United States v. Battles ( 2014 )


Menu:
  •                                                                      FILED
    United States Court of Appeals
    Tenth Circuit
    March 11, 2014
    PUBLISH                Elisabeth A. Shumaker
    Clerk of Court
    UNITED STATES COURT OF APPEALS
    TENTH CIRCUIT
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    v.                                                    No. 13-6035
    SAFIYYAH TAHIR BATTLES,
    Defendant - Appellant.
    Appeal from the United States District Court
    for the Western District of Oklahoma
    (D.C. No. 5:11-CR-00354-D-1)
    Bill Zuhdi, Bill Zuhdi Attorney at Law, P.C., Oklahoma City, Oklahoma, for
    Defendant-Appellant.
    Scott E. Williams, Assistant United States Attorney (Sanford C. Coats, United
    States Attorney, and Steven W. Creager, Special Assistant United States Attorney,
    with him on the brief), Oklahoma City, Oklahoma, for Plaintiff-Appellee.
    Before HARTZ, O’BRIEN, and HOLMES, Circuit Judges.
    HOLMES, Circuit Judge.
    After a jury trial, Safiyyah Tahir Battles was convicted of one count of wire
    fraud, in violation of 18 U.S.C. § 1343, and one count of money laundering, in
    violation of 18 U.S.C. § 1957(a). Ms. Battles was sentenced to thirty months in
    prison, followed by two years of supervised release. The district court also
    ordered her to make restitution to the victim of her crimes. Ms. Battles now
    appeals her convictions and sentence on numerous grounds. Exercising
    jurisdiction under 28 U.S.C. § 1291, we dismiss in part and affirm in part.
    I
    A
    Ms. Battles is a former employee of T&T Realty, a real-estate firm owned
    by her mother. When she built a home in 2006 at 5404 North Lottie Avenue in
    Oklahoma City, Oklahoma (“the North Lottie residence”), she acted as the
    project’s general contractor. To finance construction of the residence, Ms. Battles
    obtained two loans totaling $377,400 from First Security Bank.
    In 2007, Ms. Battles decided to refinance the North Lottie residence. She
    submitted a uniform residential loan application to Saxon Mortgage, Inc.
    (“Saxon”), but Saxon’s automated system rejected the application because her
    debt-to-income ratio (116%) was too high. Consequently, Ms. Battles reapplied
    for credit through Saxon’s “Score Plus” program, which required her to submit
    twelve months’ worth of bank statements, as well as information concerning her
    gross monthly income and assets. Among other things, Ms. Battles claimed a
    gross monthly income of $28,723.16 and a First Security Bank account containing
    $165,907.70. Saxon approved her application for a $500,000 loan shortly
    thereafter. But, as it turned out, Saxon’s decision was based on a distorted
    2
    picture of Ms. Battles’s financial status. Ms. Battles’s 2007 federal income tax
    return revealed that her adjusted gross annual income was $14,346—a far cry
    from the $344,677.92 extrapolated from the figures on her loan application.
    Similarly, the balance in her bank account on the loan’s closing day was less than
    $1000. It subsequently came to light that Ms. Battles had falsified bank
    statements to inflate her income and improve her chances of qualifying for a loan.
    Before the loan proceeds were disbursed, a closing company prepared a
    settlement statement which specified that a local builder named Emmitt Wisby
    would receive $102,630.01 and Ms. Battles would receive $2000. The closing
    company gave Mr. Wisby’s check to Ms. Battles on May 9, 2007 with the
    understanding that she would deliver it to Mr. Wisby. Instead, Ms. Battles
    immediately deposited the funds into her First Security Bank account. The check
    was made payable to “Emmitt Whisby” and bore what appeared to be the
    respective endorsements of Mr. Wisby and Ms. Battles. However, Mr. Wisby
    later stated under oath that he had never seen—and had certainly never
    signed—the check.
    Ms. Battles quickly dissipated the proceeds of the loan; between May 11
    and 21, 2007, she wrote checks totaling $47,700 to family members. She made no
    mortgage payments on the North Lottie residence after July 31, 2007. When the
    property fell to foreclosure at the end of 2007, the outstanding loan balance was
    $499,902.34. And, though Ms. Battles eventually sold the North Lottie residence
    3
    for $173,000, Saxon nonetheless sustained a significant loss from having funded
    the loan.
    B
    On November 15, 2011, a grand jury returned a three-count indictment
    charging Ms. Battles with (1) making a false statement to a financial institution,
    in violation of 18 U.S.C. § 1014 (Count I); (2) committing wire fraud, in violation
    of 18 U.S.C. § 1343 (Count II); and (3) laundering money, in violation of 18
    U.S.C. § 1957(a) (Count III). Ms. Battles exercised her right to a jury trial, which
    commenced on June 14, 2012. The jury returned a verdict of guilty on Counts II
    and III of the indictment on June 21, 2012, but failed to reach a verdict on Count
    I. As a result, the district court declared a mistrial on Count I and subsequently
    granted the government’s unopposed motion to dismiss that count without
    prejudice.
    Following Ms. Battles’s trial, a representative of the United States
    Probation Office prepared a Presentence Investigation Report. See Aplt. App.,
    Vol. I, at 103A (Presentence Investigation Report, filed Oct. 29, 2012)
    [hereinafter, “PSR”]. 1 The probation officer held Ms. Battles responsible for a
    total loss of $630,981.29 and determined that Saxon’s share of that loss for the
    North Lottie residence was $326,902.34. The remainder of the loss was attributed
    1
    The Probation Office used the 2011 version of the United States
    Sentencing Guidelines Manual (“U.S.S.G.” or “the Guidelines”), and so do we.
    4
    to loans associated with six other Oklahoma City properties. According to the
    probation officer, Ms. Battles had fraudulently “obtain[ed] excessive proceeds
    from the closing of the homes” and “either kept the proceeds . . . or funneled”
    them through other entities—namely, M&N Remodeling (“M&N”), a business she
    and her sister operated in 2005 and 2006. PSR, ¶ 12, at 6; see, e.g., 
    id., ¶ 24,
    at 9
    (“Investigators later learned that the sale price of [3128 Dentwood Terrace] was
    inflated in an effort to funnel the money that was to go to [M&N] for alleged
    repairs to [Ms.] Battles.”).
    Relying on U.S.S.G. § 2B1.1, and grouping Counts II and III in accordance
    with U.S.S.G. § 3D1.2, the probation officer set Ms. Battles’s base offense level
    at 7 and added fourteen levels based on the total loss amount. See U.S.S.G.
    § 2B1.1(b)(1)(H) (loss between $400,000 and $1,000,000). Then, because Ms.
    Battles was convicted of violating 18 U.S.C. § 1957, the probation officer
    assessed an additional offense level. See U.S.S.G. § 2S1.1(b)(2)(A). Ms. Battles
    received no acceptance-of-responsibility adjustment. See PSR, ¶ 41, at 12 (“[Ms.
    Battles] proceeded to trial and . . . never admitted to the illegal conduct in this
    case.”). The PSR thus assigned to Ms. Battles a total offense level of 22 and a
    criminal history category of I, computing an advisory Guidelines range of forty-
    one to fifty-one months. 2 Pursuant to the Mandatory Victims Restitution Act
    2
    Ms. Battles’s advisory Guidelines range fell well below the statutory
    (continued...)
    5
    (“MVRA”), 18 U.S.C. § 3663A, the probation officer also recommended that Ms.
    Battles be ordered to make restitution to “Saxon Securitization Trust 2007-3 c/o
    Christine Hill” in the amount of $326,902.34. PSR, ¶ 108, at 23. Ms. Battles
    lodged several objections to the PSR and moved for both a downward departure
    and a downward variance. 3
    On February 1, 2013, Ms. Battles appeared for sentencing and presented the
    testimony of her aunt and Federal Bureau of Investigation case agent Timothy
    Schmitz. She also introduced several M&N business documents in an effort to
    legitimize that enterprise 4 and prove that her involvement therein was not
    “relevant conduct” for purposes of her sentence. See generally U.S.S.G. § 1B1.3
    (explicating the sentencing concept of “relevant conduct”). After considering the
    foregoing evidence, the district court denied Ms. Battles’s request for a departure.
    However, the district court did grant a downward variance, noting that such a
    dispensation would “at least mitigate the impact of [Ms. Battles’s] incarceration
    on her children” and would not otherwise contravene the sentencing goals listed
    2
    (...continued)
    maximum sentences available for her offenses of conviction: twenty years for
    Count II, 18 U.S.C. § 1343, and ten years for Count III, 
    id. § 1957(b)(1).
          3
    Ms. Battles also filed a pro se motion for a new trial on January 8,
    2013, which was ordered stricken from the record because she was represented by
    counsel.
    4
    A recurring theme throughout Ms. Battles’s trial was that M&N was
    a “shell company” used to perpetrate mortgage fraud.
    6
    in 18 U.S.C. § 3553(a). Aplt. App., Vol. VI, at 1123. The district court
    ultimately sentenced Ms. Battles to serve thirty months in the Federal Bureau of
    Prisons on Counts II and III (set to run concurrently), followed by two years of
    supervised release. In addition, the court adopted the PSR’s recommendation
    regarding restitution. Final judgment entered on February 1, 2013, and Ms.
    Battles filed her notice of appeal from this judgment on February 12, 2013. 5
    On March 22, 2013, during the pendency of this appeal, Ms. Battles moved
    for a new trial 6 pursuant to Federal Rule of Criminal Procedure 33. In her
    motion, Ms. Battles alleged that she learned from post-trial discussions with her
    mother “that evidence existed [that] she was not provided.” 
    Id., Vol. II,
    at 148
    (Def.’s Am. Mot. for New Trial, filed Mar. 22, 2013). More specifically, she
    referenced approximately 200 pages of documentary evidence subpoenaed from
    5
    Because timing is critical to the resolution of Ms. Battles’s first
    claim (as discussed infra), we find it prudent to mention that she framed her
    appeal as one “from the final judgment entered in this action on the 1st day of
    February, 2012.” United States v. Battles, Dist. Ct. No. 5:11-CR-00354-D-1,
    Doc. 163, at 1 (Notice of Appeal, filed Feb. 12, 2013) (emphasis added). The
    record makes clear that this aberrant date is a typographical error. 
    Id., Doc. 161,
    at 1 (J. in Criminal Case, filed Feb. 5, 2013) (specifying “February 1, 2013” as
    the “Date of Imposition of Judgment”).
    6
    This was the third such motion filed by Ms. Battles. The first, as
    
