Court
    for the District of New Jersey
    (D.N.J. Nos. 1-12-cr-00303-001, 1-12-cr-00303-010, and
    1-12-cr-00303-003)
    District Judge: Honorable Noel L. Hillman
    ________________
    Submitted Under Third Circuit L.A.R. 34.1(a)
    March 11, 2019
    Before: McKEE, PORTER, and ROTH, Circuit Judges
    (Filed: May 5, 2020)
    ________________
    Mark E. Cedrone
    Jesse D. Abrams-Morley
    Aubrey C. Emrich
    CEDRONE & MANCANO, LLC
    123 South Broad Street, Suite 810
    Philadelphia, PA 19109
    Counsel for Appellant Adam Lacerda
    Robert L. Tarver, Jr.
    LAW OFFICES OF ROBERT L. TARVER, JR.
    66 South Main Street
    Toms River, NJ 08757
    Counsel for Appellant Genevieve Manzoni
    Michael E. Riley
    LAW OFFICES OF RILEY AND RILEY
    2 Eves Drive, Suite 109
    Marlton, NJ 08053
    Counsel for Appellant Ian Resnick
    Craig C. Carpenito
    Mark E. Coyne
    Deborah Prisinzano Mikkelsen
    Office of United States Attorney
    970 Broad Street, Room 700
    Newark, NJ 07102
    Counsel for Appellee
    2
    ________________
    OPINION OF THE COURT
    ________________
    PORTER, Circuit Judge.
    The Vacation Ownership Group (“VOG”) billed itself
    as a sort of advocacy group helping victims of timeshare fraud
    get out of their timeshare debts. After a lengthy and complex
    trial, a jury determined that VOG had in fact defrauded its
    customers, and that Adam Lacerda, Ian Resnick, and
    Genevieve Manzoni were each knowing participants in that
    fraud. In this consolidated appeal, they now challenge their
    judgments of conviction, raising several claims of error. For
    the reasons discussed below, we will affirm their respective
    convictions and sentences.
    I.     Background
    A.     VOG’s Fraudulent Activity
    A timeshare is a form of shared property ownership in
    which multiple people own the rights to use a specific vacation
    or resort property. These properties are often units in a resort
    condominium, in which each timeshare owner has an allotted
    period of time to use the property. When one buys a timeshare,
    he typically makes a down payment on the property and
    finances the balance of the purchase price. These loans are
    commonly referred to as “mortgages” in the timeshare
    industry. In addition to these upfront costs, timeshare owners
    are also required to pay annual maintenance fees. It is not
    unusual for timeshare owners to fall prey to high-pressure sales
    tactics and commit to spending more money than they can
    comfortably afford. Later, they may seek to settle these debts
    or cancel their timeshares.
    In 2009, while working for Wyndham Vacation Resorts,
    Inc. (a timeshare sales company), Adam Lacerda and his wife,
    Ashley Lacerda, founded VOG. VOG marketed itself as a
    timeshare consulting company and claimed that it could help
    customers cancel, purchase, or upgrade their timeshares.
    3
    Lacerda was the president and chief executive officer of VOG,
    and his wife was the chief operating officer. Together, they
    exclusively controlled VOG’s bank accounts and post office
    box.
    Lacerda created phone scripts for VOG’s sales
    representatives to use when speaking with timeshare owners.
    One of these scripts was VOG’s “bank settlement” pitch. This
    sales pitch was riddled with misrepresentations. Following this
    script, the VOG representatives used personal information
    compiled by VOG in “customer lead sheets” to make
    unsolicited calls to unsuspecting timeshare owners. The
    representatives said they were calling on behalf of a property
    owners’ association to follow up on the owner’s recent
    complaints. This was not true. The representatives also claimed
    they were working with the bank that held the loan for the
    owner’s timeshare mortgage. This was also not true. They then
    promised to review the owner’s account—which they could
    not do because they had no access to that account—and then to
    call the owner back.
    During a follow-up call, VOG representatives offered to
    settle the timeshare owner’s debt at a fraction of the remaining
    balance, for a negotiated fee. Later, during a closing call, the
    representatives had the timeshare owner electronically sign
    VOG’s contract and pay its fee. The representatives then
    promised that the “mortgage would be paid off in full” and the
    timeshare owner would receive a “deed free and clear.” But
    none of that happened. Instead, VOG just pocketed the money.
    Lacerda also trained his VOG employees to use a
    fraudulent phone script for a timeshare “cancellation” sales
    pitch. Again, VOG representatives made unsolicited calls to
    timeshare owners and falsely told them that VOG had received
    their complaints, that VOG would do all the necessary work to
    cancel the owners’ timeshares, and that cancellation would not
    damage the customers’ credit ratings.
    But VOG did not work to cancel the owners’
    timeshares. Instead, after receiving the timeshare owners’
    money, VOG sent them an eight-step process for cancelling the
    timeshares themselves and told them to stop making their loan
    payments. Eventually the timeshare owners received default
    4
    notices from the timeshare developers. When the owners
    complained to VOG, VOG instructed them to allow the
    developers to foreclose. Typically, this would lead to a
    nonjudicial foreclosure proceeding, which is common in the
    industry. This proceeding, Lacerda knew, would result in the
    cancellation of the owners’ timeshare debt, but at the cost of
    the timeshare deed, any equity the owners had, and, of course,
    the owners’ credit ratings.
    VOG employed additional misrepresentations: Lacerda
    impersonated bank officials on calls, altering his voice and
    using a spoofing device to alter his phone number. And VOG’s
    website falsely displayed the Better Business Bureau seal,
    advertising itself as an A+ rated business, and claimed to be a
    member of the American Resort Development Association.
    Not even the names used at VOG were true. Under
    Lacerda’s direction, VOG representatives used false names
    while interacting with potential customers. These false names
    allowed Lacerda and other former Wyndham employees to
    violate their non-compete agreements and hide their identity
    from former clients at Wyndham. This was important because
    VOG’s customer lead sheets were comprised almost
    exclusively of Wyndham timeshare owners.
    While employed by Wyndham, Ian Resnick sent
    customer lead sheets to VOG and received a kickback for every
    resulting sale. In August 2010, Resnick left Wyndham to join
    VOG full time. Using the bank settlement and timeshare
    cancellation scripts, Resnick defrauded several customers.
    Recognizing Resnick’s talents, Lacerda promoted him to
    Senior Contract Analyst.
    Genevieve Manzoni, another Wyndham-alumna, joined
    VOG in October 2010. As a VOG representative, Manzoni
    showed great initiative, inventing her own “settlement”
    numbers on the fly. She, too, assumed a management role,
    overseeing other VOG sales representatives.
    In November 2010, the FBI raided VOG’s offices and
    the Lacerdas’ home. Several VOG representatives left the
    company following the raid, including Resnick. So Lacerda
    convened an office-wide meeting where his lawyers, including
    5
    Marc Neff, assured VOG staff that everything was okay. They
    told the employees that only Lacerda was under investigation,
    and that Neff had reviewed the sales scripts and verified that
    everything was legal. VOG abandoned the bank settlement
    pitch and revised the timeshare cancellation pitch to remove
    any references to working with the banks, while leaving many
    other misrepresentations in place. With these assurances and
    changes, many of VOG’s representatives, including Resnick,
    returned and VOG resumed and expanded its operations.
    Resnick continued receiving promotions, working as
    VOG’s Director of Training, then Director of Training and
    Compliance, and then Vice President of Sales and Compliance.
    While receiving compensation at VOG, Resnick and Manzoni
    also obtained unemployment benefits from New Jersey.
    B.     Trial of VOG Defendants
    In April 2012, Lacerda, Resnick, Manzoni, and several
    other VOG employees were arrested after being charged with
    various counts of mail and wire fraud. VOG then changed its
    name to VO Financial and continued operations, still using the
    same misrepresentation-riddled sales pitches. Later, a
    superseding indictment was filed charging Lacerda, Resnick,
    Manzoni, and fifteen other VOG employees with conspiracy to
    commit mail and wire fraud. Lacerda was also charged with
    nine counts of mail fraud and three counts of wire fraud arising
    from his VOG scheme, and a final count of mail fraud for
    wrongfully receiving unemployment benefits while he was
    employed and receiving compensation at VOG. 1 Resnick was
    charged with two counts of mail fraud and three of wire fraud
    for his work at VOG, and another count of mail fraud for his
    unemployment fraud. And Manzoni was charged with one
    count of wire fraud for her work at VOG and a separate count
    of wire fraud for, allegedly, wrongfully receiving
    unemployment benefits. Other VOG employees received
    similar charges.
    1
    Lacerda, together with his wife, was also charged with
    conspiracy to commit money laundering and four counts of
    money laundering, but these were dismissed by order of the
    District Court as a matter of law.
    6
    Most of the VOG defendants negotiated plea
    agreements with the government. But five defendants—Adam
    and Ashley Lacerda, Resnick, Manzoni, and Joseph DiVenti—
    took their cases to trial. Relevant to this appeal, about four and
    a half months before trial, the District Court disqualified
    Lacerda’s then-attorney, Neff, as a potential witness and
    denied replacement counsel’s requested continuance. It also
    denied Manzoni’s motion to sever her VOG-related fraud
    charges from her unemployment-related fraud charges.
