United States v. Jones , 680 F. App'x 649 ( 2017 )


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  •                                                                          FILED
    United States Court of Appeals
    Tenth Circuit
    UNITED STATES COURT OF APPEALS February 22, 2017
    Elisabeth A. Shumaker
    TENTH CIRCUIT                     Clerk of Court
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    v.                                                      No. 15-3059
    (D.C. No. 5:14-CR-40105-DDC-1)
    CRYSTAL LYNN JONES,                                      (D. Kan.)
    Defendant - Appellant.
    ORDER AND JUDGMENT *
    Before HOLMES, SEYMOUR, and PHILLIPS, Circuit Judges.
    Defendant-Appellant Crystal Lynn Jones pleaded guilty to embezzling from
    her employer, Teel’s Used Trucks (“Teel’s”) in Hays, Kansas. She objected,
    however, to the amount of loss asserted in the Presentence Report (“PSR”)
    prepared by the U.S. Probation Office. Following Ms. Jones’s plea, the district
    court held a sentencing hearing, at which the government presented evidence as to
    the amount of loss. The court then sentenced Ms. Jones to a term of
    imprisonment and restitution. She now appeals, arguing that (1) the district court
    *
    This order and judgment is not binding precedent, except under the
    doctrines of law of the case, res judicata, and collateral estoppel. It may be cited,
    however, for its persuasive value consistent with Federal Rule of Appellate
    Procedure 32.1 and Tenth Circuit Rule 32.1.
    impermissibly shifted the burden of proof at the sentencing hearing, requiring her
    to disprove the amount of loss in the PSR rather than requiring the government to
    prove it; and (2) the court erred in including in the restitution award amounts
    embezzled outside the temporal scope of the charge to which she pleaded guilty.
    We reject both arguments and affirm the district court’s sentence.
    I
    In 2014, Ms. Jones was charged with embezzling funds from her employer,
    Teel’s, where she had worked as the office manager since 2007. Specifically, the
    one-count criminal information stated that
    [c]ommencing as early as 2008 and continuing through 2013, the
    defendant CRYSTAL LYNN JONES embezzled in excess of
    $500,000 from Teel’s by writing unauthorized checks from
    Teel’s company accounts at Commerce Bank and the Bank of
    Hays for her personal benefit. She also conducted [Automated
    Clearing House] transfers from Teel’s accounts for her own
    personal benefit. JONES hid her scheme by altering entries in
    the company’s accounting records via Quickbooks accounting
    software and by forging checks.
    R., Vol. I, at 8–9. The information concluded that “[f]rom on or about 2008
    through 2013,” Ms. Jones, “knowing the same to have been stolen, converted and
    taken by fraud, transported, transmitted and transferred more than $500,000 in
    securities and money in interstate commerce. The foregoing is in violation of
    Title 18 United States Code, Sections 2 & 2314.” 
    Id. at 9.
    Ms. Jones pleaded
    guilty (without a plea agreement). She was subsequently sentenced to a prison
    term of twenty-seven months and ordered—pursuant to the Mandatory Victims
    2
    Restitution Act (“MVRA”), 18 U.S.C. § 3663A—to pay restitution to Teel’s in
    the amount of $482,260.79. Two factors related to Ms. Jones’s sentencing are at
    the center of the present appeal: (1) the amount of loss on which the district court
    based Ms. Jones’s prison sentence and restitution amount, and (2) the time period
    during which Ms. Jones committed the offense. Below we summarize the facts
    relevant to each.