    noted supra
    , was ordered stricken as an improper pro se filing. The second, filed
    March 1, 2013, was also ordered stricken for failure to comply with the Local
    Rules of the Western District of Oklahoma.
    7
    Stephen Jones, her mother’s attorney 7: these documents consisted of (1) receipts
    from M&N; and (2) reports from interviews of customers of Lending Leaders, her
    sister’s brokerage firm. Ms. Battles first came into physical possession of these
    documents at some point after July 12, 2012 (i.e., three weeks after trial) by
    reviewing files at Mr. Jones’s office. See United States v. Battles, Dist. Ct. No.
    5:11-CR-00354-D-1, Doc. 177-2, at 1 (Ex. 2 to Def.’s Am. Mot. for New Trial,
    dated July 12, 2012) (email from Mr. Jones’s office authorizing file review); see
    also 
    id., Doc. 177-3,
    at 1 (Ex. 3 to Def.’s Am. Mot. for New Trial, dated July 18,
    2012) (email from Ms. Battles’s trial counsel claiming “no recollection of
    receiving any receipts of anything pertaining to [M&N] from the government”).
    Ms. Battles argued that the documents constituted Brady material 8 and that the
    government’s failure to furnish them prior to trial infringed upon her
    constitutional rights.
    7
    Mr. Jones initially represented Ms. Battles in a civil lawsuit filed by
    First Security Bank. See Aplt. App., Vol. II, at 178 (Attach. 1 to Resp. to Mot.
    for New Trial, dated June 25, 2009) (reflecting Mr. Jones’s entry of appearance
    on behalf of Ms. Battles). However, he “ultimately withdrew as Ms. Battles’s
    counsel in light of his representation of her mother, who was indicted on July 21,
    2010.” 
    Id. at 168
    (Resp. to Mot. for New Trial, filed Apr. 12, 2013).
    8
    Under Brady v. Maryland, “the suppression by the prosecution of
    evidence favorable to an accused upon request violates due process where the
    evidence is material either to guilt or to punishment, irrespective of the good faith
    or bad faith of the prosecution.” 
    373 U.S. 83
    , 87 (1963). A Brady violation
    occurs when “(1) the prosecution suppressed evidence; (2) the evidence was
    favorable to the accused; and (3) the evidence was material to the defense.”
    Hooks v. Workman, 
    689 F.3d 1148
    , 1179 (10th Cir. 2012) (internal quotation
    marks omitted).
    8
    As further justification for a new trial, Ms. Battles asserted that she did not
    discover the identity of her victim until she examined the PSR. She noted that
    while “[t]he jury was told the victim was Saxon Mortgage . . . , the [PSR]
    identified a different victim”—Saxon Securitization Trust. Aplt. App., Vol. II, at
    160. And, though she conceded that this purported new evidence was not Brady
    material, she insisted that her constitutional rights had been violated because she
    did not have “the opportunity to cross-examine at trial Saxon Securit[i]zation.”
    