    The government’s first witness at trial was FBI Special
    Agent John Mesisca, an experienced agent in wire and mail
    fraud investigations and the lead investigator in the case.
    Mesisca was allowed, over appellants’ objections, to provide
    an extensive overview of his investigation. During trial, again
    over appellants’ objections, the District Court also excluded
    certain hearsay evidence and allowed other evidence for
    impeachment purposes.
    The jury returned guilty verdicts on all counts related to
    Lacerda. The District Court sentenced him to 324 months
    imprisonment with three years of supervised release, and it
    ordered him to pay restitution of $2,679,656.09. The jury also
    found Resnick guilty on all counts related to him. The District
    Court sentenced him to 216 months imprisonment with three
    years of supervised release and ordered him to pay restitution
    of $2,735,142.99. While the jury found Manzoni guilty of both
    the conspiracy charge and wire fraud in relation to her work at
    VOG, it acquitted her on the charge of unemployment fraud.
    The District Court entered judgment against Manzoni on the
    conspiracy and mail fraud charges, sentenced her to 42 months
    imprisonment with three years of supervised release, and
    ordered her to pay restitution of $105,422.2 The District Court
    also ordered the forfeiture of all of VOG’s gross proceeds.
    This appeal follows. The District Court had jurisdiction
    over the several crimes charged in this case under 18 U.S.C.
    § 3231. We have jurisdiction over appeals from final
    judgments and orders under 28 U.S.C. § 1291.
    2
    The jury also found Ashley Lacerda guilty on all
    remaining counts but acquitted Joseph DiVenti.
    7
    II.    Overview Testimony
    A.     Proper Overview Testimony Is Admissible
    Special Agent Mesisca’s testimony, including both
    cross and redirect examination, would extend into the third day
    of trial. On appeal, Lacerda, Resnick, and Manzoni each take
    issue with Mesisca’s testimony, arguing that it constituted
    impermissible overview testimony. We have never addressed
    the permissible scope and limits of overview testimony in a
    precedential opinion.
    Our sister circuits, however, have reviewed overview
    testimony. They have analogized it to summary testimony. See,
    e.g., United States v. Moore, 
    651 F.3d 30
    , 55–56 (D.C. Cir.
    2011). The main difference between summary and overview
    testimony is that summary testimony comes at the end of trial
    and overview at the beginning, but both try to connect the dots
    and convey the big picture to the jury in complex prosecutions.
    United States v. Banks, 
    884 F.3d 998
    , 1023 (10th Cir. 2018).
    Summary evidence may be safer because the evidence
    that the officer is connecting has already been heard by the
    jury. See 
    Moore, 651 F.3d at 56
    (citing United States v. Lemire,
    
    720 F.2d 1327
    , 1349, n.33 (D.C. Cir. 1983)). Because
    witnesses can change their stories and objections may be
    sustained, some of the testimony relied on during the initial
    overview may never materialize at trial. United States v. Casas,
    
    356 F.3d 104
    , 119–20 (1st Cir. 2004).
    Vouching is also a problem with overview testimony.
    See 
    Moore, 651 F.3d at 56
    –57. Under Federal Rule of Evidence
    608(a), a party can only bolster the credibility of a witness after
    that witness’s credibility has been attacked. Because overview
    testimony is the first testimony offered, no witness’s credibility
    has yet been attacked. Vouching for a witness who has not yet
    testified would, therefore, be inappropriate.
    Another serious problem with overview testimony is
    that it sometimes relies on anticipated witnesses. Thus, it may
    violate confrontation rights. Testimonial statements cannot be
    offered against a defendant without the opportunity for cross
    examination. Crawford v. Washington, 
    541 U.S. 36
    (2004). If
    overview testimony previews the answers of an anticipated
    8
    witness, such a violation is not easily cured if the expected
    witness later fails to testify.
    The D.C. Circuit has explained:
    Because a witness presenting an overview of the
    government’s case-in-chief runs the serious risk
    of permitting the government to impermissibly
    “paint a picture of guilt before the evidence has
    been introduced,” and may never be introduced,
    we join the circuits that have addressed the issue
    in condemning the practice.
    
    Moore, 651 F.3d at 60
    (citations omitted).
    The D.C. Circuit concluded that the government could
    call as its first witness a law enforcement officer, who is either
    familiar with the investigation or was personally involved, to
    explain how the investigation began, what law enforcement
    entities were involved, and what techniques were used.
    Id. at 60–61.
    However, the overview witness could not opine on the
    ultimate issues of guilt, anticipate evidence that the
    government hoped to introduce, or express an opinion about
    the strength of that evidence or the credibility of any potential
    witnesses.
    Id. at 61;
    see also United States v. Rosado-Perez,
    
    605 F.3d 48
    , 55 (1st Cir. 2010) (cautioning, before government
    has presented supporting evidence, against presenting an
    overview of criminal investigation in which witness did not
    participate); United States v. Brooks, 
    736 F.3d 921
    , 930 (10th
    Cir. 2013) (allowing overview based on personal knowledge,
    not on hearsay nor on an opinion of defendant’s guilt); but see
    United States v. Khan, 
    794 F.3d 1288
    , 1300 (11th Cir. 2015)
    (overview proper where officer had personal knowledge of
    evidence due to officer’s role as lead investigator and his
    review of evidence).
    We join our sister circuits and now hold that overview
    testimony that opines on ultimate issues of guilt, makes
    assertions of fact outside of the officer’s personal knowledge,
    or delves into aspects of the investigation in which he did not
    participate is inadmissible. But an officer who is familiar with
    an investigation or was personally involved may tell the story
    of that investigation—how the investigation began, who was
    9
    involved, and what techniques were used. In addition, with
    proper foundation, he may offer lay opinion testimony and
    testify about matters within his personal knowledge.
    B.     Summary of Special Agent Mesisca’s
    Overview Testimony
    Having determined the applicable rule, we now return
    to the appellants’ objections to Special Agent Mesisca’s
    overview testimony. Evidentiary objections are generally
    reviewed for an abuse of discretion. United States v. Georgiou,
    
    777 F.3d 125
    , 143 (3d Cir. 2015). This standard applies to the
    admission of overview testimony. See 
    Rosado-Perez, 605 F.3d at 54
    (citing Hall, 
    434 F.3d 42
    , 56–57 (1st Cir. 2006)).
    However, although district courts are “ordinarily afforded
    broad discretion to determine the manner in which evidence
    will be received,” in light of the pervasive risks of unfair
    prejudice, overview testimony requires closer review. 
    Moore, 651 F.3d at 58
    . Nevertheless, even if we find error in the
    admission of overview testimony, we can still affirm if the
    error was harmless. 
    Rosado-Perez, 605 F.3d at 54
    .
    Applying our holding here, the District Court did not
    commit reversible error in admitting Mesisca’s testimony.
    Mesisca testified about his background, experience, and
    qualifications as the lead investigator in this case. He explained
    that the FBI had received a complaint about VOG from a
    timeshare developer, Flagship. Following a meeting with
    representatives of that company, Mesisca opened an
    investigation into VOG. He explained how he had subpoenaed
    VOG’s bank records and explained why certain checks were
    significant to his investigation.
    Mesisca interviewed potential victims, including people
    identified by Flagship and others whose names appeared on the
    checks. He also interviewed former VOG employees and
    conducted several undercover phone calls to obtain evidence
    from VOG. With this evidence, he applied for and obtained
    search warrants for VOG’s headquarters and the Lacerdas’
    personal residence.
    The evidence, collected from Mesisca’s search,
    included purchase agreements, settlement and cancelation
    10
    contracts, emails and complaints from concerned victims,
    customer lead sheets, client information forms, and phone
    scripts used at VOG. His testimony provided the foundation
    for admitting this evidence as exhibits, and then, as with the
    bank records, he explained why the evidence was significant to
    his investigation.
    Mesisca testified that both Lacerda and his wife had
    control of VOG’s account. While the account received many
    deposits, no money from the account was used to pay off any
    timeshare debts. Instead, the Lacerdas used the money to buy
    a dog, a swimming pool, and similar things.
    Mesisca learned that some former Wyndham customers
    may have been victimized by VOG. One victim had received a
    phone call from “Robert Klein” representing VOG. Mesisca
    subpoenaed the caller’s phone records and discovered that the
    phone number was used by VOG, after incoming calls were
    forwarded to a local number in New Jersey. He also learned
    that “Robert Klein” was an alias for Lacerda.
    At the trial, Mesisca discussed the evidence he obtained
    through execution of the search warrant at VOG’s
    headquarters, laying the foundation for the admission of
    exhibits and explaining their importance to the investigation.
    He further explained the sales pitches used by VOG, based on
    the notes, emails, and phone scripts found at the office during
    the search, and illustrated many of the misrepresentations VOG
    representatives had made to victims.
    Mesisca obtained press releases issued by VOG and
    visited its website to collect more information and evidence.