    A
    Beginning with the amount of loss, although the criminal information
    charged Ms. Jones with embezzling over $500,000 from Teel’s, her plea petition
    stated only that she had embezzled more than $5,000, the amount required under
    the statute. 1 While addressing the court at the plea hearing, Ms. Jones’s attorney
    specifically noted that
    in the plea petition you might notice that the amount of the loss
    we’ve listed at more than $5,000, and that’s what the statute
    reads to make it a felony under 18 U.S.C. [§] 2314. And so
    that’s what I’ve advised Ms. Jones to plead guilty to. We didn’t
    want to waive any potential issues with the amount of loss for
    sentencing guidelines purposes, but that was—I wanted to point
    that out to the Court and that’s what we were prepared to have
    her plead guilty to was an amount of loss of more than $5,000.
    R., Vol. II, at 36–37. The district court also used the over-$5,000 figure when
    questioning Ms. Jones at the plea hearing:
    1
    18 U.S.C. § 2314 makes it a crime to “transport[], transmit[], or
    transfer[] in interstate or foreign commerce any goods, wares, merchandise,
    securities or money, of the value of $5,000 or more, knowing the same to have
    been stolen, converted or taken by fraud.”
    3
    THE COURT: Ms. Jones, the government has said that beginning
    as early as 2008 and continuing through 2013 you embezzled in
    excess of $5,000 from Teel’s. Did you do that?
    THE DEFENDANT: Yes, sir.
    
    Id. at 38.
    Thus Ms. Jones pleaded guilty only to embezzling over $5,000, not the
    over-$500,000 figure in the information.
    The PSR, however, asserted that Ms. Jones “embezzled over $500,000 from
    Teel’s.” R., Vol. III, at 11. Specifically, it listed various time periods during
    which Ms. Jones wrote checks from a Teel’s bank account to her own personal
    bank account, wrote unauthorized checks from a Teel’s account for her personal
    benefit, or made unauthorized purchases with a Teel’s credit card or by other
    means. Each entry lists the amount of funds embezzled during that time period.
    See 
    id. at 11–12
    (stating that “[f]rom approximately December 1, 2007 to
    October 1, 2013, Crystal Jones wrote unauthorized checks from the bank accounts
    of Teel’s Trucks at the Commerce Bank and the Bank of Hays for her own
    personal benefit in an amount totaling approximately $16,878.16”). The various
    amounts listed total $517,464.91.
    Ms. Jones challenged the amount of loss detailed by the PSR, asserting that
    “there were some expenses that were authorized by Teel’s and others that were
    not. For example, Ms. Jones bought lunches and office supplies with a personal
    credit card (subject to reimbursement).” R., Vol. III, at 30. For this reason, Ms.
    Jones requested that the amount of loss be proven at sentencing. She also
    4
    specifically objected to the inclusion of a total of $35,018.86 paid to Blue Cross
    Blue Shield for insurance premiums for Ms. Jones and her family members, which
    Ms. Jones maintained was authorized by Teel’s.
    At the sentencing hearing, the government presented the testimony of Dana
    Snelling, who began working as the office manager at Teel’s in January 2014.
    Ms. Snelling testified that she had provided the information on which the
    calculations in the PSR were based. The government proceeded to review each of
    the instances of embezzlement detailed in the PSR and ask if Ms. Snelling had
    supplied that information to the FBI and if that information was correct; in each
    instance, she answered in the affirmative. The government had noted in its
    response to Ms. Jones’s objections to the PSR that Ms. Snelling would testify that
    “[r]eceipts were never found where [Ms. Jones] paid for things for Teel’s with her
    own credit card. The only records of any reimbursements to [Ms. Jones] [were]
    in 2007 for $135.26 and $50.00,” R., Vol. III, at 30, and Ms. Snelling confirmed
    at the hearing that those two reimbursements were the only instances in which she
    had found that money paid to Ms. Jones was in fact for an authorized
    reimbursement.
    On cross-examination, Ms. Snelling admitted that when she arrived at
    Teel’s “[t]here was a lot of missing information” from the business’s record-
    keeping. R., Vol. II, at 81. She also agreed with defense counsel that she had
    found ledgers in the Teel’s office that appeared to authorize payments for “things
    5
    like bills and parts and things like that” that Teel’s made in connection with
    employees’ overtime work, 
    id. at 85,
    and that such payments “could be”
    authorized to reimburse certain employees for personal credit card expenditures.