    Id. In an
    order filed October 15, 2013, the district court rejected both of Ms.
    Battles’s asserted grounds for relief and declined to hold an evidentiary hearing
    because “[her] allegations, accepted as true, [were] insufficient to warrant a new
    trial.” Aplee. Supp. to Supp. App. at 5 (Order Den. Def.’s Am. Mot. for New
    Trial, filed Oct. 15, 2013). In reaching this conclusion, the court determined that
    the victim-identity evidence “would not have produced an acquittal of any
    charge,” 
    id., and that
    none of Ms. Battles’s averments regarding the M&N
    receipts or interview reports demonstrated the suppression of favorable, material
    evidence. The district court’s order denying Ms. Battles’s motion for a new trial
    is the final docket entry on the court’s record.
    II
    On appeal, Ms. Battles raises seven claims: (1) the government suppressed
    evidence that was favorable and material to her defense; (2) the district court
    9
    erred by admitting testimony of a witness who intimated that Ms. Battles had
    destroyed documents; (3) there was insufficient evidence produced at trial to
    support her convictions; (4) she received ineffective assistance of trial counsel;
    (5) the district court erred by failing to grant a two-level sentence reduction for
    acceptance of responsibility; (6) the district court imposed a legally infirm
    restitution order; and (7) cumulative error deprived her of a fair trial and a
    reliable sentence. We address each of these arguments in turn, and for the
    reasons explicated below, dismiss in part and affirm in part.
    A
    We first turn to Ms. Battles’s contention that the government committed
    two discrete Brady violations. As 
    noted supra
    , Ms. Battles offered an array of
    M&N receipts and invoices at her sentencing hearing in order to prove that her
    conduct—at least insofar as it related to M&N—was not fraudulent. Ms. Battles
    now claims that the government suppressed the M&N documents and that the
    information contained therein would have been favorable and material to her trial
    defense. In addition, she alleges that the government suppressed an IRS interview
    report in which Daphne Dukes, a former Lending Leaders customer, alluded to
    fraud taking place at that firm. Ms. Battles argues that this report “would have
    been critical” to her defense, for if she had known of its existence, she would
    have called Ms. Dukes as a witness at trial or used the report to impeach other
    witness testimony. Aplt. Opening Br. at 36.
    10
    The government urges us to review Ms. Battles’s Brady claim for plain
    error and takes the position that Ms. Battles has forfeited this claim. 9
    Specifically, the government contends that plain-error review is appropriate
    because
    [Ms. Battles] was aware of the facts supporting her Brady
    contentions in mid-2012 but chose not to bring them to the
    attention of the district court until more than a month after filing
    a notice of appeal. At that point, the district court had lost
    jurisdiction to grant her motion for [a] new trial. Her tardy filing
    deprived this Court of the district court’s consideration of the
    factual and legal issues surrounding her Brady allegations.
    Aplee. Br. at 12–13 (citation omitted).
    In arguing for plain-error review, the government intimates that Ms. Battles
    may have had access before trial—i.e., “in mid-2012”—to the M&N documents
    and to Lending Leaders witnesses (though not the specific interview report of Ms.
    Dukes) and that the information gleaned from this access could have permitted
    9
    Ordinarily, when a defendant forfeits a claim by failing to raise it
    before the district court, we apply plain-error review. See, e.g., Richison v.
    Ernest Grp., Inc., 
    634 F.3d 1123
    , 1128 (10th Cir. 2011) (“[W]e will entertain
    forfeited theories on appeal, but we will reverse a district court’s judgment on the
    basis of a forfeited theory only if failing to do so would entrench a plainly
    erroneous result.”). A defendant may obtain relief under the plain-error doctrine
    if he can “show: (1) an error, (2) that is plain, which means clear or obvious
    under current law, and (3) that affects substantial rights. If he satisfies these
    criteria, this Court may exercise discretion to correct the error if it seriously
    affects the fairness, integrity, or public reputation of judicial proceedings.”
    United States v. Goode, 
    483 F.3d 676
    , 681 (10th Cir. 2007) (internal quotation
    marks omitted).
    11
    Ms. Battles to raise before the district court the substance of the challenge that
    she presents here; yet, she delayed asserting any argument implicating Brady until
    after she filed her notice of appeal. If the government’s intimations were true, its
    argument for plain-error review might have some arguable heft.
    Because Brady is a trial right, at least in the sense that the materiality of
    any suppressed evidence is evaluated as of the time of trial, see, e.g., Browning v.
    Trammell, 
    717 F.3d 1092
    , 1104 (10th Cir. 2013) (“In the Brady context, however,
    it is inappropriate to consider evidence developed post-verdict. To do otherwise
    would contradict Supreme Court cases applying Brady by analyzing how withheld
    evidence might have affected the jury in light of all other evidence it heard.”);
    Smith v. Sec’y of N.M. Dep’t of Corr., 
    50 F.3d 801
    , 823 (10th Cir. 1995) (“The
    essence of the Brady rule is the proposition that nondisclosure of material
    exculpatory evidence violates a defendant’s due process right to a fair trial.”), if
    Ms. Battles had obtained the information upon which she presently grounds her
    Brady claim before the trial commenced (or, indeed, sometime before the trial
    ended), she would have been obliged to voice her concerns about that potentially
    suppressed information then. Compare United States v. Warhop, 
    732 F.2d 775
    ,
    777 (10th Cir. 1984) (“While we strongly disapprove of delayed disclosure of
    Brady materials, that alone is not always grounds for reversal. ‘As long as
    ultimate disclosure is made before it is too late for the defendant[ ] to make use of
    any benefits of the evidence, Due Process is satisfied.’” (alteration in original)
    12
    (quoting United States v. Ziperstein, 
    601 F.2d 281
    , 291 (7th Cir. 1979))), with
    United States v. Scarborough, 
    128 F.3d 1373
    , 1376 (10th Cir. 1997) (holding that
    “revelation of exculpatory material just prior to the end of trial,” which led “the
    defense [to] move[] to dismiss the case . . . for violating [Brady],” did not warrant
    reversal when, “[f]ollowing the recess, defense counsel extensively cross-
    examined [the witness possessing the purportedly exculpatory information]
    regarding the tardily-disclosed evidence . . . [and] used the exculpatory material
    to strong effect in his closing argument”). In such a circumstance, Ms. Battles’s
    failure to expressly signal her unlawful-suppression concerns ordinarily would be
    deemed a forfeiture, and on appeal her Brady claim would be subject to plain-
    error review.
    However, Ms. Battles vigorously contends that there is no such basis for
    application of plain-error review here: specifically, Ms. Battles contends that she
    did not possess adequate information to lodge her current Brady claim until after
    trial. In the context of ruling on Ms. Battles’s motion for new trial, the district
    court did not conduct an evidentiary hearing to resolve the parties’ factual dispute
    about when Ms. Battles acquired the information upon which she rests her Brady
    claim. In declining to do so, the district court said that it would accept Ms.
    Battles’s factual allegations as true. It goes without saying that we are not
    equipped to resolve such factual disputes. Therefore, we also accept as true Ms.
    Battles’s factual allegations about when she possessed the information upon
    13
    which she predicates her current Brady claim.
    Accordingly, our focus in analyzing the question of Ms. Battles’s
    preservation of her Brady claim is not the time of trial itself but, rather, the period
    after trial. Through that post-trial lens, it is evident that plain-error review is not
    appropriate here because upon learning after trial of the information upon which
    she rests her current Brady claim, Ms. Battles timely filed a motion for new trial
    based on newly discovered evidence. See Fed. R. Crim. P. 33(b)(1) (noting that a
    “motion for a new trial grounded on newly discovered evidence must be filed
    within 3 years after the verdict or finding of guilty”).
    Ms. Battles, however, faces a problem much more severe than having to
    “successfully run the gauntlet created by our rigorous plain-error standard of
    review,” United States v. McGehee, 
    672 F.3d 860
    , 876 (10th Cir. 2012), because
    our post-trial focus has led us to seriously question whether we have jurisdiction
    to consider the portion of Ms. Battles’s appeal relating to her Brady claim. It is
    axiomatic that we are obliged to independently inquire into the propriety of our
    jurisdiction. See, e.g., United States v. Torres, 
    372 F.3d 1159
    , 1161 (10th Cir.
    2004) (“Although the government has not challenged our jurisdiction to hear this
    appeal, ‘it is the duty of the federal court to determine the matter sua sponte.’”
    (quoting Basso v. Utah Power & Light Co., 
    495 F.2d 906
    , 909 (10th Cir. 1974)));
    accord Kalson v. Paterson, 
    542 F.3d 281
    , 286 n.10 (2d Cir. 2008) (“The fact that
    neither party raised a jurisdictional issue on appeal is of no matter; we are
    14
    obligated to determine whether jurisdiction exists nostra sponte.”); see also
    Morgan v. McCotter, 
    365 F.3d 882
    , 887 (10th Cir. 2004) (“Because the question
    of justiciability implicates this court’s jurisdiction, even if neither party, nor the
    district court, raised the issue, it is our duty to undertake an independent
    examination to determine whether the dispute, as framed by the parties, presents a
    justiciable controversy.”). Having conducted such an inquiry, we conclude that
    we do not have jurisdiction to address Ms. Battles’s Brady claim in the context of
    this appeal.
    Because the timing of procedural events demonstrates the jurisdictional
    Achilles’s heel of Ms. Battles’s Brady claim, we return briefly to the pertinent
    procedural history. Ms. Battles filed her notice of appeal on February 12, 2013,
    seeking to appeal from the district court’s judgment and sentence. On March 22,
    2013, she filed her motion for a new trial. 10 In that motion, for the first time, Ms.
    10
    If Ms. Battles had filed her motion for a new trial within the
    fourteen-day time period prescribed for filing notices of appeal in criminal cases,
    the procedural landscape would have looked very different. As a result of doing
    so, Ms. Battles’s February 12, 2013, notice of appeal would not have “become[]
    effective,” Fed. R. App. P. 4(b)(3)(B), until after “the entry of the order
    disposing” of the motion for new trial, 
    id. § 4(b)(3)(B)(i);
    that notice of appeal
    would have been “effective—without amendment—to appeal from,” 
    id. § 4(b)(3)(C),
    the district court’s motion-for-new-trial order. See Trenkler v. United
    States, 
    268 F.3d 16
    , 21 (1st Cir. 2001) (“Rule 4(b) thus effectively incorporates
    Rule 33 motions into the process of direct appeal, but only when they are filed
    within [the rule-prescribed period to appeal from] entry of the judgment of
    conviction. The lack of any analogous provisions to so incorporate motions based
    on newly discovered evidence and filed outside the [rule’s] period strongly
    (continued...)
    15
    Battles asserted a Brady violation. On July 23, 2013, while awaiting the district
    court’s ruling on that motion, she filed her opening brief—raising, in substance,
    the same Brady claim in our court.
    When the district court denied Ms. Battles’s motion for a new trial on
    October 15, 2013, it properly noted that even if relief on the motion were
    warranted, the court would not be situated to grant it, unless Ms. Battles sought,
    and then we granted, a remand. See Fed. R. Crim. P. 33(b)(1); see also United
    States v. Varah, 
    952 F.2d 1181
    , 1182 (10th Cir. 1991) (per curiam) (establishing
    that after an appeal has been filed, the district court may either deny a Rule 33
    motion on the merits “or certify to the court of appeals its intention to grant the
    motion”); United States v. Palmer, 
    766 F.2d 1441
    , 1445 (10th Cir. 1985) (noting
    that “Rule 33 only deprives the district court of jurisdiction to grant a motion for
    a new trial during the pendency of an appeal”). Nevertheless, the court proceeded
    to evaluate the merits of Ms. Battles’s Brady claim, and it concluded that the
    claim did not provide a basis for a new trial.
    The written order denying Ms. Battles’s motion for a new trial constituted a
    final decision which adjudicated Ms. Battles’s Brady claim. Significantly, apart
    from this order, there was no other district court ruling on Ms. Battles’s Brady
    10
    (...continued)
    suggests that such motions are not properly considered part of the direct appeal.”
    (emphasis added)); accord United States v. Salem, 
    578 F.3d 682
    , 685 n.2 (7th Cir.
    2009).
    16
    claim. Thus, the denial of her new-trial motion is the only order that could serve
    as a predicate for our review of Ms. Battles’s Brady claim. Yet, Ms. Battles did
    not file a formal notice of appeal in the district court to challenge the court’s
    motion-for-new-trial ruling within the fourteen-day time frame prescribed by
    Federal Rule of Appellate Procedure 4(b)(1)(A). Cf. Fed. R. App. P. 3(a)(1) (“An
    appeal permitted by law as of right from a district court to a court of appeals may
    be taken only by filing a notice of appeal with the district clerk within the time
    allowed by Rule 4.” (emphasis added)); Garcia v. Regents of Univ. of Cal., 
    737 F.2d 889
    , 890 (10th Cir. 1984) (per curiam) (“If the trial court denies the motion
    for new trial, it can do so without a remand from this court and appeal may be
    taken therefrom and consolidated with the original appeal if still pending.”
    (emphasis added)). Nor did Ms. Battles file any other document in the district
    court or in this court within that fourteen-day time frame that could be construed
    as the functional equivalent of a notice of appeal. See, e.g., Smith v. Barry, 
    502 U.S. 244
    , 248–49 (1992) (“If a document filed within the time specified by Rule 4
    gives the notice required by Rule 3, it is effective as a notice of appeal.”); accord
    Nolan v. U.S. Dep’t of Justice, 
    973 F.2d 843
    , 846 (10th Cir. 1992); Dupree v.
    United Parcel Serv., Inc., 
    956 F.2d 219
    , 220 n.1 (10th Cir. 1992).
    To be sure, Ms. Battles did file a notice of appeal in this case, and, as the
    Supreme Court instructs, “[t]he filing of a notice of appeal is an event of
    jurisdictional significance [that] confers jurisdiction on the court of appeals and
    17
    divests the district court of its control over those aspects of the case involved in
    the appeal.” Griggs v. Provident Consumer Disc. Co., 
    459 U.S. 56
    , 58 (1982)
    (per curiam) (emphasis added); see 16A Charles A. Wright et al., Federal
    Practice and Procedure § 3949.1, at 51 (4th ed. 2008) (“The key point is that
    once jurisdiction passes to the court of appeals, the district court generally lacks
    power to act with respect to matters encompassed within the appeal . . . .”
    (footnote omitted)). But the problem for Ms. Battles is that the district court’s
    ruling on the motion for a new trial was never involved in—i.e., within the scope
    of—her notice of appeal.
    By its terms, that notice evinced Ms. Battles’s objection to “the final
    judgment entered . . . on the 1st day of February, 201[3].” United States v.
    Battles, Dist. Ct. No. 5:11-CR-00354-D-1, Doc. 163, at 1. As such, within the
    scope of that notice were all matters related to Ms. Battles’s conviction and
    sentence that occurred prior to the entry of the judgment. See, e.g., McBride v.
    CITGO Petroleum Corp., 
    281 F.3d 1099
    , 1104 (10th Cir. 2002) (“[W]e have held
    that a notice of appeal which names the final judgment is sufficient to support
    review of all earlier orders that merge in the final judgment.”); accord
    Montgomery v. City of Ardmore, 
    365 F.3d 926
    , 934 (10th Cir. 2004); Ashley
    Creek Phosphate Co. v. Chevron USA, Inc., 
    315 F.3d 1245
    , 1262 (10th Cir. 2003).
    However, as we know, the district court’s motion-for-new-trial order—which
    adjudicated Ms. Battles’s Brady claim—was filed over eight months after entry of
    18
    the judgment. Therefore, we could hardly conclude that Ms. Battles’s notice of
    appeal attacking the district court’s February 1, 2013, judgment included within
    its scope that court’s subsequently filed motion-for-new-trial order, which did not
    actually exist at the time the judgment was entered. 11
    Similarly, “[a]lthough an appellate brief may serve as a functional
    equivalent of a notice of appeal” under certain circumstances, 
    Nolan, 973 F.2d at 846
    , and Ms. Battles’s opening brief did ostensibly present her Brady claim to our
    court, it could not serve as the functional equivalent of a notice of appeal from
    the district court’s motion-for-new-trial ruling (which adjudicated Ms. Battles’s
    Brady claim). Most saliently, that brief could not do so because it did not
    “designate” the district court’s motion-for-new-trial order as the order challenged.
    11
    After oral argument, Ms. Battles filed a notice of supplemental
    authority to support her view that “Appellant’s Motion for New Trial and the
    district court’s denial of the motion (as recognized by the government in the
    Motion to Supplement and the order granting the Motion to Supplement) has
    caused her New Trial Motion to become a collateral part of her direct appeal.”
    United States v. Battles, No. 13-6035, Supp. Letter, at 2 (10th Cir., filed Jan. 30,
    2014). For this proposition, she relies upon LeBere v. Abbott, 
    732 F.3d 1224
    (10th Cir. 2013). Ms. Battles urges that LeBere controls because “while his direct
    appeal was pending, LeBere filed a motion for new trial which became a
    collateral part of his direct appeal.” Supp. 
    Letter, supra, at 2
    . Ms. Battles’s
    reliance on LeBere, however, is misplaced. First, the LeBere case itself did not
    involve Mr. LeBere’s direct appeal; the case was a habeas proceeding in which
    Mr. LeBere collaterally attacked his state-court judgment. Second, in the passage
    of LeBere which forms the basis for Ms. Battles’s argument, we were discussing
    the operation of state law (as opposed to federal law) as it relates to motions for
    new trial and direct appeals. 
    See 732 F.3d at 1230
    –31 (discussing Colorado’s
    procedural bar). For both of these reasons, LeBere is irrelevant to the
    determination of Ms. Battles’s federal direct appeal.
    19
    Fed. R. App. P. 3(c)(1)(B) (noting that a “notice of appeal must . . . designate the
    judgment, order, or part thereof being appealed”); see 
    Smith, 502 U.S. at 249
    (“They [i.e., the federal rules] do not preclude an appellate court from treating a
    filing styled as a brief as a notice of appeal, however, if the filing is timely under
    Rule 4 and conveys the information required by Rule 3(c).” (emphases added)).
    Indeed, it would not have been possible for Ms. Battles to designate the district
    court’s motion-for-new-trial order in her opening brief, because on the date she
    filed her brief—July 23, 2013—the district court’s motion-for-new-trial order had
    not been issued. Cf. Laurino v. Tate, 
    220 F.3d 1213
    , 1219 (10th Cir. 2000)
    (concluding that we lacked jurisdiction over the district court’s amended
    judgment granting sanctions because “[a]t the time the notice of appeal in this
    case was filed, . . . defendants’ motion seeking to amend the judgment to award
    Rule 11 sanctions to them had been filed but not decided” and, after the motion
    was decided, the litigant suffering the sanctions “failed to file an amended notice
    of appeal from the district court’s amended judgment”). Ms. Battles could hardly
    have sought our appellate review of a district court order that did not exist. Cf.
    McClendon v. City of Albuquerque, 
    630 F.3d 1288
    , 1292 (10th Cir. 2011) (“When
    it comes to when federal appellate courts may take a case, Congress has said that
    we may usually hear appeals only from ‘final decisions of the district courts of
    the United States.’” (quoting 28 U.S.C. § 1291)).
    In sum, the sole district court order that adjudicated Ms. Battles’s Brady
    20
    claim was the order denying Ms. Battles’s motion for a new trial. This order was
    issued after the district court’s final judgment was entered and after Ms. Battles
    filed her formal notice of appeal challenging that judgment (i.e., challenging her
    conviction and sentence). We can find no evidence in the record that, after the
    district court issued its motion-for-new-trial order, Ms. Battles sought within the
    fourteen-day period prescribed by the federal rules to file a new notice of appeal
    to challenge that order.
    Furthermore, we conclude that Ms. Battles’s formal notice of appeal (filed
    on February 12, 2013) cannot be construed to include within its scope the district
    court’s motion-for-new-trial order (subsequently filed on October 15, 2013), and
    we conclude that Ms. Battles’s opening brief purporting to present her Brady
    claim before the district court issued its motion-for-new-trial order does not
    constitute the functional equivalent of a notice of appeal from that order.
    Accordingly, we conclude that there is no jurisdictional basis for us to review the
    portion of Ms. Battles’s appeal relating to her Brady claim—that is, we lack
    jurisdiction over that portion of her appeal.
    We find support for our conclusion in the Seventh Circuit’s analysis in
    United States v. Harvey, 
    959 F.2d 1371
    (7th Cir. 1992). Harvey’s procedural
    circumstances are on all fours with Ms. Battles’s: the defendant filed a Rule 33
    motion “[s]ometime after” filing his timely notice of appeal and subsequently
    sought to attack the district court’s denial of that motion on direct appeal. 
    959 21 F.2d at 1377
    . However (and, for our purposes, most notably), he never filed an
    independent notice of appeal from that decision. The Seventh Circuit determined
    that the defendant’s procedural choice divested it of jurisdiction to review any
    claim raised in the Rule 33 motion, holding that
    [w]hen a district court denies a motion for new trial while an
    appeal from the underlying judgment is pending, a separate,
    timely notice of appeal “is a jurisdictional predicate to appellate
    review” of the denial of the new trial motion. Because Harvey
    never filed a notice of appeal from the district court’s decision to
    deny his new trial motion, we have no power to review that
    decision.
    