    His testimony provided the foundation to enter this evidence as
    exhibits at trial. He also explained that, during his
    investigation, he met with informants who shared with him a
    video recording of a VOG employee training session. His
    testimony provided the foundation for entering this video
    recording into evidence. He was able to show, from his
    investigation, that Manzoni was working at and receiving
    income from VOG in October 2010, and Resnick was
    receiving income from VOG while collecting unemployment
    benefits in September and October 2010.
    11
    During the execution of the search warrant, Mesisca
    interviewed Lacerda. Lacerda advised him that he was the
    president and CEO of VOG and, contrary to the company’s
    sales pitches, that VOG was not associated with any bank, that
    it had no ability to pay off anyone’s mortgage or loan, and that
    it did not settle anyone’s debts. Lacerda acknowledged that his
    sales force used aliases but claimed that was only to induce
    outsiders to believe VOG was larger than it really was. Lacerda
    admitted that he used the VOG business account for personal
    expenses but claimed that he took only about $30,000.
    Mesisca’s investigation, showed that number was closer to
    $600,000. Lacerda admitted receiving unemployment benefits
    but claimed he had repaid those. Finally, Mesisca noted that, at
    the end of the interview, Lacerda refused to sign a statement
    that he had been truthful during the interview.
    Mesisca also interviewed Resnick who recounted that
    he worked as VOG’s premier closer: when other employees
    failed to complete a deal with a client, the information was sent
    to him to close it. A couple of weeks later, Mesisca again met
    with Resnick. During that second interview, Resnick
    acknowledged that he, too, had been a former Wyndham
    employee and that he took internal lead sheets from Wyndham
    and used them at VOG to call potential clients. Resnick
    admitted that he had collected unemployment benefits while
    working at VOG but claimed that he planned to repay the
    money.
    Mesisca interviewed Manzoni on three occasions. She
    admitted that VOG representatives told potential clients that
    the representatives worked with banks—it was part of the
    script they followed. During her August interview, she told
    Mesisca that, disillusioned with VOG, she had quit.
    We have set out Mesisca’s direct examination testimony
    to show that it was proper overview. It was limited to an
    account of his investigation, his personal observations, and his
    beliefs of what the evidence showed based on what he saw and
    heard and did. Also important is the testimony Mesisca did not
    offer. Because he was not directly involved in the execution of
    the warrant at the Lacerdas’ home, Mesisca did not tell the jury
    about that portion of the investigation. He only provided the
    foundation to admit evidence found at the Lacerdas’ house that
    12
    he had personally reviewed, and then related that evidence to
    bank records he had previously obtained While he noted that
    each of the defendants had been interviewed when the search
    warrant was executed at VOG, he did not discuss the
    statements made that day by Ashley Lacerda, DiVenti, or
    Manzoni because he did not personally conduct those
    interviews.
    C.     Special Agent Mesisca’s Overview Testimony
    Was Admissible
    On appeal, Lacerda, Resnick, and Manzoni each
    highlight the length of Special Agent Mesisca’s testimony, as
    though that alone proves he gave impermissible overview
    testimony. Not so. This was a complex case in which, as lead
    investigator, he was directly involved in almost every step of
    the investigation.
    Lacerda and Manzoni each further assert that Mesisca
    offered conclusory statements of their guilt by referring to
    persons who the government alleged were defrauded by VOG
    as “victims.” The appellants have cited no authority, and we
    are aware of none, prohibiting government witnesses from
    referring to persons as “victims” who are alleged to be victims
    in the indictment. That there had been victims was not even
    disputed—it was highlighted by Lacerda and Resnick during
    their opening statements. Assertions to the contrary
    notwithstanding, whether there were victims was not at issue
    in this case. The issue was whether these defendants had
    defrauded the victims, or otherwise knowingly participated in
    the fraud occurring at VOG. The jury understood this and,
    finding insufficient evidence of guilt for one of the defendants,
    acquitted DiVenti.
    Lacerda also asserts that Mesisca gave conclusory
    testimony, without foundation. For example, he testified that
    “Robert Klein” was Lacerda’s alias. This issue was not
    preserved by any objection, see Fed. R. Crim. Pro. 51(b), and,
    having not attempted to show plain error, Lacerda is not
    entitled to review of this unpreserved issue on appeal. See
    13
    United States v. Olano, 
    507 U.S. 725
    , 732 (1993).3 But even
    had this issue been preserved, there was in fact foundation for
    Mesisca’s testimony: he testified that, during their execution of
    the search warrant at VOG headquarters, agents had found a
    list of names with aliases at the receptionist’s desk. “Robert
    Klein” was listed as the alias for Lacerda, and Mesisca did not
    find evidence that anyone else ever used that alias.
    We have reviewed the appellants’ other allegations of
    improper overview, e.g., the reason for having duplicate copies
    of client information sheets, whether victims were told about
    non-judicial foreclosure process, whether Lacerda “freaked
    out” when he saw one of VOG’s representatives using the
    “bank pitch” in an email to a victim. etc. After careful review
    and consideration of the permissible limits of overview as set
    out above, we find no abuse of discretion in the admission of
    Mesisca’s testimony.
    In sum, the government may call as its first witness an
    officer who is familiar with, or was personally involved in, the
    criminal investigation, and that officer may testify about all
    matters within his personal knowledge from the investigation.
    Special Agent Mesisca’s testimony was largely confined to
    telling the story of his investigation: how it began, the steps he
    took, the evidence he uncovered, and the interviews with
    defendants he conducted. The District Court did not abuse its
    discretion by allowing this testimony.
    III.   Objections Raised by Lacerda
    Lacerda raises several additional issues on appeal. He
    asserts that the District Court (1) abused its discretion when it
    disqualified his counsel, Marc Neff, based on Neff’s conflict
    of interest; (2) abused its discretion when it denied replacement
    counsel’s motion for a continuance; (3) abused its discretion
    by excluding from evidence an email sent by Lacerda to
    VOG’s former CFO, Jeff Sawyer; (4) abused its sentencing
    3
    Lacerda takes issue with additional portions of
    Mesisca’s testimony unpreserved by timely objection but has
    not attempted to show plain error entitling him to review of
    these unpreserved issues. So we decline to address these
    unpreserved issues in this opinion.
    14
    discretion; and (5) erred by ordering the forfeiture of all VOG’s
    gross proceeds. We will address each issue in turn.
    A.     Attorney Neff Was Properly Disqualified
    Lacerda argues that the District Court arbitrarily
    disqualified his counsel of choice or at least abused its
    discretion by disqualifying Neff. When a defendant challenges
    the District Court’s decision to disqualify his counsel of
    choice, we apply a bifurcated standard of review: first, we
    exercise plenary review when determining whether the District
    Court’s decision was arbitrary, and then, if not arbitrary, we
    review the decision for an abuse of discretion. United States v.
    Stewart, 
    185 F.3d 112
    , 120 (3d Cir. 1999). Here, we find that
    the District Court’s decision was neither arbitrary nor an abuse
    of discretion, so we will affirm.
    The Sixth Amendment to the United States Constitution
    guarantees the right of counsel to every criminal defendant.
    That guarantee has generally been understood to encompass a
    right to the counsel of choice. Powell v. Alabama, 
    287 U.S. 45
    ,
    53 (1932). But the right to counsel of choice is not absolute.
    Wheat v. United States, 
    486 U.S. 153
    (1988). “The essential
    aim of the [Sixth] Amendment is to guarantee an effective
    advocate for each criminal defendant rather than to ensure that
    a defendant will inexorably be represented by the lawyer whom
    he prefers.”
    Id. at 159
    (internal citations omitted). Before
    disqualifying a defendant’s counsel of choice, the trial court
    must balance that defendant’s right to his counsel of choice
    against the fair and proper administration of justice. United
    States v. Voigt, 
    89 F.3d 1050
    , 1074 (3d Cir. 1996). When
    “considerations of judicial administration supervene,” such as
    when an attorney has a serious potential conflict of interest, the
    presumption in favor of counsel of choice is rebutted and the
    right must give way.
    Id. at 1074–75
    (citing Fuller v. Diesslin,
    
    868 F.2d 604
    , 607 n.3 (3d Cir. 1989)).
    Here, the District Court weighed Lacerda’s right to
    counsel of choice against Neff’s serious actual and potential
    conflicts of interest and, ultimately, determined those conflicts
    could neither be waived nor cured by anything short of
    disqualification. That conclusion was neither arbitrary nor an
    abuse of discretion.
    15
    After the FBI raid on VOG in November 2010, Lacerda
    retained Neff as his counsel. The following month, Neff met
    with VOG employees to ease any concerns they had, assuring
    them that (1) only the Lacerdas were under investigation by the
    FBI and (2) the post-raid revised phone scripts were lawful.
    VOG continued operations using the phone scripts whose
    legality had been vouched for by Neff. Contrary to Neff’s
    representations, 18 VOG employees, including the Lacerdas,
    were eventually indicted in this criminal case based in part on
    their use of the phone scripts. In proffers to the government,
    several of those defendants told of the December meeting with
    Neff.
    In United States v. Merlino, 
    349 F.3d 144
    , 151 (3d Cir.