    
    Id. at 87.
    However, she had never come across such a ledger for Ms. Jones. She
    further testified that she simply did not know whether Ms. Jones and Teel’s may
    have had some type of agreement under which she could use her personal credit
    card for business expenses and then be reimbursed.
    The court sustained Ms. Jones’s objection as to the inclusion in the loss
    calculation of the $35,018.86 paid to Blue Cross Blue Shield in the amount of
    loss, but largely overruled her more general objection that the government had
    failed to prove the remaining amount of loss. Specifically, the court found that
    “there is certainly a flavor of wrongdoing around these [Blue Cross Blue Shield]
    insurance payments, but on the whole I find that the government has not shown
    by a preponderance of the evidence that this $35,000 figure was embezzled and so
    that is my ruling on [Ms. Jones’s objection to the inclusion of that amount in the
    loss calculation]. It will be sustained.” R., Vol. II, at 113–14. The court further
    found that “[t]he defendant also has shown that personal credit cards were used to
    pay for another $185.26” and accordingly reduced the amount of loss by that
    figure. 
    Id. at 114.
    Subtracting the $35,018.86 and $185.26 from the $517,464.91
    PSR figure, the court concluded that the amount of loss was $482,260.79. The
    court went on to state:
    6
    I note that the defendant, if in fact she had incurred substantial
    charges that were charged to her personal credit card for the
    benefit of the business and was not reimbursed for them, that she
    would have had every incentive to bring that proof forward, to
    itemize it and to show it, and she has not done so. And so I am
    not persuaded by her argument that there is any reduction that is
    warranted below that $482,000 figure.
    
    Id. at 115.
    Because the court found that the amount of loss was over $400,000, Ms.
    Jones’s offense level was increased by fourteen under §2B1.1(b)(1)(H) of the
    2014 version of the U.S. Sentencing Guidelines Manual (“U.S.S.G.” or
    “Guidelines”). See U.S.S.G. §2B1.1(b)(1)(H) (providing for a fourteen-level
    increase when the amount of loss is over $400,000 but below $1,000,000). Given
    a base offense level of six and a reduction of three in connection with Ms. Jones’s
    acceptance of responsibility, the court found the total adjusted offense level to be
    seventeen. In light of Ms. Jones’s criminal history category of I, the
    corresponding advisory Guidelines range was twenty-four to thirty months; the
    court imposed a twenty-seven-month sentence. Additionally, the court ordered
    Ms. Jones to pay restitution equal to the amount of loss—that is, $482,260.79.
    B
    The facts surrounding the time period during which Ms. Jones committed
    the offense are also relevant to the present appeal. As noted above, the criminal
    information states that Ms. Jones embezzled funds from Teel’s “[c]ommencing as
    early as 2008 and continuing through 2013,” and that her conduct “[f]rom on or
    7
    about 2008 through 2013” constituted a violation of the statute. R. Vol. I, at 8–9.
    During the plea hearing, when asked to summarize the evidence that the
    government would have presented if the case had gone to trial, the prosecutor
    repeated this same language. See R., Vol. II, at 35–36 (stating that the criminal
    conduct took place “[c]ommencing as early as 2008 and continuing through 2013”
    and that “[t]herefore, the evidence would have shown that between 2008 and 2013
    [Ms. Jones violated the statute].”). Furthermore, when the district court reviewed
    the charge in detail with Ms. Jones at the plea hearing, the court asked: “Ms.
    Jones, the government has said that beginning as early as 2008 and continuing
    through 2013 you embezzled in excess of $5,000 from Teel’s. Did you do that?”
    
    Id. at 38.
    Ms. Jones replied that she had.