    Id. (citation omitted)
    (quoting United States v. Douglas, 
    874 F.2d 1145
    , 1162 (7th
    Cir. 1989)); accord 
    Salem, 578 F.3d at 685
    n.2.
    The reasoning of Harvey is cogent and applicable here. 12 Ms. Battles could
    not rest her assertion of our jurisdiction over her Brady claim on her notice of
    12
    We also find both informative and persuasive the related analyses of
    several of our sister circuits. See Johnson v. United States, 
    246 F.3d 655
    , 659
    (6th Cir. 2001) (“[I]f a Rule 33 motion based on new evidence is filed later than
    [the rule-prescribed period] after the entry of the judgment, a defendant wishing
    to appeal the denial of the Rule 33 motion must file a second notice of appeal,
    even if the first appeal of right is still pending.”); see also United States v. Ronda,
    
    455 F.3d 1273
    , 1304 n.43 (11th Cir. 2006) (“[A]t the time Appellants sought
    relief under Blakely, they had already filed notices of appeal of their convictions
    and sentences. As such, the district court did not have jurisdiction to consider
    those issues . . . .” (emphasis added)); United States v. Casas, 
    999 F.2d 1225
    ,
    1231–32 (8th Cir. 1993) (accepting the government’s argument that “[the] notice
    of appeal serves only to preserve the defendants’ right to appeal their convictions
    and sentences” and concluding that “[b]ecause defendants failed to file a notice of
    appeal from the [post-conviction, post-sentencing] forfeiture judgments, we have
    no jurisdiction to consider their challenges to those judgments”).
    22
    appeal from the criminal judgment filed on February 12, 2013, because the sole
    order that the district court issued adjudicating her Brady claim was the court’s
    motion-for-new-trial order, which was issued over eight months after Ms. Battles
    filed her notice of appeal. As in Harvey, Ms. Battles had to undertake an
    independent and distinct appellate response within the fourteen-day time frame
    prescribed in the federal rules to this motion-for-new-trial order, by filing a
    separate notice of appeal from that final decision. 13 Alas, for Ms. Battles, she
    13
    We acknowledge that some of our sister circuits have not gone the
    direction of Harvey and have concluded that a second notice of appeal is not
    required from a district court’s denial of a motion for a new trial. The Ninth
    Circuit reached this conclusion without providing any meaningful analysis. See
    United States v. Davis, 
    960 F.2d 820
    , 824 (9th Cir. 1992). The Fifth Circuit
    relied in part on the fact that the appellant’s opening brief—which addressed the
    district court’s denial of the motion for new trial—could be deemed the functional
    equivalent of a notice of appeal. See United States v. Burns, 
    668 F.2d 855
    , 858
    (5th Cir. 1982). We, of course, have expressly determined that Ms. Battles’s
    opening brief could not be viewed as the functional equivalent of a notice of
    appeal. Therefore, this “functional-equivalent” rationale of the Fifth Circuit is
    inapposite. To be sure, along with the Third Circuit, see United States v.
    Thornton, 
    1 F.3d 149
    , 157–58 (3d Cir. 1993), the Fifth Circuit in Burns has
    reasoned that no second appeal from the denial of a motion for new trial should
    be required where the parties have “thoroughly briefed” the motion-for-new-trial
    issues and there has been no “showing of prejudice against the government,”
    