    2003), we recognized that “[a]n attorney who faces criminal or
    disciplinary charges for his or her actions in a case will not be
    able to pursue the client’s interests free from concern for his or
    her own.” We also recognized the potential conflicts that arise
    when counsel realistically could be called as a witness, as “it is
    often impermissible for an attorney to be both an advocate and
    a witness.”
    Id. at 152.
    And we noted “that disqualification may
    also be appropriate where it is based solely on a lawyer’s
    personal knowledge of events likely to be presented at trial,
    even if the lawyer is unlikely to be called as a witness.”
    Id. (citing United
    States v. Locascio, 
    6 F.3d 924
    , 933 (2d Cir.
    1993)). Each consideration applies here and was central to the
    District Court’s thorough and well-reasoned decision
    disqualifying Neff.
    B.     The District Court Did Not Abuse Its
    Discretion in Managing the Trial Calendar
    After Neff was disqualified, Lacerda’s new counsel,
    Mark Cedrone, requested a lengthy continuance to prepare for
    trial. The District Court denied this request. Lacerda now
    challenges that denial on appeal. “We review the trial court’s
    refusal to grant a continuance for an abuse of discretion.”
    United States v. Olfano, 
    503 F.3d 240
    , 245 (3d Cir. 2007).
    Finding no abuse of the District Court’s discretion, we will
    affirm.
    “When presented with a motion for continuance, a court
    should consider the following factors: the efficient
    16
    administration of criminal justice, the accused’s rights, and the
    rights of other defendants whose trials may be delayed as a
    result of the continuance.” 
    Olfano, 503 F.3d at 246
    . The
    District Court considered these factors and, given the time
    Cedrone had had to prepare Lacerda’s defense, denied the
    motion based on the government’s right to a speedy trial,
    efforts to streamline the case, the District Court’s calendar, and
    the need to “protect the rights of the parties in other cases.”
    App. 670:23–671:9.
    Lacerda now argues that the District Court abused its
    discretion and prejudiced his defense because, he claims,
    Cedrone had only four months to prepare for trial. But that is
    inaccurate. Cedrone entered his appearance on Lacerda’s
    behalf in November 2012—about eight months before jury
    selection began in July 2013—and Cedrone told the District
    Court in January 2013 that the scope of his representation was
    general and not limited to the disqualification motion. The
    District Court did not abuse its discretion.
    C.    Lacerda’s 2010 Email to Sawyer Was
    Properly Excluded as Hearsay
    In its case-in-chief, the government presented evidence
    showing that Lacerda sometimes used the alias “Robert Klein”
    when contacting VOG customers. During the presentation of
    his defense, Lacerda testified that he was not the only person
    at VOG using that alias. On direct examination, he testified that
    he only began using the Robert Klein alias to respond to
    customer complaints that otherwise weren’t being addressed
    by other employees who would not admit having used the
    moniker. He further claimed that he did not use the alias before
    2010. The government used that assertion to impeach Lacerda,
    confronting him with a check made out to “Robert Klein” in
    2009, which he had deposited into his account. On redirect,
    Lacerda tried to enter a 2010 email he wrote to VOG’s former
    CFO, Jeff Sawyer, asking Sawyer to investigate who else was
    using the Robert Klein alias. But the District Court excluded
    the email as hearsay.
    Lacerda now challenges the District Court’s ruling on
    appeal. We review this evidentiary ruling for an abuse of
    discretion. United States v. Frazier, 
    469 F.3d 85
    , 87 (3d Cir.
    17
    2006). Finding no abuse of the District Court’s discretion, we
    will affirm.
    At the time of Lacerda’s trial, a witness’s prior
    consistent statement was admissible as non-hearsay only when
    the witness testified and was subject to cross-examination, and
    the out-of-court statement was offered to rebut a charge of
    recent fabrication or recent improper motive. See Fed. R. Evid.
    801(d)(1)(B) (2011).4 The Supreme Court had explained that
    the purpose of the exception was to rebut a charge of recent
    fabrication. Tome v. United States, 
    513 U.S. 150
    , 157–58
    (1995). “Prior consistent statements [could] not be admitted to
    counter all forms of impeachment or to bolster the witness
    merely because she has been discredited.”
    Id. at 157.
    In this case, the government did not accuse Lacerda of
    recently fabricating the claim that he began using the Robert
    Klein alias in 2010. Rather, it employed impeachment by
    contradiction: of course, Lacerda was using the Robert Klein
    alias before 2010; he profited from using the alias in 2009.
    Thus, under the former rules of evidence, Lacerda’s email to
    Sawyer was hearsay, and the District Court properly excluded
    it.
    D.     Lacerda’s Sentence Was Procedurally Sound
    and Substantively Reasonable
    The District Court sentenced Lacerda to 324 months’
    imprisonment for his leading role in VOG’s fraudulent
    enterprise. On appeal, Lacerda challenges his sentence as
    procedurally unsound and substantively unreasonable. Our
    standard of review on sentencing challenges is bifurcated. We
    “must first ensure that the district court committed no
    significant procedural error …. Assuming that the district
    court’s sentencing decision is procedurally sound, the appellate
    court should then consider the substantive reasonableness of
    the sentence imposed under an abuse-of-discretion standard.”
    4
    Though the Rule was broadly expanded in 2014 to
    allow for the use of prior consistent statements to rehabilitate
    the witness against other forms of impeachment, see Fed. R.
    Evid. 801(d)(1)(B)(ii) (2014), the former rule, with its
    limitation, applied in Lacerda’s case.
    18
    Gall v. United States, 
    552 U.S. 38
    , 51 (2007). Applying these
    standards, we will affirm the District Court’s sentence.
    1. The District Court’s sentence was procedurally
    sound
    Lacerda argues that the District Court imposed a
    procedurally unreasonable sentence because, he alleges, it was
    based on a miscalculation of the number of victims of the VOG
    scheme and the total financial loss suffered by those victims.
    The government bears the initial burden of proving loss by a
    preponderance of the evidence. United States v. Ali, 
    508 F.3d 136
    , 145 (3d Cir. 2007). The district court must then calculate
    the amount of loss associated with the crime of conviction and
    any relevant conduct that was “part of the same course of
    conduct or common scheme or plan.” United States v. Siddons,
    
    660 F.3d 699
    , 704 (3d Cir. 2011) (quotation omitted). While
    this does not have to be an exact figure, it must be a reasonable
    estimate. 
    Ali, 508 F.3d at 145
    .
    Lacerda first asserts that only those victims who
    testified during trial or whose victimization underlay a specific
    count of the indictment should have been counted as victims,
    claiming that including any other victims in the presentence
    investigative report (“PSR”) was based on “rank hearsay.”
    Appellant Lacerda’s Br. 62–64. Of course, a district court may
    rely on hearsay statements during sentencing, if “they bear
    some minimal indicium of reliability beyond mere allegation.”
    United States v. Smith, 
    751 F.3d 107
    , 116 (3d Cir. 2014)
    (internal quotations and citation omitted). Victim statements
    are reliable when they “involve[ ] matters within the
    knowledge of each declarant and were made in the course of
    interviews by one or more law enforcement officials.”
    Id. In this
    case, for each victim identified in the PSR, the
    government submitted the following:
    (1) a declaration of victim losses, completed by
    the victims, executed under penalty of
    perjury, and submitted to the Probation
    Office;
    (2) an FD-302 summarizing an officer’s interview with
    the victim; and
    19
    (3) a canceled check verifying the amount the victim
    paid to VOG.
    That is more than mere allegation and enough under Smith to
    show reliability. The District Court’s calculation of victims
    was therefore reasonable.
    Lacerda next argues that the District Court’s calculation
    of loss was erroneous because it failed to offset the victims’
    losses with credits for new timeshares and cancellation of prior
    debts. This argument is unavailing. The supposed cancellation
    of debt was one of the bases for the fraud charges. Cancellation
    was not achieved through VOG’s efforts, but through the
    victims’ credit-destroying defaults with the timeshare
    companies after those victims stopped paying their bills—
    relying on VOG’s misrepresentations that their timeshare debts
    had been paid off. And the VOG victims were trying to get rid
    of their timeshares, not acquire new timeshares. Neither of
    these were “services” rendered by VOG; they were part of the
    fraudulent scheme. Perpetrators of fraudulent schemes are not
    entitled to credits against loss for payments made to perpetuate
    their schemes. See United States v. Hartstein, 
    500 F.3d 790
    ,
    800 (8th Cir. 2007) (“[W]hen a defendant’s only subjective
    intent regarding repayments relates to this illegal purpose of
    perpetuating the scheme, a sentencing court may refuse to
    credit repayments against sums received from the victims.”);
    United States v. Whatley, 
    133 F.3d 601
    , 606 (8th Cir. 1998)
    (“[W]e are not inclined to allow the defendants a profit for
    defrauding people or a credit for money spent perpetuating a
    fraud.”); United States v. Blitz, 
    151 F.3d 1002
    , 1012 (9th Cir.
    1998) (same).
    2. The District Court’s sentence was substantively
    reasonable
    We will not reverse a sentence as substantively
    unreasonable “unless no reasonable sentencing court would
    have imposed the same sentence on that particular defendant
    for the reasons the district court provided.” United States v.