    However, in calculating the loss amount, the PSR listed starting dates
    falling in 2007 in describing certain sets of alleged embezzlements. R., Vol. III,
    at 11–13 (noting that the total amount embezzled was $517,464.91 and that Ms.
    Jones “committed the offense from August 2007 until November 2013”). In
    particular, the PSR listed starting dates beginning in 2007 in describing the
    following five sets of embezzlements (the numbers listed here correspond to the
    paragraph numbers in the PSR):
    13. From August 2007 to February 2013, Crystal Jones wrote
    unauthorized checks from the accounts of Teel’s Trucks at the
    Commerce Bank and the Bank of Hays. The checks were written
    for the personal benefit of Jones and/or her husband, John Jones.
    8
    The total amount of unauthorized checks written by Jones was
    approximately $36,351.68.
    14. From September 2007 to August 2013, Crystal Jones wrote
    unauthorized checks from the accounts of Teel’s Trucks at the
    Commerce Bank and the Bank of Hays. The checks were written
    to make payments on Jones’s HSBC/Discover credit card. The
    total amount of unauthorized checks written by Jones to
    HSBC/Discover account was approximately $28,705.68.
    15. From September 2007 to September 2013, Crystal Jones
    wrote unauthorized checks from Teel’s Trucks accounts at the
    Commerce Bank and the Bank of Hays to make payments for
    personal expenditures on her Washington Mutual/Chase credit
    card account. The total amount of unauthorized payments was
    approximately $157,814.91. . . .
    17. From approximately December 1, 2007 to October 1, 2013,
    Crystal Jones wrote unauthorized checks from the bank accounts
    of Teel’s Trucks at the Commerce Bank and the Bank of Hays for
    her own personal benefit in an amount totaling approximately
    $16,878.16. The checks were used by Jones for personal
    miscellaneous expenses. . . .
    20. From September 2007 to October 2013, Crystal Jones wrote
    unauthorized checks from accounts of Teel’s Trucks at the
    Commerce Bank and the Bank of Hays. The checks were written
    to make payments on Jones’ Capital One credit card. The total
    amount of unauthorized checks written by Jones to her Capital
    One account was approximately $140,341.45.
    R., Vol. III, at 11–12. Because the amount listed for each set was included in the
    total of $517,464.91 on which the district court relied (as noted above, the court
    subtracted $35,018.86 and $185.26 from $517,464.91 to arrive at $482,260.79),
    Ms. Jones alleges that the district court must have improperly included some
    9
    amounts related to 2007 embezzlements in its total loss (as well as restitution) figure.
    II
    Ms. Jones argues that (1) “[t]he district court used the wrong standard in
    determining the loss amount, putting the burden on Ms. Jones to show how it
    should be reduced,” Aplt.’s Opening Br. at 18, and (2) the court “plainly erred in
    including in the restitution award amounts from conduct that occurred before the
    time specified in the information and to which Ms. Jones pleaded guilty,” 
    id. at 24.
    As explained below, under the particular circumstances of this case, we
    conclude that Ms. Jones cannot prevail on either argument. We therefore affirm
    the district court’s judgment.
    A
    Ms. Jones first argues that the district court erred in finding that the amount
    of loss—for both sentencing and restitution purposes—was $482,260.79.
    Specifically, she contends, the court “wrongly put the burden of proof on Ms.
    Jones with respect to the loss that it found.” Aplt.’s Opening Br. at 20.
    Although, in her view, the district court properly found that the Blue Cross Blue
    Shield payments (amounting to about $35,000) should be excluded from the
    amount of loss calculation, it improperly required Ms. Jones to prove that the
    remaining contested amounts should not be included rather than requiring the
    government to prove that they should be included. See United States v. Griffith,
    
    584 F.3d 1004
    , 1011 (10th Cir. 2009) (“The Government bears the burden of
    10
    proving loss by a preponderance of the evidence.”). In support, she points to the
    following language from the district court’s discussion at the sentencing hearing:
    I note that the defendant, if in fact she had incurred substantial
    charges that were charged to her personal credit card for the
    benefit of the business and was not reimbursed for them, that she
    would have had every incentive to bring that proof forward, to
    itemize it and to show it, and she has not done so. And so I am
    not persuaded by her argument that there is any reduction that is
    warranted below that $482,000 figure.