    Burns, 668 F.3d at 858
    ; see also United States v. Wilson, 
    894 F.2d 1245
    , 1252
    (11th Cir. 1990) (“Because the government was not prejudiced in this case by
    [defendants’] failure to file a separate notice of appeal from the district court’s
    denial of their new trial motion, they may also challenge the district court’s post-
    trial rulings on appeal.”). However, we decline to follow these courts that rely
    upon adequate briefing and the absence of a showing of prejudice. The reasoning
    of Harvey comports well with the approach that we have taken in the civil context
    regarding an analogous situation—viz., a district court ruling on a discrete issue
    while the original appeal was pending. See 
    Laurino, 220 F.3d at 1219
    .
    (continued...)
    23
    failed to do so.
    For the foregoing reasons, then, we conclude that there is no jurisdictional
    basis for us to review the portion of Ms. Battles’s appeal relating to her Brady
    claim—viz., we lack jurisdiction over that portion of her appeal. Therefore, we
    13
    (...continued)
    Furthermore, in a per curiam opinion, we endeavored in Garcia “to set forth
    definitively the proper procedures to be followed in both civil and criminal cases
    when a party whose appeal is pending seeks to raise issues appropriately first
    raised by a Rule 60(b) motion as well as under Rule 
    33.” 737 F.2d at 890
    . And,
    regarding the criminal context, we concluded that “[i]f the trial court denies the
    motion for a new trial, it can do so without a remand from this court, and appeal
    may be taken from the denial of that motion and consolidated with this case
    currently pending before this court.” 
    Id. Although the
    Garcia court did not
    elaborate on this procedural proposition, the plain terms of the opinion clearly
    seemed to contemplate that there would be a discrete, separate appeal regarding
    the motion-for-new-trial issue that would be consolidated with the previously
    filed appeal in the case. Cf. Webster’s Third New International Dictionary 484
    (2002) (defining “consolidate” to mean, inter alia, “to join in or cause to proceed
    as a single action—used of causes of action or of actions started separately”
    (emphasis added)). Lastly, even if our precedent did not clearly lead us to
    endorse Harvey’s approach, we would be disinclined to allow the propriety of our
    exercise of jurisdiction over a district court’s motion-for-new-trial ruling to turn
    on factors as variable as the quality of the parties’ briefing or the adequacy of the
    government’s showing of prejudice in a given case. Our exercise of jurisdiction
    in such circumstances would almost ineluctably become uncertain and lacking in
    uniformity. See Co. X v. United States (In re Grand Jury Proceedings), 
    835 F.2d 237
    , 239 (10th Cir. 1987) (per curiam) (“[I]n matters relating to appellate
    jurisdiction, bright line rules are highly desirable.”); cf. Houston v. Lack, 
    487 U.S. 266
    , 275 (1988) (“Because reference to prison mail logs will generally be a
    straightforward inquiry, making filing turn on the date the pro se prisoner delivers
    the notice [of appeal] to prison authorities for mailing is a bright-line rule, not an
    uncertain one.”). Accordingly, we endorse here the approach of the Seventh
    Circuit in Harvey.
    24
    are constrained to dismiss that aspect of her appeal. 14
    B
    Next, we address Ms. Battles’s contention that the district court erred in its
    treatment of evidence subject to Federal Rule of Evidence 404(b). 15 We generally
    review such a challenge for an abuse of discretion, United States v. Morris, 
    287 F.3d 985
    , 989–90 (10th Cir. 2002), and will not reverse on this basis as long as
    the district court’s decision “falls within the bounds of permissible choice in the
    circumstances and is not arbitrary, capricious or whimsical,” United States v.
    Mares, 
    441 F.3d 1152
    , 1156 (10th Cir. 2006) (alteration omitted) (quoting United
    States v. Shumway, 
    112 F.3d 1413
    , 1419 (10th Cir. 1997)) (internal quotation
    marks omitted). However, in light of Ms. Battles’s failure to “offer[ ] up a timely
    and specific trial objection” to the evidence, we review her claim for plain error.
    United States v. McGlothlin, 
    705 F.3d 1254
    , 1260 (10th Cir.), cert. denied, ---
    U.S. ----, 
    133 S. Ct. 2406
    (2013); see supra note 9 (outlining the elements of the
    plain-error standard).
    Ms. Battles argues that certain “other-crimes” testimony was offered not for
    14
    On January 21, 2014, prior to oral argument, Ms. Battles filed a
    motion with this court to supplement the record on appeal to include two
    documents that she deemed relevant to the determination of her Brady claim. In
    light of our disposition of this claim, we deny this motion as moot.
    15
    This rule forbids the admission of “[e]vidence of a crime, wrong, or
    other act . . . to prove a person’s character in order to show that on a particular
    occasion the person acted in accordance with the character.” Fed. R. Evid.
    404(b)(1).
    25
    any of Rule 404(b)’s recognized purposes 16 but, rather, to incite the jury’s
    passions against her. Specifically, she objects to statements made by government
    witness Brenda Seals-Hopkins, a former employee of both T&T Realty and
    Lending Leaders. During direct examination, Ms. Seals-Hopkins confirmed that
    these companies occupied adjacent offices in the same building. At that point, the
    government asked Ms. Seals-Hopkins whether she could “recall a situation in
    which it appeared that documents had been burned inside that building.” Aplt.
    App., Vol. IV, at 592. She answered affirmatively. While unable to pinpoint a
    date or time, Ms. Seals-Hopkins described a morning when she noticed smoke
    coming from a trash can and that “the only person that was over there at that time
    was Ms. Battles.” 
    Id. According to
    Ms. Battles, this testimony was outcome-
    determinative—i.e., but for Ms. Seals-Hopkins’s statements, the jury would not
    have returned a guilty verdict on Counts II or III.
    It is undisputed that neither of the government’s two notices of intent to
    introduce Rule 404(b) material indicated that a witness might testify about Ms.
    Battles destroying evidence. 17 However, even if we assume arguendo that the
    16
    Rule 404(b) evidence is regularly admitted (but not exclusively so) to
    “prov[e] motive, opportunity, intent, preparation, plan, knowledge, identity,
    absence of mistake, or lack of accident.” Fed. R. Evid. 404(b)(2).
    17
    Indeed, the government contends that the evidence did not constitute
    Rule 404(b) evidence at all because it was not extrinsic evidence. That is, the
    government submits that Ms. Seals-Hopkins’s testimony was intrinsic evidence
    for the wire-fraud charge, opining that Ms. Battles’s alleged attempt to destroy
    (continued...)
    26
    district court erred, and clearly and obviously so, in not recognizing this evidence
    as improper 404(b) evidence and taking appropriate remedial action—for
    example, issuing curative instructions—Ms. Battles cannot satisfy the third prong
    of our plain-error test. In other words, Ms. Battles has not “demonstrate[d] that
    the error affected [her] substantial rights, i.e., that the error disturbed the outcome
    of the district court proceedings.” United States v. Frost, 
    684 F.3d 963
    , 971 (10th
    Cir. 2012) (internal quotation marks omitted).
    The evidence against Ms. Battles was easily sufficient to sustain her
    convictions of wire fraud and money laundering. Out of four days’ worth of
    extensive testimony, Ms. Seals-Hopkins’s allegedly “improper” contribution (i.e.,
    her “other-crimes” statements) was her brief answers to two questions. We are
    confident that any impact her statements might have had on the jury was
    negligible. In that regard, we note that the government did not put her answers
    17
    (...continued)
    documents was connected to her scheme to defraud Saxon. “We have held that
    other act evidence is intrinsic—and thus not subject to Rule 404(b)—when the
    evidence of the other act and the evidence of the crime charged are inextricably
    intertwined or both acts are part of a single criminal episode or the other acts
    were necessary preliminaries to the crime charged.” United States v. Irving, 
    665 F.3d 1184
    , 1212 (10th Cir. 2011) (alteration omitted) (quoting United States v.
    Lambert, 
    995 F.2d 1006
    , 1007 (10th Cir. 1993)) (internal quotation marks
    omitted). We are not convinced that the challenged evidence can fairly be called
    “intrinsic” to the fraud charge, especially given Ms. Seals-Hopkins’s inability to
    pinpoint the date. We have no need, however, to definitively opine on the
    point—as Ms. Battles’s challenge fails in any event. We are content to proceed
    on the assumption that the evidence was in fact extrinsic.
    27
    before the jury again, in closing argument or otherwise. Moreover, the district
    court specifically instructed the jury that, “[o]f course, the fact that the defendant
    may have previously committed” a prior bad act “[did] not mean that she
    necessarily committed the acts charged in this case.” Aplee. App., Vol. I, at 36.
    “It is presumed that jurors will conscientiously observe the instructions and
    admonitions of the court.” United States v. Greer, 
    620 F.2d 1383
    , 1390 (10th Cir.
    1980); see, e.g., United States v. [Mark] Carter, 
    973 F.2d 1509
    , 1513 (10th Cir.
    1992) (“We presume jurors will remain true to their oath and conscientiously
    follow the trial court’s instructions.”).
    In sum, we find it implausible that Ms. Seals-Hopkins’s statements were
    “so powerful . . . [that] as a result Ms. Battles was convicted of two counts.”
    Aplt. Reply Br. at 10 (emphasis added). Put another way, Ms. Battles cannot
    survive the third step of the plain-error test: any error occasioned by the
    admission of Ms. Seals-Hopkins’s challenged testimony did not affect Ms.
    Battles’s substantial rights. Consequently, such error does not justify reversal of
    Ms. Battles’s convictions.
    C
    1
    Ms. Battles’s third challenge concerns whether sufficient evidence was
    produced at trial to sustain her convictions of wire fraud and money laundering.
    We review this claim de novo, “asking only whether taking the evidence—both
    28
    direct and circumstantial, together with the reasonable inferences to be drawn
    therefrom—in the light most favorable to the government, a reasonable jury could
    find the defendant guilty beyond a reasonable doubt.” United States v. Bader,
    
    678 F.3d 858
    , 873 (10th Cir.) (alteration omitted) (quoting United States v.
    McCane, 
    573 F.3d 1037
    , 1046 (10th Cir. 2009)) (internal quotation marks
    omitted), cert. denied, --- U.S. ----, 
    133 S. Ct. 355
    (2012). In our sufficiency
    assessment, we make no determinations regarding witness credibility or the
    weight to give conflicting evidence. See United States v. Bowen, 
    527 F.3d 1065
    ,
    1076 (10th Cir. 2008). Even so, “we will not uphold a conviction justified solely
    by ‘piling inference upon inference,’” 
    id. (quoting United
    States v. Jameson, 
    478 F.3d 1204
    , 1208 (10th Cir. 2007)), or one obtained by evidence that “raises no
    more than a mere suspicion of guilt,” United States v. Rahseparian, 
    231 F.3d 1257
    , 1262 (10th Cir. 2000) (internal quotation marks omitted).
    2
    Conviction under 18 U.S.C. § 1343 “requires (1) a scheme or artifice to
    defraud or obtain property by means of false or fraudulent pretenses,
    representations, or promises, (2) an intent to defraud, and (3) use of interstate
    wire or radio communications to execute the scheme.” United States v. Ransom,
    