    Tomko, 
    562 F.3d 558
    , 568 (3d Cir. 2009) (en banc). Lacerda’s
    Guidelines range was calculated between 324 and 405 months.
    As demonstrated above, Lacerda has shown no error in that
    calculation. The District Court’s sentence of 324 months rests
    20
    at the very bottom of the range. When “the sentence is within
    the Guidelines range, the appellate court may, but is not
    required to, apply a presumption of reasonableness.” 
    Gall, 552 U.S. at 51
    . We will apply the presumption here.
    Lacerda presents a table of cases showing a range of
    sentences for other fraud cases and argues that his sentence,
    though at the bottom of his Guidelines range, is still “23 times
    greater than the median sentence for his type of offense.”
    Appellant Lacerda’s Br. 67–71. When a defendant seeks to
    argue disparate sentencing, he bears the “burden of
    demonstrating similarity by showing that other defendants’
    circumstances exactly paralleled his, and a court should not
    consider sentences imposed on defendants in other cases in the
    absence of such a showing by a party.” United States v.
    Iglesias, 
    535 F.3d 150
    , 161 n.7 (3d Cir. 2008) (citing United
    States v. Vargas, 
    477 F.3d 94
    , 100 (3d Cir. 2007)) (internal
    brackets and quotations omitted). Lacerda has failed to
    demonstrate that any of the other defendants’ circumstances
    exactly paralleled his. So, “[a]ccording great deference” to the
    District Court—as the law requires, United States v. Lessner,
    
    498 F.3d 185
    , 204 (3d Cir. 2007)—we hold that Lacerda has
    failed to overcome the presumption that his sentence was
    reasonable.
    E.    Forfeiture of VOG’s Proceeds Was Not
    Clearly Erroneous
    After finding that VOG was a wholly fraudulent
    scheme, the District Court ordered all its gross proceeds
    forfeited under 18 U.S.C. §§ 981(a)(1)(C) & 982(a)(8) and
    28 U.S.C. § 2461(c). Lacerda raises two challenges to the
    District Court’s forfeiture order on appeal. First, he asserts that
    he lacked sufficient notice that the government would seek
    forfeiture upon his conviction because the government cited
    the wrong criminal forfeiture statutes in its superseding
    indictment. Second, he asserts that the District Court’s finding
    that all VOG’s revenues were either directly or indirectly
    attributable to VOG’s fraud, and so subject to forfeiture, was
    clearly erroneous. Because forfeiture orders involve mixed
    questions of law and fact, our standard of review here is
    bifurcated. We review the District Court’s legal conclusions de
    novo and its findings of facts for clear error. See United States
    21
    v. Gordon, 
    710 F.3d 1124
    , 1165 (10th Cir. 2013). Applying
    this standard, we find no error by the District Court, and we
    will affirm.
    1. Lacerda had notice that, upon conviction, the
    government would seek forfeiture
    In its superseding indictment, the government gave
    notice that, upon conviction, it would seek forfeiture of “any
    property constituting or derived from proceeds obtained
    directly or indirectly as a result of such offenses” under 18
    U.S.C. §§ 981(a)(1)(D) & 982(a)(2)(A) and 28 U.S.C.
    § 2461(c). App. 287. Lacerda notes, and the government
    concedes, that the cited criminal statutes are not the correct
    statutes for forfeiture of proceeds from mail and wire fraud
    involving telemarketing. The correct statute is 18 U.S.C.
    § 982(a)(8), the statute under which the District Court ordered
    forfeiture. Lacerda first argues that the forfeiture order cannot
    be based on the civil forfeiture statute because, under our
    precedent in United States v. Vampire Nation, 
    451 F.3d 189
    ,
    199 (3d Cir. 2006), forfeiture orders can be based on 28 U.S.C.
    § 2461(c) only when “there is no specific statutory provision
    that permits criminal forfeiture.” Lacerda further argues that,
    by citing incorrect forfeiture statutes for his crimes, the
    government failed to provide the notice required by the Federal
    Rules of Criminal Procedure. Lacerda is mistaken on both
    grounds.
    First, Lacerda’s reliance on Vampire Nation is
    misguided. Our Vampire Nation decision was based on the
    language of the prior version of 28 U.S.C. § 2461(c).5 Giving
    5
    The applicable statute read:
    If a forfeiture of property is authorized in
    connection with a violation of an Act of
    Congress, and any person is charged in an
    indictment or information with such violation
    but no specific statutory provision is made for
    criminal forfeiture upon conviction, the
    government may include the forfeiture in the
    indictment or information in accordance with the
    Federal Rules of Criminal Procedure, and upon
    22
    the words of that statute their plain meaning, we concluded that
    “criminal forfeiture is not permitted unless (1) a substantive
    provision exists for civil forfeiture of the criminal proceeds at
    issue; and (2) there is no specific statutory provision that
    permits criminal forfeiture of such proceeds.” Vampire 
    Nation, 451 F.3d at 199
    . In 2006, Congress amended the statute and
    eliminated the second requirement. 6 The amendment to
    28 U.S.C. § 2461(c) effectively abrogates the portion of
    Vampire Nation upon which Lacerda now relies. Under the
    current version of the statute, the District Court correctly
    conviction, the court shall order the forfeiture of
    the property in accordance with the procedures
    set forth in section 413 of the Controlled
    Substances Act ( 21 U.S.C. 853), other than
    subsection (d) of that section.
    28 U.S.C. § 2461(c) (2000) (emphasis added).
    6
    The statute now reads:
    If a person is charged in a criminal case with a
    violation of an Act of Congress for which the
    civil or criminal forfeiture of property is
    authorized, the government may include notice
    of the forfeiture in the indictment or information
    pursuant to the Federal Rules of Criminal
    Procedure. If the defendant is convicted of the
    offense giving rise to the forfeiture, the court
    shall order the forfeiture of the property as part
    of the sentence in the criminal case pursuant to
    to [sic] the Federal Rules of Criminal Procedure
    and section 3554 of title 18, United States Code.
    The procedures in section 413 of the Controlled
    Substances Act (21 U.S.C. 853) apply to all
    stages of a criminal forfeiture proceeding, except
    that subsection (d) of such section applies only
    in cases in which the defendant is convicted of a
    violation of such Act.
    28 U.S.C. § 2461(c) (2006).
    23
    ordered restitution, and Lacerda had notice under the civil
    statute.
    Second, the government provided Lacerda with
    sufficient notice under the criminal rules. Federal Rule of
    Criminal Procedure 32.2 sets forth the notice requirement that
    must be met before forfeiture can be ordered by a district court.
    It states:
    A court must not enter a judgment of forfeiture
    in a criminal proceeding unless the indictment or
    information contains notice to the defendant that
    the government will seek the forfeiture of
    property as part of any sentence in accordance
    with the applicable statute.
    Fed. R. Crim. P. 32.2(a). This rule does not require the level of
    specificity demanded by Lacerda. Rather, as we have held, “[a]
    conclusory forfeiture allegation in the indictment that
    recognizably tracks the language of the applicable criminal
    forfeiture statute” is sufficient under the rule. United States v.
    Sarbello, 
    985 F.2d 716
    , 719 (3d Cir. 1993). We recognize that
    Sarbello specifically addressed then-Rule 7(c)(2), which was
    removed with the 2009 amendments. But that rule was
    removed only because it had become obsolete: “In 2000 the
    same language was repeated in subdivision (a) of Rule 32.2,
    which was intended to consolidate the rules dealing with
    forfeiture.” See Fed. R. Crim. P. 7 note (2009 Amendment).
    We now hold, consistent with Sarbello, that general notice of
    forfeiture is sufficient under Rule 32.2. Thus, Lacerda had
    sufficient notice that the government would seek forfeiture
    upon his conviction.
    2. Based on its finding that VOG used its revenues to
    promote and facilitate its fraud, the District Court
    correctly ordered those revenues forfeited
    Lacerda next contends that the District Court erred by
    subjecting all VOG’s proceeds to forfeiture rather than limiting
    the order to the losses directly claimed by VOG’s victims. But
    the relevant statute is not so narrow. Rather, addressing the
    crimes committed by Lacerda at VOG, 18 U.S.C. § 982
    requires the court to
    24
    order that the defendant forfeit to the United
    States any real or personal property—
    (A) used or intended to be used to commit, to
    facilitate, or to promote the commission
    of such offense; and
    (B) constituting, derived from, or traceable to
    the gross proceeds that the defendant
    obtained directly or indirectly as a result
    of the offense.
    18 U.S.C. § 982(a)(8). The District Court found that VOG was
    a fraudulent enterprise from beginning to end, and that all its
    gross proceeds were used to further its fraud. Based on those
    findings, the District Court correctly ordered the forfeiture of
    all VOG’s proceeds.