    R., Vol. II, at 115. Ms. Jones argues that the court placed the burden on her “to
    chip away at the claimed loss by showing amounts to be authorized, rather than
    holding the prosecution to the burden of proving that loss in the first instance by
    showing the full sum to be unauthorized.” Aplt.’s Opening Br. at 22.
    1
    Ordinarily, we would review Ms. Jones’s contention that the district court
    erred in shifting the burden of proof to her regarding the loss amount—which
    would be a species of legal error—de novo. See, e.g., United States v. Salazar-
    Samaniega, 
    361 F.3d 1271
    , 1278 (10th Cir. 2004) (noting that “the sentencing
    court’s . . . legal conclusions [are reviewed] de novo”); accord United States v.
    Isiwele, 
    635 F.3d 196
    , 202 (5th Cir. 2011) (“We review de novo the district
    court’s method of determining loss . . . .”). However, we agree with the
    government that Ms. Jones did not make such a burden-shifting objection before
    the district court and that, accordingly, we review only for plain error.
    11
    Specifically, Ms. Jones did not at any point object to the court’s alleged
    burden shifting, despite having an opportunity to do so. See R., Vol. II, at 131
    (court asking counsel, after announcing its ruling for each side, whether “there’s
    something else from you,” and Ms. Jones’s counsel replying, “No, Your Honor.”).
    In such circumstances, we review only for plain error. See Fed. R. Crim. P.
    51(b); United States v. Mendoza, 
    543 F.3d 1186
    , 1191 (10th Cir. 2008) (applying
    plain-error review where “[b]efore ending the [sentencing] hearing . . . the court
    specifically asked counsel for further comments or objections. ‘Nothing’ was the
    response.”); see also United States v. Espinoza, 67 F. App’x 555, 561 (10th Cir.
    2003) (“Espinoza . . . did not object to the burden of proof employed by the
    district court at sentencing . . . . Consequently, we only review this issue [of
    whether the preponderance-of-the-evidence or clear-and-convincing-evidence
    standard was appropriate] for plain error.”); United States v. Leachman, 
    309 F.3d 377
    , 386 (6th Cir. 2002) (“Leachman claims the burden of proof was
    unconstitutionally shifted to him during the sentencing hearing. Leachman failed
    to object on this point at the trial level. Hence, as with all objections not raised at
    trial, we review for plain error only.”).
    In an attempt to escape plain-error review, Ms. Jones argues that a party is
    not required to object to a legal error in a district court’s sentencing explanation.
    She principally relies on our reasoning in United States v. Maldonado-Campos,
    
    920 F.2d 714
    (10th Cir. 1990). There, we stated:
    12
    When adjustments under the guidelines are involved, a trial
    court is in no way required to make detailed findings, or explain
    why a particular adjustment is or is not appropriate. . . . .
    However, when it is apparent from the court’s optional
    discussion that its factual finding may be based upon an
    incorrect legal standard, we must remand for reconsideration in
    light of the correct legal standard.
    
    Id. at 718.
    Ms. Jones observes that in Maldonado-Campos we did not hold that
    the defendant, in order to preserve a legal objection to what the district court
    stated in its “optional discussion,” had to contemporaneously make that objection
    before the district court. Furthermore, Ms. Jones continues, “there likewise has
    been no suggestion in the cases that have invoked the [Maldonado-Campos] test
    that such an objection or request was made or was needed.” Aplt.’s Reply Br.
    at 2. In this regard, she cites to United States v. Gallegos, 610 F. App’x 786, 787
    (10th Cir. 2015); United States v. Herriman, 
    739 F.3d 1250
    , 1254 (10th
    Cir. 2014); and United States v. Rodriguez-Padilla, 439 F. App’x 754, 756 (10th
    Cir. 2011).