    642 F.3d 1285
    , 1289 (10th Cir. 2011) (quoting United States v. Gallant, 
    537 F.3d 1202
    , 1228 (10th Cir. 2008)) (internal quotation marks omitted). Where, as here,
    the defendant is charged with perpetrating “a scheme to obtain money by false
    29
    pretenses, representations or promises,” the “focus[ ]. . . [is] on the means by
    which the money is obtained[,] and particular false pretenses, representations or
    promises must be proved.” 
    Gallant, 537 F.3d at 1228
    (quoting United States v.
    Cochran, 
    109 F.3d 660
    , 664 (10th Cir. 1997)) (internal quotation marks omitted).
    Ms. Battles maintains that her conviction for wire fraud cannot stand because
    “[the fact that] the transfer was part of an illegal scheme on [her] part was not
    proven sufficiently.” Aplt. Opening Br. at 64.
    Ms. Battles suggests that her wire-fraud conviction must be reversed
    because the jury did not find her guilty on Count I (making false statements to a
    bank). She avers that despite the government’s introduction of her federal income
    tax returns to demonstrate that she obtained the $500,000 loan by fraud, the jury
    did not specifically convict her of submitting a fraudulent tax document to a bank.
    Nonetheless, it is well-settled in our circuit that “an inconsistent verdict is not a
    sufficient reason for setting a verdict aside.” United States v. Irvin, 
    682 F.3d 1254
    , 1271 (10th Cir. 2012); see United States v. Harris, 
    369 F.3d 1157
    , 1168
    (10th Cir. 2004). This is so, we have held, because the most that can be said
    about inconsistent verdicts is that “either in the acquittal or the conviction the
    jury did not speak their real conclusions, but that does not show that they were
    not convinced of the defendant’s guilt.” United States v. McCullough, 
    457 F.3d 1150
    , 1162 n.2 (10th Cir. 2006) (quoting United States v. Powell, 
    469 U.S. 57
    ,
    64–65 (1984)) (internal quotation marks omitted).
    30
    Alternatively, Ms. Battles insists she was convicted of wire fraud because
    the jury heard Ms. Seals-Hopkins’s purported improper testimony, as well as
    evidence that Ms. Battles was diverting the loan proceeds to others. As to Ms.
    Seals-Hopkins’s testimony, we already have noted that any error associated with
    its admission was harmless and did not affect Ms. Battles’s substantial rights. In
    any event, in assessing the merits of Ms. Battles’s sufficiency challenge, we are
    obliged not to speculate about the weight the jury accorded to any particular piece
    of evidence. See 
    Bowen, 527 F.3d at 1076
    .
    More to the point, as the government notes, there was ample evidence to
    support its wire-fraud case against Ms. Battles. For instance, the jury learned
    about Ms. Battles’s real-estate background and, as such, could reasonably have
    inferred that she understood the process of loan procurement. More specifically,
    the jury could easily have concluded that Ms. Battles knew that a borrower with
    regard to a $500,000 loan had to possess an income significantly higher than the
    income that the evidence attributed to Ms. Battles. See Aplt. App., Vol. V, at
    928–29 (testimony of Ms. Battles’s sister acknowledging that someone with
    considerable debt would need an income above $100,000—perhaps even
    $200,000—to qualify for a loan of that magnitude). The jury also saw false
    representations of Ms. Battles’s gross income—namely, a value on her Saxon loan
    application that overstated her true annual income by at least $300,000—and
    evidence of her high debt-to-income ratio, which thwarted her first attempt to
    31
    obtain a loan. Moreover, the jury heard testimony indicating that this was not the
    first time Ms. Battles had drawn a hazy picture of her finances. See, e.g., 
    id., Vol. III,
    at 546–47 (suggesting that Ms. Battles did not disclose that her bank
    account was a joint account, which would have affected the loan decision for a
    different mortgage); 
    id. at 560–61
    (indicating that she did not report a
    commission Lending Leaders earned for brokering a loan); 
    id., Vol. V,
    at 922–24
    (intimating that she had falsely represented Lending Leaders’s role in certain
    transactions).
    Crucially, the evidence also indicated that Ms. Battles was not forthright
    about the disbursement of the loan proceeds. Her Saxon loan-approval
    commitment document clearly limited the amount that she could receive at
    closing to the lesser of “2% of [the] loan amount or [$2000]” and directed her to
    “provide . . . builder payoff” documentation. Aplee. App., Vol. II, at 324–25
    (capitalization omitted). To that end, Ms. Battles’s sister alluded to Ms. Battles’s
    concern “about Saxon needing documentation for where . . . $100,000 [of the
    loan] was going” and confirmed that “the documentation that Saxon got [was]
    Government’s Exhibit 208.” Aplt. App., Vol. V, at 941–43. The referenced
    exhibit was a letter purporting to “serve as a payoff” for $105,000—on letterhead
    bearing the words “Whisby Homes By Emmitt Wisby.” Aplee. App., Vol. II, at
    322 (emphases added). The contradictory spellings noted in italics—of “Whisby”
    and “Wisby”—could have supported a reasonable jury’s inference (when viewed
    32
    in light of the totality of the evidence) that the document labeled as Exhibit 208
    had been fabricated. Such an inference would have been reinforced by the
    testimony of Mr. Wisby, who indicated that he did business as “Emmitt R. Wisby
    and Son Construction Company,” Aplt. App., Vol. IV, at 603–04—not “Whisby
    Homes.” In any event, the jury certainly knew Saxon’s position that Ms. Battles
    should not receive over $100,000 of the loan proceeds. See 
    id., Vol. III,
    at 420
    (“[H]ad we known that $105,000 was going to the borrower, it would have made
    the loan ineligible for approval.”). The jury likewise knew that, nevertheless, Ms.
    Battles did receive these funds when she accepted the check on Mr. Wisby’s
    behalf and deposited it into her own bank account instead of remitting it to his
    business.
    All told, we are satisfied that a substantial quantum of evidence supported
    Ms. Battles’s wire-fraud conviction. Accordingly, under our deferential standard
    of review, we will not second-guess the jury’s decision to find Ms. Battles guilty
    of wire fraud.
    3
    To convict Ms. Battles of money laundering, the jury was required to find
    beyond a reasonable doubt that “(1) [she] engaged in or attempted to engage in a
    monetary transaction; (2) in criminally derived property worth at least $10,000;
    (3) with knowledge that the property was derived from unlawful activity; and (4)
    the property was, in fact, derived from specified unlawful activity.” Irvin, 
    682 33 F.3d at 1270
    . The money-laundering statute provides that “any property
    constituting, or derived from, proceeds obtained from a criminal offense” is
    “criminally derived property,” 18 U.S.C. § 1957(f)(2) (internal quotation marks
    omitted), and that the requisite knowledge is that the property was derived from
    “some form . . . of activity that constitutes a felony”—regardless of whether that
    activity is expressly listed in the statute, 
    id. § 1956(c)(1)
    (emphasis added).
    “The government need not meticulously trace the funds involved in a
    monetary transaction offense or prove that the funds could not have come from a
    legitimate source.” United States v. Dazey, 
    403 F.3d 1147
    , 1163 (10th Cir. 2005);
    see United States v. Johnson, 
    971 F.2d 562
    , 570 (10th Cir. 1992) (“The
    government had the burden of showing that the criminally derived property used
    in the monetary transactions was in fact derived from specified unlawful activity.
    This does not mean, however, that the government had to show that funds
    withdrawn from the defendant’s account could not possibly have come from any
    source other than the unlawful activity.”). The government is not obliged in a
    § 1957 prosecution to “prove that no ‘untainted’ funds were deposited along with
    the unlawful proceeds.” 
    Johnson, 971 F.2d at 570
    ; see also United States v.
    Davis, 
    226 F.3d 346
    , 357 (5th Cir. 2000) (“Obviously, when tainted money is
    mingled with untainted money in a bank account, there is no longer any way to
    distinguish the tainted from the untainted because money is fungible.”).
    Here, it is beyond cavil that sufficient evidence supported the money-
    34
    laundering conviction. The basis of the money-laundering charge was a $15,000
    check that Ms. Battles wrote to her mother on May 11, 2007. The check was
    drawn on Ms. Battles’s account at First Security Bank and was written only two
    days after Ms. Battles deposited $102,430.01 into that account (that is, a May 9
    deposit). The government introduced ample evidence from which a rational
    factfinder could infer that the $102,430.01 deposited into her account was the
    proceeds of wire fraud: in brief, the closing company had received almost
    $496,000 via interstate wire on May 9; pursuant to the settlement statement
    showing a payment due in the precise amount of $102,630.01 to a business
    operated by Mr. Wisby, on the same day, the closing company provided Ms.
    Battles with a check for that amount; in turn, Ms. Battles deposited that check on
    the same day into her account at First Security Bank and kept $200 in cash, and
    Mr. Wisby testified that he never received the funds and never endorsed the
    check.
    At the time that Ms. Battles made the $102,430.01 deposit, there was less
    than one hundred dollars in the account—specifically, the balance on May 8 was
    $64.45. And, according to the bank statement for that account, for the period
    beginning May 8 and ending May 18, there were no other deposits to the account.
    Therefore, a rational factfinder would have had little difficulty concluding that,
    when Ms. Battles wrote the $15,000 check to her mother on May 11, the debit that
    she effected involved fraudulently obtained funds and Ms. Battles knew that fact.
    35
    See United States v. Haddad, 
    462 F.3d 783
    , 792 (7th Cir. 2006) (holding that the
    evidence of § 1957 money laundering was sufficient where “the government
    proved aggregate withdrawals of far more than $10,000 above the amount of
    clean funds available; the vast majority of funds transferred to the [defendant’s]
    business account from the food stamp reimbursements were not supported by
    evidence of legitimate food sales”); 
    Dazey, 403 F.3d at 1163
    (concluding that the
    evidence of § 1957 money laundering was sufficient where “the government
    provided evidence that [Defendant] knew that the funds in the First Lenape
    Nation account came primarily from investors, and that he knew that those funds
    were fraudulently obtained” and thus the evidence “was sufficient to support an
    inference that [Defendant] had the requisite knowledge that the money from the
    checks came from illegal activity”); cf. United States v. Loe, 
    248 F.3d 449
    , 467
    (5th Cir. 2001) (“[W]here an account contains clean funds sufficient to cover a
    withdrawal, the Government [cannot] prove beyond a reasonable doubt that the
    withdrawal contained dirty money.”).
    Notwithstanding this mountain of evidence, Ms. Battles disputes that the
    funds came from criminal activity, alluding to the remarks of a First Security
    Bank employee who “testified that he had seen [her] making money on flipping
    houses.” Aplt. Opening Br. at 66. This argument is off-point; the referenced
    individual was discussing bank deposits made in 2005, roughly eighteen months
    before Ms. Battles wrote the check in question. In other words, the testimony
    36
    does not cast doubt on the sufficiency of the evidence supporting this conviction.
    Accordingly, we conclude that Ms. Battles’s sufficiency-of-the-evidence
    challenge to the money-laundering count fails.
    D
    We turn now to Ms. Battles’s contention that she received ineffective
    assistance of trial counsel because her attorney did not engage in plea
    negotiations or request a mistrial after Ms. Seals-Hopkins’s above-discussed
    allegedly improper testimony. Ineffective-assistance-of-trial-counsel claims on
    direct appeal are generally disfavored in this circuit. See United States v.
    Galloway, 
    56 F.3d 1239
    , 1240 (10th Cir. 1995) (en banc) (“reaffirm[ing]” that
    “[i]neffective assistance of counsel claims should be brought in collateral
    proceedings, not on direct appeal”). When these claims are brought on direct
    appeal, “they ‘are presumptively dismissible, and virtually all will be dismissed.’”
    United States v. Flood, 
    635 F.3d 1255
    , 1260 (10th Cir. 2011) (quoting 
    Galloway, 56 F.3d at 1240
    ). The reason for this approach is to ensure that “a factual record
    enabling effective appellate review may be developed in the district court.”
    United States v. Hamilton, 
    510 F.3d 1209
    , 1213 (10th Cir. 2007). Our court
    recognizes a narrow exception to this principle “only where the issue was raised
    before and ruled upon by the district court and a sufficient factual record exists.”
    