    Lacerda does not appear to challenge the District
    Court’s findings on appeal. Instead, he argues that what it
    means for property to be “indirectly” derived, traceable, or
    obtained from an offense is ambiguous, so the rule of lenity
    should govern our interpretation of the forfeiture statute. We
    reject this argument. First, it is irrelevant. The District Court’s
    order focused on the fact that VOG had used all its revenues to
    promote and facilitate its fraud, not on whether those revenues
    were direct or indirect. Second, “[t]he rule of lenity … is
    inapplicable if there is only a mere suggestion of ambiguity
    because most statutes are ambiguous to some degree.” United
    States v. Cheeseman, 
    600 F.3d 270
    , 276 (3d Cir. 2010)
    (internal quotation omitted). Lacerda has failed to show that
    the forfeiture statute is ambiguous—much less sufficiently
    ambiguous—to warrant application of the rule of lenity.
    Recently, the Supreme Court of the United States
    explained that the purpose of forfeiture statutes is to separate
    the criminal from his ill-gotten gains, to return, in full, the
    property of defrauded victims, and to lessen the economic
    power of criminal enterprises. Honeycutt v. United States, 
    137 S. Ct. 1626
    , 1631 (2017) (citing Caplin & Drysdale, Ctd. v.
    United States, 
    491 U.S. 617
    , 629–30 (1989)). The District
    Court’s forfeiture order here meets those purposes. The District
    Court found that VOG was a thoroughly corrupt criminal
    25
    conspiracy from beginning to end, and that its revenue was
    used to promote and facilitate its crimes. That finding is
    supported by substantial evidence and does not appear to be
    challenged by Lacerda on appeal. The District Court correctly
    ordered the forfeiture of all of VOG’s revenues.
    IV.    Objections Raised by Resnick
    Like Lacerda, Resnick also raises several additional
    issues on appeal. He claims that (1) the government suppressed
    material evidence; (2) the District Court miscalculated the
    number of his victims and the loss amount for those victims,
    and so erred at sentencing; (3) his due process rights were
    violated when his sentencing hearing was delayed; and (4) the
    District Court’s restitution order was procedurally unsound and
    substantively unreasonable. We will address each argument in
    turn.
    A.     The Government Did Not Commit a Brady
    Violation
    Resnick asserts that the government violated its
    obligations under Brady v. Maryland, 
    373 U.S. 83
    (1963), by
    withholding evidence which he might have used to impeach
    Special Agent Mesisca. Specifically, Resnick claims that the
    government withheld the documents that were the basis of a
    victim’s, Dorothy Gerlach’s, FD-3027 and withheld Gerlach’s
    later-produced “Declaration of Victim’s Losses.” Resnick
    preserved this argument by raising it to the District Court in a
    motion for a new trial based on newly discovered evidence.
    The District Court correctly denied that motion.
    Under Brady, the government has a duty to disclose
    “evidence that is favorable to the defense and material to the
    defendant’s guilt or punishment.” Smith v. Cain, 
    565 U.S. 73
    ,
    75 (2012). Thus, there are three prerequisites to a Brady
    violation: (1) the government must have failed to disclose
    evidence; (2) that evidence must have been favorable to the
    defendant; and (3) that evidence must have been material.
    7
    The FD-302, commonly referred to simply as a “302”,
    is the form commonly used by FBI agents to summarize
    witnesses’ statements and interviews.
    26
    Evidence is “material” only if there is a reasonable probability
    that its disclosure would have led to a different outcome at trial,
    and so undermines confidence in the verdict. Turner v. United
    States, 
    137 S. Ct. 1885
    , 1893 (2017). The evidence Resnick
    claims was withheld fails to satisfy each of the three
    prerequisites.
    Contrary to Resnick’s assertions, the government did
    not withhold the evidence. The documents underlying
    Gerlach’s 302, labeled as “DG-3”, were disclosed before trial.
    The Declaration of Victim’s Losses, “DG-2”, was received by
    the probation office in May 2013, but not forwarded to the
    prosecutor until late in 2014. The prosecutor disclosed the
    declaration with other documents in January 2015.
    Resnick is correct that the failure to disclose
    information known only to police investigators can still
    implicate the prosecution, even when the prosecutor was
    unaware of the information. Youngblood v. West Virginia, 
    547 U.S. 867
    , 869–70 (2006). But probation officers in the federal
    system are not police investigators; they are “the court’s eyes
    and ears and provide information and recommendations to the
    court.” United States v. Amatel, 
    346 F.3d 278
    , 279 (2d Cir.
    2003). We will not impute to the prosecution the Probation
    Office’s failure in 2013 to disclose Gerlach’s “Declaration of
    Losses” to Resnick.
    But even if we did impute to the prosecution the
    Probation Office’s failure to disclose, it still would not
    constitute a Brady violation. Far from being material evidence
    that could have undermined Resnick’s conviction, this
    evidence reinforces the jury’s verdict. Resnick admitted that
    “he pitched a bank settlement deal to Ms. Gerlach.” App.
    7737:19–21. There were two parts to the bank settlement pitch:
    VOG promised to help the victims pay off their debt and keep
    their timeshare property, and then, in a bait and switch, sold
    them a second timeshare through VOG. Gerlach’s declaration,
    which expresses confusion over not receiving points she was
    promised, highlights that bait and switch. Thus, the declaration
    was not exculpatory; it was inculpatory.
    We conclude that the government did not violate its
    obligations under Brady.
    27
    B.     The Timing of Resnick’s Sentencing Did Not
    Violate His Sixth Amendment or Due
    Process Rights
    Resnick next claims that his speedy sentencing rights
    were violated when his sentence was not imposed for more
    than two-and-a-half years following his conviction. We once
    recognized a right to a speedy sentencing hearing under both
    the Sixth Amendment and the Due Process Clause. See
    Burckett v. Cunningham, 
    826 F.2d 1208
    , 1219–21 (3d Cir.
    1987). But the Supreme Court of the United States has since
    clarified that the Sixth Amendment guarantees a defendant the
    right to a speedy trial, not a speedy sentencing. Betterman v.
    Montana, 
    136 S. Ct. 1609
    , 1613 (2016). “That does not mean,
    however, that defendants lack any protection against undue
    delay at [sentencing].”
    Id. at 1617.
    Federal Rule of Criminal
    Procedure 32(b)(1) requires courts to “impose sentence
    without unnecessary delay.”
    Id. And, the
    Supreme Court noted,
    the convicted defendant maintains his due process rights.
    Id. Thus, while
    Betterman overruled our speedy sentencing
    precedent under the Sixth Amendment, our precedent under the
    Due Process Clause survives. Under that precedent, we apply
    the same framework adopted by the Supreme Court in Barker
    v. Wingo, considering: (1) the length of the delay; (2) the
    reasons for the delay; (3) the defendant’s assertion of his right;
    and (4) any prejudice suffered by the defendant. 
    407 U.S. 514
    ,
    530 (1972). Consideration of these factors leads us to the
    conclusion that Resnick suffered no deprivation of his due
    process right to a speedy sentencing.
    First, the length of the delay between conviction and
    sentencing—more         than     two-and-a-half  years—was
    substantial. This factor favors Resnick.
    But second, as the District Court found, three things
    contributed to the delay in getting to sentencing. (1) This was
    a very complex fraud scheme involving 18 separate
    defendants, and the deliberation necessary to address the
    scheme and its victims required time. (2) Resnick sought
    several continuances of his sentencing. The government, on the
    other hand, never requested a continuance. (3) The District
    Court delayed sentencing to research Resnick’s claims that
    28
    some of the purported victims were not really victims. So any
    unnecessary delays, if there were unnecessary delays, are
    mainly attributable to Resnick. None are attributable to the
    government. This factor weighs heavily against Resnick.
    Third, Resnick asserted his right to a speedy sentencing
    in a motion filed on March 3, 2016. Ironically, that motion also
    sought leave to serve a Rule 17(c) subpoena to obtain
    additional documents, which would have further delayed
    sentencing. (Id.) Resnick’s sentencing hearing took place on
    April 22, 2016, seven weeks after he filed his request. If this
    factor favors Resnick, it does so with little weight.
    Fourth and finally, Resnick asserts that the delays to his
    sentencing prejudiced him because the government was able to
    identify additional victims and adduce sufficient evidence to
    prove their losses by a preponderance of the evidence. We do
    not think this argument is well taken. Allowing the government
    time to identify additional victims did not affect his Sentencing
    Guidelines range. Resnick’s victim and loss total—whether
    calculated in 2014 under the initial PSR at 124 victims with
    $1.2 million in losses, or the government’s initial filing of 192
    victims with $2.1 million in losses, or in 2015 under the
    government’s revised filing of 253 victims with $2.7 million in
    losses—always yields a 16-level enhancement. Compare
    U.S.S.G. § 2B1.1(b)(1) (2014), with U.S.S.G. § 2B1.1(b)(1)
    (2015). Thus, Resnick’s Guidelines range was unaffected, and
    he has failed to show prejudice. This factor also weighs heavily
    against Resnick.
    Taking the four factors together, we conclude that
    Resnick has failed to show that his due process right to a
    speedy sentence was violated.
    C.     The District Court Correctly Applied the
    Sentencing Guidelines In Fashioning
    Resnick’s Sentence
    Resnick next challenges several of the District Court’s
    findings at sentencing. We “review factual findings relevant to
    the Guidelines for clear error and … exercise plenary review
    over a district court’s interpretation of the Guidelines.” United
    States v. Grier, 
    475 F.3d 556
    , 570 (3d Cir. 2007).