    But the question of preservation was not at issue in any of those cases.
    Specifically, we see no indication that, like here, the government challenged
    defendants’ failure to preserve their legal objections or that defendants’ lack of
    preservation of sentencing objections was otherwise brought to the courts’
    attention. Therefore, we are unwilling to infer that Maldonado-Campos or any of
    the other cited decisions ruled on the preservation issue that confronts us here,
    13
    much less ruled in the defendants’ favor, which would have effectively
    determined that a defendant has no obligation to contemporaneously object to
    legal errors in a district court’s explanation of the basis for its Guidelines
    adjustment. See United States v. Romero, 
    491 F.3d 1173
    , 1177 (10th Cir. 2007)
    (“Questions which merely lurk in the record, neither brought to the attention of
    the court nor ruled upon, are not to be considered as having been so decided as to
    constitute precedents.” (quoting United Food & Commercial Workers Union,
    Local 1564 v. Albertson’s, Inc., 
    207 F.3d 1193
    , 1199 (10th Cir. 2000))); accord
    United States v. Taylor, 
    514 F.3d 1092
    , 1099 (10th Cir. 2008); see also New York
    v. United States, 
    505 U.S. 144
    , 203 (1992) (White, J., concurring in part and
    dissenting in part) (“Silence by this Court on a subject is not authority for
    anything.”); Belnap v. Iasis Healthcare, 
    844 F.3d 1272
    , 1289 (10th Cir. 2017)
    (noting that, where the court never addressed the issue, and the parties never
    briefed it, “we cannot reasonably infer that the . . . court considered and resolved
    the issue”).
    Ruling otherwise would upset our well-settled “requirement of
    contemporaneous objection to procedural errors,” 
    Romero, 491 F.3d at 1177
    ,
    including objections to alleged errors associated with a district court’s allocation
    of the burden of proof in computing the proper Guidelines sentence. Compare
    e.g., Gall v. United States, 
    552 U.S. 38
    , 51 (2007) (concluding that “failing to
    calculate (or improperly calculating) the Guidelines range” was a “significant
    14
    procedural error”), with United States v. Smart, 
    518 F.3d 800
    , 803 (10th Cir.
    2008) (noting that “a substantive component” of the requisite reasonableness
    review of sentences “relates to the length of the resulting sentence”).
    Accordingly, we review Ms. Jones’s burden-shifting objection only for plain
    error. 2
    2
    Under the stringent plain-error standard, Ms. Jones must establish: “(1) an
    error, (2) that is plain, which means clear or obvious under current law, and
    (3) that affects substantial rights. If [s]he satisfies these criteria, [we] may
    exercise discretion to correct the error if (4) it seriously affects the fairness,
    2
    Insisting that she had not forfeited her burden-shifting argument, Ms.
    Jones (tacitly) declined to contend in the alternative that she had satisfied the
    requirements of the plain-error standard. Consequently, “we could permissibly
    decline to consider the [burden-shifting] argument altogether,” effectively treating
    the argument as waived. Abernathy v. Wandes, 
    713 F.3d 538
    , 551 (10th Cir.
    2013); see Richison v. Ernest Grp., Inc., 
    634 F.3d 1123
    , 1131 (10th Cir. 2011)
    (noting that “the failure to argue for plain error and its application on
    appeal—surely marks the end of the road for an argument for reversal not first
    presented to the district court”). However, it is fully within our discretion to
    consider issues that have not been properly preserved for appellate review. See
    Exxon Shipping Co. v. Baker, 
    554 U.S. 471
    , 487 (2008) (“‘It is the general rule,
    of course, that a federal appellate court does not consider an issue not passed
    upon below,’ when to deviate from this rule being a matter ‘left primarily to the
    discretion of the courts of appeals, to be exercised on the facts of individual
    cases[.]’” (citation omitted) (quoting Singleton v. Wulff, 
    428 U.S. 106
    , 120, 121
    (1976))); see also 
    Abernathy, 713 F.3d at 552
    (“[T]he decision regarding what
    issues are appropriate to entertain on appeal in instances of lack of preservation is
    discretionary”). And we do so here, but only under the demanding plain-error
    standard.