    Flood, 635 F.3d at 1260
    ; see also United States v. Edgar, 
    348 F.3d 867
    , 869 (10th
    37
    Cir. 2003) (noting that dismissal in favor of collateral proceedings is presumed
    “even when the issues on direct appeal are sufficiently developed for us to pass
    judgment”).
    Under the circumstances of this case, we believe the prudent course is to
    withhold consideration of Ms. Battles’s ineffective-assistance claim. Ms. Battles
    acknowledges that the ineffective-assistance issue was not raised or ruled on in
    the district court. Moreover, we would be hard-pressed to conclude that the
    record before the district court was sufficiently developed to address this issue. 18
    See Massaro v. United States, 
    538 U.S. 500
    , 505 (2003) (instructing that “a trial
    record not developed precisely for the object of litigating or preserving the claim”
    is “inadequate for this purpose” (emphasis added)). Our holding in Galloway
    consequently militates in favor of dismissing this claim without prejudice so that
    the district court may address it in collateral proceedings in the first instance. 
    See 56 F.3d at 1240
    (“Even if evidence is not necessary, at the very least counsel
    accused of deficient performance can explain their reasoning and actions, and the
    district court can render its opinion on the merits of the claim.”).
    18
    Although the district court conducted post-trial proceedings, it did so
    regarding another matter (i.e., the Brady claim)—not to resolve whether Ms.
    Battles’s trial counsel rendered ineffective assistance.
    38
    E
    Ms. Battles next argues that the district court erred by failing to adjust her
    sentence for her alleged acceptance of responsibility. Ms. Battles bore the burden
    of proving her entitlement to an acceptance-of-responsibility adjustment by a
    preponderance of the evidence. See United States v. Benoit, 
    713 F.3d 1
    , 24 (10th
    Cir. 2013). Guidelines § 3E1.1(a) permits a two-level sentencing reduction “[i]f
    the defendant clearly demonstrates acceptance of responsibility for [her] offense.”
    U.S.S.G. § 3E1.1(a).
    As stated in the application notes to the 2011 edition of the Guidelines,
    because “[t]he sentencing judge is in a unique position to evaluate a defendant’s
    acceptance of responsibility,” we owe the district court’s determination “great
    deference.” 
    Id. § 3E1.1
    cmt. n.5. We will therefore reverse on this basis only for
    clear error, see United States v. Melot, 
    732 F.3d 1234
    , 1243–44 (10th Cir. 2013),
    which means that “on the entire evidence [we are] left with the definite and firm
    conviction that a mistake has been committed,” United States v. Weed, 
    389 F.3d 1060
    , 1071 (10th Cir. 2004) (quoting United States v. De la Cruz-Tapia, 
    162 F.3d 1275
    , 1277 (10th Cir. 1998)) (internal quotation marks omitted).
    First, Ms. Battles claims that a § 3E1.1 reduction was appropriate because
    she did accept responsibility for her crimes. The district court concluded
    otherwise at sentencing, observing that, “[i]n fact, she blamed much of the
    39
    underlying conduct on others . . . [and did not] fall[] in the category of the rare
    case in which a defendant challenges all the government’s allegations at trial and
    then also deserves an acceptance of responsibility credit.” Aplt. App., Vol. VI, at
    1088–89.
    More specifically, the court did not accept Ms. Battles’s argument that her
    participation in a Rule 11 interview constituted “accepting responsibility.” Nor
    do we. In our view, Ms. Battles’s reported Rule 11 statements—viewed
    collectively—are one of many indicia of her apparent strategy of contesting the
    factual element of intent. See 
    id., Vol. I,
    at 136–39 (denying that she knew who
    furnished the altered bank statements, that she owed Mr. Wisby money, and that
    she signed Mr. Wisby’s name on the loan check). Indeed, we would have great
    difficulty viewing Ms. Battles’s Rule 11 statements as not reflecting in
    pronounced fashion her denial of fraudulent intent in connection with the Saxon
    loan. And this denial continued throughout her trial and sentencing. 19 See, e.g.,
    
    id., Vol. VI,
    at 986 (counsel’s statement to the jury that “circumstantial
    evidence . . . says that Ms. Battles did not have any intent to scheme or defraud
    19
    Ms. Battles’s comments at sentencing likely did little to help her
    cause. Before the district court pronounced sentence, Ms. Battles made several
    statements that did not even come close to evincing a proper acceptance of
    responsibility. See Aplt. App., Vol. VI, at 1113–19 (professing, “I don’t even
    know what I really could have done”; “I discussed the check with Mr. Wisby”;
    “Mr. Wisby endorsed the check, gave it back to me”; and “I’m here today for my
    recordkeeping . . . . [T]hat’s pretty much the gist of my actions.”).
    40
    [Saxon]”).
    Further, Ms. Battles seizes upon the district court’s allusion to Application
    Note 2 to § 3E1.1—i.e., that “[i]n rare situations a defendant may clearly
    demonstrate an acceptance of responsibility” even after proceeding to trial.
    U.S.S.G. § 3E1.1 cmt. n.2. Not surprisingly, she cites to our holding in United
    States v. Gauvin, 
    173 F.3d 798
    (10th Cir. 1999), the only precedential decision in
    which we have upheld an acceptance-of-responsibility adjustment when the
    defendant put the government to its proof. Our recent clarification of the content
    and scope of Gauvin, however, demonstrates that it offers Ms. Battles no succor.
    The “rare situation” where a defendant goes to trial but nonetheless receives a
    § 3E1.1 adjustment does not contemplate a defendant’s challenge to the factual
    element of intent. See United States v. Herriman, 
    739 F.3d 1250
    , 1257–58 (10th
    Cir. 2014); see also 
    Melot, 732 F.3d at 1244
    ; 
    McGehee, 672 F.3d at 877
    –78.
    Because she has not demonstrated that she “only disputed purely legal questions
    in going to trial,” see 
    Herriman, 739 F.3d at 1257
    , Ms. Battles’s circumstances fit
    the “rule” rather than the “exception” (i.e., Gauvin) for this reduction.
    Next, Ms. Battles suggests that she deserves the § 3E1.1 adjustment
    because the government “vindictively” never offered a plea bargain, thereby
    forcing her to go to trial. Proving vindictive prosecution requires a showing of
    actual vindictive conduct or, at a bare minimum, “a realistic likelihood of
    41
    vindictiveness” that can support “a presumption of vindictiveness.” United States
    v. Wall, 
    37 F.3d 1443
    , 1447 (10th Cir. 1994) (internal quotation marks omitted);
    accord United States v. Begay, 
    602 F.3d 1150
    , 1155 (10th Cir. 2010). The
    government must justify its decision not to extend a plea offer only if Ms. Battles
    meets this initial burden; this she cannot do. See 
    Wall, 37 F.3d at 1447
    .
    As best we can tell, Ms. Battles believes she has stated a “reasonable
    likelihood of vindictiveness” because she participated in a Rule 11 interview and,
    in a different criminal proceeding—also involving wire fraud and money
    laundering—her mother received a plea offer. But she misinterprets our circuit’s
    view of “vindictiveness”; that is, we look for evidence of “hostility or punitive
    animus toward the defendant because [she] exercised [a] specific legal right.”
    United States v. [Israel] Carter, 
    130 F.3d 1432
    , 1443 (10th Cir. 1997) (internal
    quotation marks omitted). There is absolutely no evidence of such conduct on
    this record. The government was entitled to consider plea bargaining as a wasted
    effort and proceed to trial, see Weatherford v. Bursey, 
    429 U.S. 545
    , 561 (1977)
    (“[T]here is no constitutional right to plea bargain; the prosecutor need not do so
    if he prefers to go to trial.”), and Ms. Battles offers no authority to the contrary.
    There is no “reasonable likelihood” that the government has acted
    vindictively when a pre-trial decision results from “the prosecutor’s normal
    assessment of the societal interest in prosecution.” United States v. Goodwin, 457
    