    29
    First, Resnick claims that by adopting the government’s
    proposed timeline for VOG’s operations the District Court
    allowed the government to inflate its victim and loss figures.
    He argues that, because the government limited the timeframe
    for its evidence at trial, any victims found outside of that
    limited timeframe should not count. Of course, because the
    VOG-conspirators continued operations during their trial—
    through 2014—some victims arose after the government’s
    limited timeframe. It was appropriate for those victims to be
    included. And we again note that the government’s calculation
    of victims’ losses did not affect Resnick’s ultimate Guidelines
    range.
    The Sentencing Guideline that applies to Resnick’s
    fraud is § 2B1.1, covering various forms of theft. Following
    the 2015 amendment, a six-level enhancement should be
    applied when the crime “resulted in substantial financial
    hardship to 25 or more victims.” U.S.S.G. § 2B1.1(b)(2)(C).
    That is the highest-level enhancement for number of victims.
    The definition of “substantial financial hardship” includes
    “suffering substantial harm to his or her ability to obtain
    credit.” See U.S.S.G. application notes § 4(F)(vi). As the credit
    ratings of all the victims of VOG were severely damaged by
    VOG’s schemes, Resnick began on the wrong side of that
    threshold. That the government ultimately identified more than
    250 victims was immaterial for the Guidelines calculation.
    And, as discussed in section IV(B), whether using the initial
    victim and loss estimates in 2014, or the more comprehensive
    totals following the 2015 amendment, Resnick’s victims’ loss
    total yields the same 16-level enhancement.
    Second, Resnick challenges the District Court’s finding
    that VOG was a fraudulent enterprise from beginning to end.
    Resnick argues that not all VOG’s employees knew that they
    were part of a fraudulent scheme, so there must have been some
    non-fraudulent work at VOG. This conclusion does not follow
    from Resnick’s premise because those employees’ alleged
    ignorance is not imputed to Resnick and his co-defendants. A
    conviction for mail or wire fraud requires both objective
    misrepresentations and the defendant’s subjective knowledge
    of the misrepresentations. See 18 U.S.C. §§ 1341, 1343. The
    jury found that Resnick knowingly participated in VOG’s
    30
    fraud, so the argument based on others’ alleged knowledge
    does not help him.
    Resnick also argues that the finding is inconsistent with
    the District Court’s willingness to consider his argument that
    not all VOG victims were equally victimized. The District
    Court noted that VOG had engaged in various types of fraud.
    That the Court recognized that some instances of VOG’s fraud
    were more flagrant than others does not undermine the District
    Court’s overall finding that VOG was a wholly fraudulent
    enterprise. Rather, having carefully reviewed this case, we
    conclude that the Court’s finding was supported by substantial
    evidence and will be affirmed.
    Third, like Lacerda, Resnick argues that services like
    debt cancellation and the sale of new timeshares should be
    credited against the victims’ losses. We addressed this
    argument in section III(D)(1), and our analysis applies equally
    to Resnick. Cancellation was achieved only because the
    victims defaulted on their loans, not because of some value-
    adding intervention from VOG. The defaults impacted the
    victims’ credit ratings in significant and negative ways. The
    District Court was correct to not credit VOG’s alleged
    “services” against the losses suffered by Resnick’s victims.
    And like Lacerda, Resnick is not entitled to credit against his
    victim’s losses for payments VOG made to perpetuate its
    fraudulent schemes. See 
    Hartstein, 500 F.3d at 800
    ; 
    Whatley, 133 F.3d at 606
    ; 
    Blitz, 151 F.3d at 1012
    .
    Fourth and finally, Resnick argues that, under U.S.S.G.
    § 2B1.1, refunded monies by third parties should be credited
    against his victim’s losses. The Guidelines provides that the
    victim’s loss “shall be reduced by … [t]he money returned …
    by the defendant or other persons acting jointly with the
    defendant, to the victim before the offense was detected.”
    U.S.S.G. § 2B1.1(3)(E)(i) (emphasis added). Resnick argues
    that he is entitled to credit for refunds to victims made by
    “escrow compan[ies] utilized to procure third party
    timeshares” and other “timeshare developers.” Appellant
    Resnick’s Br. 71. But there is no evidence that the escrow
    agents and timeshare developers were “acting jointly” with
    Resnick, or that the refunds were made “before the offense was
    31
    detected.” The District Court correctly denied any credits
    against Resnick’s victims’ losses.
    D.     Resnick Forfeited His Objection to the
    District Court’s Restitution Order
    Because of the many complexities of this case,
    restitution was delayed until sometime after sentencing. While
    Resnick filed a timely notice of appeal from his judgment and
    sentence, he never appealed from the later-entered order of
    restitution. Resnick now raises various challenges to the
    District Court’s award of restitution entered against him under
    18 U.S.C. § 3663A. But the government contends that we must
    dismiss Resnick’s challenges because of his failure to file a
    separate notice of appeal from the restitution order. The
    government is correct.
    This issue raises a jurisdictional question, over which
    we exercise plenary review. Hamilton v. Bromley, 
    862 F.3d 329
    , 333 (3d Cir. 2017). Resolution of this question is
    controlled by Manrique v. United States, 
    137 S. Ct. 1266
    , 1274
    (2017), in which the Supreme Court held “that a defendant who
    wishes to appeal an order imposing restitution in a deferred
    restitution case must file a notice of appeal from that order.”
    Deferred restitution cases, the Supreme Court explained,
    involve two appealable judgments, not one.
    Id. at 1273;
    see
    also Dolan v. United States, 
    560 U.S. 605
    , 616–18 (2010).
    Both the statute and rules governing appeals “contemplate that
    the defendant will file the notice of appeal after the district
    court has decided the issue sought to be appealed.” 
    Manrique, 137 S. Ct. at 1271
    (emphasis original). So notices of appeal
    filed before the restitution order cannot be “for review” of the
    restitution order and are not filed timely from that order.
    Id. The Supreme
    Court held that filing a timely notice of appeal
    from an order of restitution was at least a mandatory claim-
    processing rule,
    id. at 1272
    (citing Greenlaw v. United States,
    
    554 U.S. 237
    , 252–53 (2008)), and when the government raises
    the failure to timely file the notice, our duty to dismiss the
    appeal is also mandatory,
    id. (citing Eberhart
    v. United States,
    
    546 U.S. 12
    , 15, 19 (2005)).
    Resnick did not file a timely notice of appeal from the
    order of restitution, and the government has raised this failure
    32
    on appeal. Thus, under Manrique, Resnick at least violated a
    mandatory claim-processing rule and we have a mandatory
    duty to dismiss this issue.
    V.     Objections Raised by Manzoni
    In addition to Manzoni’s challenge to Special Agent
    Mesisca’s overview testimony, she also argues that (1) the
    District Court abused its discretion by allowing the prosecution
    to impeach a codefendant with an audio recording that
    implicated her; (2) the District Court erred when it joined the
    charges arising from her participation in the fraudulent
    activities at VOG and her charge of alleged unemployment
    fraud; and (3) there was insufficient evidence presented to the
    jury to sustain her fraud and conspiracy convictions. We will
    address each of these issues in turn.
    A.     The District Court Did Not Abuse Its
    Discretion in Admitting Evidence of a Phone
    Call to a Victim
    During trial, it came to light that some defendants had
    engaged in witness tampering. The government sought to enter
    the recording of a phone call between one of the defense
    witnesses, Dennis Nadeau, and a victim, David Jasper,
    showing an attempt at such tampering. Manzoni objected to
    admission of the recording on two grounds. At first, she argued
    that it was unduly prejudicial under Federal Rule of Evidence
    403 because, though the evidence of tampering was not being
    offered against her, she was the subject of the victim’s
    complaint. But this was not apparent from the phone call itself;
    Manzoni was never actually named by the victim. So she also
    argued that the phone call should be excluded as hearsay. She
    presents these same arguments on appeal.
    1. The District Court did not abuse its discretion
    under Rule 403
    Manzoni asserts that the District Court abused its
    discretion under Rule 403 by allowing the recording of the
    phone call into evidence. “We generally review a district
    court’s evidentiary findings for abuse of discretion.” United
    States v. Bailey, 
    840 F.3d 99
    , 117–18 (3d Cir. 2016). Rule 403
    allows relevant evidence to be excluded when its probative
    33
    value is substantially outweighed by the potential for unfair
    prejudice.
    Id. at 117.
    When a district court conducts an on-the-
    record weighing of probative value against unfair prejudice, its
    evidentiary decision is entitled to great deference.
    Id. “In order
    to justify reversal, a district court’s analysis and resulting
    conclusion must be arbitrary or irrational.”
    Id. In this
    case, the District Court conducted an on-the-
    record Rule 403 analysis—both orally and in a later written
    order. The District Court found that the phone call’s “probative
    value as to the consciousness of guilt” outweighed any
    prejudice. App. 5015:3–5. But it also recognized that there
    could be some spillover effect for Manzoni, so it acted to
    mitigate that unfair prejudice by offering multiple curative
    instructions—including one drafted by Manzoni. The District
    Court’s analysis and its conclusion were neither arbitrary nor
    irrational. We therefore find no abuse of the District Court’s
    discretion under Rule 403, and we will uphold the District
    Court’s decision to allow the recording into evidence.