    15
    integrity, or public reputation of judicial proceedings.” United States v. Rosales-
    Miranda, 
    755 F.3d 1253
    , 1258 (10th Cir. 2014) (quoting United States v.
    McGehee, 
    672 F.3d 860
    , 866 (10th Cir. 2012)). This she cannot do. Specifically,
    Ms. Jones’s arguments fail to persuade us that the district court committed any
    error at all, much less clear or obvious error. Therefore, we conclude that her
    burden-shifting contention cannot satisfy even the first prong of the plain-error
    standard and, thus, cannot succeed.
    At the outset, we underscore that Ms. Jones’s burden under the first prong
    is to show on the existing record that the district court erred; speculation or
    conjecture will not do. See Sykes v. United States, 
    373 F.2d 607
    , 612–13 (5th Cir.
    1966) (“Speculation wastes time and bears ephemeral fruit. . . . The burden of
    showing that the error was committed, and is not mere speculation, [under a
    plain-error standard] is on the appellant.”). Yet, Ms. Jones’s offering does not
    carry this burden. Her argument—that the district court improperly shifted the
    burden of proof to her by requiring her to prove that particular dollar amounts
    should not be included in the amount of loss, rather than requiring the government
    to prove that they should be included—seems to mischaracterize the court’s
    analysis. The comments that Ms. Jones identifies are reasonably interpreted as
    evincing nothing more than the court’s efforts to summarize the evidence before
    it. Indeed, in ruling on Ms. Jones’s objections to the amount of loss, the court
    clearly displayed its understanding that the proof burden rested on the
    16
    government’s shoulders. For example, the court began by addressing the Blue
    Cross Blue Shield payments and found that the government had “not shown by a
    preponderance of the evidence” that those payments were unauthorized. R.,
    Vol. II, at 114. The court only then went on to find that it was “not persuaded”
    by Ms. Jones’s argument that any further reduction in the loss amount was
    warranted. 
    Id. at 115.
    The court’s full discussion on the record seems to reflect its clear
    understanding that the government was required to prove the entire amount of loss
    by a preponderance of the evidence. Indeed, the government presented testimony
    from Ms. Snelling to establish this loss amount. And Ms. Jones fails to persuade
    us that her interpretation of the district court’s comments is more likely correct.
    Cf. United States v. Rodriguez, 
    398 F.3d 1291
    , 1300 (11th Cir. 2005) (“Where
    errors could have cut either way and uncertainty exists, the burden is the decisive
    factor in . . . the plain error test, and the burden is on the defendant.”). In this
    regard, as we read the record, the court’s specific comment that Ms. Jones would
    have had “every incentive to bring [proof that the purchases were authorized]
    forward,” 
    id. at 115,
    simply reflects the court’s awareness that Ms. Jones was free
    to present evidence at the sentencing hearing in support of her substantive loss-
    amount objection, see Fed. R. Crim. P. 32(i)(2) (“The court may permit the
    parties to introduce evidence on the objections.”); it does not indicate that the
    court had abandoned its previously expressed understanding of the proper
    17
    allocation of the burden of proof to the government. Thus, we conclude that Ms.
    Jones has not demonstrated that the district court erred at all—i.e., the first
    requirement of the plain-error standard—with respect to her burden-shifting
    argument. Therefore, we reject this challenge to the district court’s sentence.