    42 U.S. 368
    , 380 n.11 (1982). Given Ms. Battles’s refusal to admit to anything more
    innocuous than signing loan documents, it was perfectly reasonable for the
    government to determine that going to trial was a suitable allocation of resources.
    In sum, for the foregoing reasons, we conclude that Ms. Battles has failed to
    demonstrate that the district court abused its discretion in denying her an
    acceptance-of-responsibility downward adjustment under U.S.S.G. § 3E1.1.
    F
    Turning to another aspect of her sentence, Ms. Battles challenges the
    legality of the restitution order directing her to pay $326,902.34 to “Saxon
    Securitization Trust 2007-3.” More specifically, she argues that, for purposes of
    restitution, “the victim identified to the jury at trial was not the same victim
    identified after trial.” Aplt. Opening Br. at 60 (capitalization omitted). We reject
    Ms. Battles’s hypertechnical argument to this effect.
    The MVRA requires “the sentencing court [to] order a defendant convicted
    of a felony through fraud or deceit to pay restitution to the victims of [her] illegal
    conduct.” United States v. Parker, 
    553 F.3d 1309
    , 1323 (10th Cir. 2009); see 18
    U.S.C. § 3663A(a)(1) (“[T]he court shall order . . . that the defendant make
    restitution to the victim . . . .” (emphasis added)). The statute defines a victim as
    any person “directly and proximately harmed as a result of the commission of an
    offense for which restitution may be ordered including, in the case of an offense
    43
    that involves as an element a scheme, . . . any person directly harmed by the
    defendant’s criminal conduct in the course of the scheme . . . .” 18
    U.S.C. § 3663A(a)(2). Restitution must be made “in the full amount of each
    victim’s losses as determined by the court.” United States v. Kieffer, 
    681 F.3d 1143
    , 1171 (10th Cir. 2012) (internal quotation marks omitted), cert. denied, ---
    U.S. ----, 
    133 S. Ct. 996
    (2013). We review the legality of a restitution order de
    novo, United States v. Quarrell, 
    310 F.3d 664
    , 676 (10th Cir. 2002), which
    involves reviewing the underlying factual findings for clear error and the amount
    of restitution imposed for an abuse of discretion, United States v. Bowling, 
    619 F.3d 1175
    , 1187 (10th Cir. 2010).
    On appeal, Ms. Battles asserts her view that she was unfairly surprised at
    sentencing when the district court named a different victim in the restitution order
    than that identified at trial and, consequently, her Fifth Amendment due-process
    rights and her Sixth Amendment confrontation rights were violated. Specifically,
    Ms. Battles points to Deutsche Bank as the tardily disclosed victim. 20 She hooks
    20
    In contrast, in the context of her motion for a new trial, the district
    court addressed Ms. Battles’s claim that “she discovered only upon receipt of the
    [PSR] that the fraud victim was not the entity stated in the Indictment and
    identified at trial, Saxon Mortgage, but another entity, Saxon Securitizat[io]n
    Trust 2007-3.” Aplee. Supp. to Supp. App. at 3. Ms. Battles maintained then, as
    she does now, that her constitutional due-process and witness-confrontation rights
    were violated by what she evidently considers an unfair surprise. The district
    court was not persuaded; it concluded that even if Ms. Battles was unaware that
    Saxon had securitized her loan and transferred it to a trust bearing the same name,
    (continued...)
    44
    her argument on an “Assignment of Security Interest”—executed on May 4, 2007,
    to memorialize the fact that before the North Lottie residence fell to foreclosure,
    the mortgage encumbering it was transferred to Deutsche Bank. The district court
    reviewed this document at sentencing and found it pellucid that “Deutsche Bank
    was taking an assignment as a trustee and custodian for Saxon” and that there was
    no “issue . . . with respect to the identification of the victim.” 21 Aplt. App., Vol.
    VI, at 1080. We discern no error, and certainly no clear error, in this factual
    finding. Even assuming arguendo that Ms. Battles did not know Deutsche Bank
    had taken an assignment in May 2007, she was undisputedly on notice by the end
    of the year, when Deutsche Bank filed a foreclosure petition for the North Lottie
    residence “as trustee and custodian by” Saxon. See United States v. Battles, Dist.
    Ct. No. 5:11-CR-00354-D-1, Doc. 181-6, at 1 (Pet., dated Dec. 17, 2007)
    (capitalization omitted). We therefore find it unlikely that Ms. Battles remained
    ignorant of some nexus between Deutsche Bank and Saxon until the time of her
    trial and sentencing. Accordingly, Ms. Battles cannot establish any unfair
    20
    (...continued)
    she had not alleged an actionable violation of the Fifth or Sixth Amendment. See
    
    id. at 5
    (“Defendant concedes she has no legal authority for her contention that
    nondisclosure of the ultimate victim of her fraud violated a constitutional right.”).
    21
    We note in passing that we have recognized assignees as victims
    entitled to restitution. See United States v. Haddock, 
    50 F.3d 835
    , 841 (10th Cir.
    1995) (“[T]he [defrauded bank’s] assets were apparently acquired by CNB. . . .
    We are persuaded that CNB can properly receive the restitution payments since it
    acquired the claims of the defunct Bank . . . .” (citations omitted)).
    45
    surprise that would support her constitutional claims. 22
    We further conclude that, even if Ms. Battles truly discovered the victim’s
    identity at sentencing, she has not demonstrated reversible error in the form of a
    Fifth Amendment due-process violation. Due process in non-capital sentencing
    proceedings requires, inter alia, that the defendant’s punishment stem from
    correct facts. See United States v. Jones, 
    640 F.2d 284
    , 286 (10th Cir. 1981)
    (“recogniz[ing] a due process right to be sentenced only on information which is
    accurate,” but clarifying that “[t]he trial court is allowed to consider all relevant
    facts when sentencing a defendant”). Nonetheless, a sentence will pass
    constitutional muster so long as the district court’s procedure would generally
    yield accurate results. See United States v. Sunrhodes, 
    831 F.2d 1537
    , 1542 (10th
    Cir. 1987) (citing United States ex rel. Villa v. Fairman, 
    810 F.2d 715
    , 718 (7th
    Cir. 1987), to support the proposition that sentencing procedures must be “good
    enough to produce accurate decisions over the run of cases” (internal quotation
    marks omitted)). The procedure leading to Ms. Battles’s sentence clearly satisfies
    22
    In a single sentence of her opening brief, Ms. Battles suggests that
    “[a]nother loan company, Ocwen Loan Servicing, may have been the alleged
    victim.” Aplt. Opening Br. at 61 (emphasis added). The portion of the record
    that Ms. Battles cites offers absolutely no support for this noncommittal assertion;
    it merely mentions through the argument of Ms. Battles’s counsel that Ocwen
    “sent” subpoenaed records “to the lawyers for Deutsche Bank.” Aplt. App., Vol.
    VI, at 1076. We deem any argument concerning the purported victim status of
    Ocwen to be “waived on account of [Ms. Battles’s] utter failure to explain or in
    any way substantiate [her] allegations, including with citation to legal authority.”
    
    Bader, 678 F.3d at 894
    .
    46
    that standard. Ms. Battles received notice of the factual basis for the restitution
    order (i.e., loss amount and identity of any victims) through the PSR. She also
    received an opportunity to contest those allegations, which she exercised at
    sentencing by introducing exhibits and witness testimony. 23 No more was
    necessary to satisfy the Fifth Amendment. See United States v. Hood, 
    615 F.3d 1293
    , 1304 (10th Cir. 2010) (upholding a sentence where the defendant received
    “sufficient notice” of relevant evidence “as well as an opportunity to be heard”).
    Ms. Battles also has failed to advance a cognizable Sixth Amendment
    violation. We understand the Supreme Court to have “made clear that the
    constitutional requirements mandated in a criminal trial as to confrontation and
    cross-examination do not apply at non-capital sentencing proceedings.” United
    States v. Bustamante, 
    454 F.3d 1200
    , 1202 (10th Cir. 2006) (internal quotation
    marks omitted). Along those lines, we have historically viewed “[t]he right to
    confrontation [as] basically a trial right,” which has “[led] us to conclude that a
    defendant at a restitution hearing has no absolute right to confront witnesses.”
    
    Sunrhodes, 831 F.2d at 1543
    ; see United States v. Grissom, 
    44 F.3d 1507
    , 1514
    (10th Cir. 1995) (“Restitution functions as a component of the sentencing
    process.”). Therefore, Ms. Battles’s claim that she was entitled to impeach the
    testimony of a Saxon employee who testified that Saxon was the victim is
    23
    Agent Schmitz’s testimony was offered as part of Ms. Battles’s
    strand of reasoning that Deutsche Bank, not Saxon, was the victim.
    47
    meritless.
    Finally, Ms. Battles does not substantiate her view that insufficient
    evidence was adduced to support the amount of restitution. The district court
    followed our circuit’s “net loss” method: it “subtract[ed] the sales price” of the
    home ($173,000) “from the outstanding balance on the loan” ($499,902.34) to
    arrive at an award of $326,902.34. United States v. Washington, 
    634 F.3d 1180
    ,
    1184 (10th Cir. 2011). This clear adherence to our case precedent suggests no
    abuse of discretion. Accordingly, and for the reasons discussed above, we affirm
    the district court’s restitution order.
    G
    As her final argument, Ms. Battles maintains that, even if this court deems
    each of the alleged errors harmless, these deficiencies collectively constitute
    reversible error. In a cumulative-error analysis, we “aggregate[] all errors found
    to be harmless and ‘analyze[] whether their cumulative effect on the outcome of
    the trial is such that collectively they can no longer be determined to be
    harmless.’” United States v. Toles, 
    297 F.3d 959
    , 972 (10th Cir. 2002) (quoting
    United States v. Rivera, 
    900 F.2d 1462
    , 1470 (10th Cir. 1990) (en banc)). Thus,
    the defendant must prove that “multiple non-reversible errors” infected her trial.
    United States v. Barrett, 
    496 F.3d 1079
    , 1121 (10th Cir. 2007). “This court
    considers whether the defendant’s substantial rights were affected by the
    48
    cumulative effect of the harmless errors.” 
    Toles, 297 F.3d at 972
    . Additionally,
    if any errors to be aggregated are constitutional errors, the government “bears the
    burden of proving that [the] constitutional error[s] [were] harmless beyond a
    reasonable doubt.” 
    Rivera, 900 F.2d at 1470
    n.5 (citing Chapman v. California,
    
    386 U.S. 18
    , 24 (1967)).
    Ms. Battles has identified only one potential error: the district court’s
    treatment of Ms. Seals-Hopkins’s document-burning testimony. As discussed
    above, in the absence of notice of the government’s intent to introduce this
    evidence, the district court might have erred by admitting the remarks or failing to
    take remedial steps, such as issuing a contemporaneous curative instruction.
    There being at most one error, however, we need not (and, indeed, cannot)
    conduct a cumulative-error analysis, as Ms. Battles requests. A defendant who
    “has failed to establish the existence of multiple non-reversible errors . . . cannot
    benefit from the cumulative error doctrine.” United States v. Lopez-Medina, 
    596 F.3d 716
    , 741 (10th Cir. 2010) (quoting 
    Barrett, 496 F.3d at 1121
    ) (internal
    quotation marks omitted). Accordingly, Ms. Battles’s cumulative-error claim
    fails.
    III
    We uphold the judgment of the district court and affirm Ms. Battles’s
    convictions and sentence. We dismiss the portion of Ms. Battles’s appeal
    49
    pertaining to her Brady claim for lack of jurisdiction.
    50