    2. Because the phone call was offered for a non-
    hearsay purpose, it was not hearsay
    Manzoni next argues that the phone call was hearsay.
    “Whether a statement is hearsay is a legal question subject to
    plenary review.” United States v. Price, 
    458 F.3d 202
    , 205 (3d
    Cir. 2006). Under Federal Rule of Evidence 801(c), “hearsay”
    is any statement that a declarant makes outside of court and
    that is offered to prove the truth of the matter asserted in the
    statement. Statements offered for non-hearsay purposes are not
    hearsay. See 
    Price, 458 F.3d at 211
    . As the advisory
    committee’s notes to the rule make clear, statements that are
    offered merely to show that they happened are not offered for
    a hearsay purpose. See Fed. R. Evid. 801 note (subdiv. (c))
    (citing Emich Motors Corp. v. General Motors Corp., 
    181 F.2d 70
    (7th Cir. 1950), rev’d on other grounds 
    340 U.S. 558
    (1951)). The recording of the phone call between Nadeau and
    Jasper was not offered to prove the truth of any of Jasper’s
    assertions, but to show that Nadeau had in fact contacted some
    of the victims. So the phone call was not hearsay, and Manzoni
    has failed to show that the District Court abused its discretion
    by allowing it into evidence.
    34
    B.     Manzoni Was Not Prejudiced by the Joinder
    of Her VOG-Fraud and Employment-Fraud
    Charges
    In separate counts, Manzoni was charged with fraud and
    conspiracy for her participation in the VOG scheme, and with
    fraud for allegedly collecting unemployment benefits from the
    State of New Jersey while she was employed at VOG. Manzoni
    moved to sever the charges under Federal Rule of Criminal
    Procedure 8. Although the District Court recognized that the
    propriety of joinder here was a close question, it denied her
    motion. Manzoni argues that it was error to join her VOG-fraud
    and unemployment-fraud charges because they lacked a
    sufficient nexus and were not part of the same transaction. The
    appeal of a denial of a motion under Rule 8 is a claim of legal
    error, which we review de novo. United States v. Jimenez, 
    513 F.3d 62
    , 82 (3d Cir. 2008).
    Joinder is controlled by Rule 8. Generally, Rule 8(a)
    addresses joinder of offenses and Rule 8(b) joinder of
    defendants. But Rule 8(a) only applies to prosecutions
    involving a single defendant; “in a multi-defendant case such
    as this, the tests for joinder of counts and defendants is merged
    in Rule 8(b).” United States v. Irizarry, 
    341 F.3d 273
    , 287 (3d
    Cir. 2003) (internal quotations omitted). “Although the
    standards of Rule 8(a) and Rule 8(b) are similar, in that they
    both require a transactional nexus between the offenses or
    defendants to be joined, Rule 8(a) is more permissive than Rule
    8(b) because Rule 8(a) allows joinder on an additional ground,
    i.e., when the offenses are of the same or similar character.”
    Id. at 287
    n.4 (citations and internal quotations omitted); see also
    
    Jimenez, 513 F.3d at 82
    (“[J]oinder of defendants under Rule
    8(b) is a stricter standard than joinder of counts against a single
    defendant under Rule 8(a).”). For joinder of Manzoni’s cases
    to have been proper under Rule 8(b), they either would have
    had to originate “in the same act or transaction,” or have
    otherwise been integral to one another. See United States v.
    Riley, 
    621 F.3d 312
    , 334 (3d Cir. 2010).
    The District Court determined that joinder was proper
    because Manzoni’s employment in the VOG scheme was
    integral to the unemployment-fraud charge: she was charged
    with fraudulently collecting unemployment benefits while she
    35
    was employed by, and receiving compensation from, VOG.
    But the opposite is not necessarily true. Rather, Manzoni
    suggests, allegations that she illicitly collected unemployment
    benefits would not have been integral to her participation in the
    VOG scheme, so joinder was improper. But even assuming,
    arguendo, that Manzoni is correct, the District Court still did
    not commit reversible error.
    Under Federal Rule of Criminal Procedure 52(a), we
    must disregard “[a]ny error, defect, irregularity, or variance
    that does not affect substantial rights ….” We have explained
    that “an error involving misjoinder affects substantial rights
    and requires reversal only if the misjoinder results in actual
    prejudice because it had substantial and injurious effect or
    influence in determining the jury’s verdict.” 
    Jimenez, 513 F.3d at 83
    (brackets and internal citations omitted). Here, any
    potential misjoinder would have been harmless because the
    record shows that the joinder did not influence the jury’s
    verdict against Manzoni; after all, she was acquitted of the
    allegedly misjoined charge.
    Because Manzoni’s employment at VOG was integral
    to the unemployment-fraud charges, unfair prejudice in this
    case can only flow in one direction. That is, it would have been
    proper for the jury to conclude that, because Manzoni was
    employed and receiving compensation with the VOG scheme,
    she was committing fraud by receiving unemployment benefits
    from the State of New Jersey. It would have been improper,
    however, for the jury to conclude that, because Manzoni
    committed unemployment fraud, she must also have
    participated in the VOG fraud. But the jury did not reach that
    conclusion; rather, it convicted Manzoni of her role in the VOG
    scheme despite acquitting her of unemployment fraud. So
    joinder of the fraud counts did not affect the jury’s verdict and
    any error in joining the charges was harmless.
    C.    Manzoni’s Conviction Was Supported by
    Sufficient Evidence
    Finally, Manzoni challenges the sufficiency of the
    evidence to support her fraud and conspiracy convictions. Our
    standard of review on a challenge to the sufficiency of the
    evidence is plenary. United States v. Boria, 
    592 F.3d 476
    , 480
    36
    (3d Cir. 2010). But that plenary review is greatly tempered by
    giving substantial deference to the jury’s finding of guilt. See
    Jackson v. Virginia, 
    443 U.S. 307
    , 318–19 (1979). Employing
    that deference, and applying the applicable legal standards, we
    find the evidence was sufficient to support the jury’s guilty
    verdict.
    The Supreme Court of the United States has explained:
    [T]he critical inquiry on review of the
    sufficiency of the evidence to support a criminal
    conviction must be … to determine whether the
    record evidence could reasonably support a
    finding of guilt beyond a reasonable doubt. But
    this inquiry does not require a court to ask itself
    whether it believes that the evidence at the trial
    established guilt beyond a reasonable doubt.
    Instead, the relevant question is whether, after
    viewing the evidence in the light most favorable
    to the prosecution, any rational trier of fact could
    have found the essential elements of the crime
    beyond a reasonable doubt.
    
    Jackson, 443 U.S. at 318
    –19 (internal quotations and citations
    omitted). In conducting this review, all reasonable inferences
    must be drawn in favor of sustaining the verdict. United States
    v. Anderskow, 
    88 F.3d 245
    , 251 (3d Cir. 1996). Reversal of a
    conviction is only appropriate where there is “no evidence,
    regardless of how it is weighted, from which the jury could find
    guilt beyond a reasonable doubt.” United States v. Mussare,
    
    405 F.3d 161
    , 166 (3d Cir. 2005).
    Manzoni was charged with conspiracy to commit wire
    fraud under 18 U.S.C. § 1349 and wire fraud under 18 U.S.C.
    § 1343. To prove wire fraud, the government had to show that
    Manzoni had the intent to commit fraud. See 18 U.S.C. § 1343.
    So the question here is whether Manzoni’s participation in the
    VOG scheme was knowing or intentional.
    Manzoni argues that the evidence presented at trial at
    most showed that she said things as a VOG representative that
    were not true, not that she was a knowing participant in the
    fraud. She claims that this case should be controlled by United
    37
    States v. Pearlstein, 
    576 F.2d 531
    , 542–43 (3d Cir. 1978), in
    which we reversed the fraud convictions of lowly sales
    representatives who only read from a sales script, without
    knowing that the script contained false statements. In light of
    the evidence admitted at trial, we find that Pearlstein does not
    apply.
    First, Manzoni was no lowly sales representative—she
    was one of the managers at VOG. From her position as a
    manager, and her long experience in the timeshare industry, a
    jury could reasonably infer that she knew that statements in
    VOG’s phone scripts were false. Second, even before she was
    a manager, while working as one of VOG’s closers, Manzoni
    did more than just mechanically read false statements from a
    controlled sales script. She showed initiative by inventing fake
    payoff amounts for the customers, without approval—much
    less direction—from her supervisors, and then creating
    urgency by imposing arbitrary deadlines by which these (fake)
    offers had to be accepted before they expired. Based on this
    evidence, as the District Court correctly found, a reasonable
    jury could conclude beyond a reasonable doubt that Manzoni
    was “a knowing, even integral part, of [the] fraud scheme.” SA
    1151.
    VI.    Conclusion
    For all of the reasons discussed above, we will affirm
    the judgments of conviction and sentences entered against
    Lacerda, Resnick, and Manzoni.
    38