    B
    Ms. Jones next argues that the district court erred by including in its
    restitution calculation amounts that Ms. Jones allegedly embezzled outside the
    time period specified in the criminal information and in her plea. The
    information charged her with embezzling from Teel’s “[c]ommencing as early as
    2008,” R. Vol. I, at 8; see also 
    id. at 9
    (noting the relevant conduct began “on or
    about 2008”), and, at the plea hearing, she admitted that she had embezzled from
    Teel’s “as early as 2008,” R., Vol. II, at 38. However, as Ms. Jones points out, in
    calculating the loss amount on which the restitution was based, the district court
    relied on the PSR, which lists dates in 2007 as the starting period of five sets of
    her alleged embezzlements. She reasons that the district court necessarily
    included some embezzlement amounts in its restitution order that are not causally
    connected to the time frame of her offense of conviction. Ms. Jones
    acknowledges that she makes this argument for the first time on appeal, but
    contends that reversal is appropriate because the court clearly or obviously erred
    under the MVRA. See United States v. Alisuretove, 
    788 F.3d 1247
    , 1258
    18
    (10th Cir. 2015) (noting that the MVRA’s limitation on permissible restitution
    “necessarily includes the temporal limits of the offense as outlined in the
    indictment”); United States v. Gordon, 
    480 F.3d 1205
    , 1211 (10th Cir. 2007)
    (“The MVRA . . . did not change the general rule that restitution may only be
    ordered for losses caused by the offense of conviction.”); see also United States v.
    James, 
    564 F.3d 1237
    , 1248 (10th Cir. 2009) (noting regarding a restitution
    challenge that “plain error review on appeal now requires [the defendant] to show
    a clear or obvious error affecting his substantial rights that seriously affected the
    integrity of the judicial proceedings”). However, for the reasons explicated infra,
    we ultimately reject Ms. Jones’s argument.
    Because Ms. Jones raised her restitution argument for the first time on
    appeal, we review only for plain error. See, e.g., United States v. Zhou, 
    717 F.3d 1139
    , 1152 (10th Cir. 2013) (“Mr. Zhou’s final argument is that the district court
    erred in ordering him to pay $417,396.39 in restitution . . . under the [MVRA] . . .
    . Where the defendant failed to object [to a restitution award], . . . we review only
    for plain error.”). Again, this “demanding standard,” requires Ms. Jones to
    “demonstrate (1) an error, (2) that is plain, which means clear or obvious under
    current law, and (3) that affects substantial rights.” 
    Rosales-Miranda, 755 F.3d at 1258
    (quoting 
    McGehee, 672 F.3d at 876
    ). If she does so, we may (4) “exercise
    discretion to correct the error if . . . it seriously affects the fairness, integrity, or
    19
    public reputation of judicial proceedings.” 
    Id. We conclude
    that Ms. Jones
    cannot satisfy this standard.
    Ms. Jones’s attack on the restitution award fails at the outset. Specifically,
    Ms. Jones’s contention of error is not cognizable on plain-error review because it
    turns on an unresolved factual issue—that is, whether the district court actually
    included any money associated with 2007 embezzlements in its restitution
    calculation. See United States v. Wright, --- F.3d ----, No. 15-5090, slip op. at 18
    (10th Cir. filed Feb. 21, 2017) (“On appeal, despite his silence in the district
    court, Wright contends that the district court erred by failing to reduce the amount
    of loss and restitution by the amount recovered after the Bank foreclosed on the
    property. But under the plain error standard, Wright waived this challenge by
    failing to dispute this fact at sentencing.”); 
    Zhou, 717 F.3d at 1154
    (“To the
    extent [the defendant] is attempting to raise unpreserved factual errors, we have
    held under the plain error standard that failure to assert a factual dispute at
    sentencing waives the challenge because it prevented the probation officer from
    reviewing and the district court from resolving the fact issue.”). In this regard,
    Ms. Jones relies solely on inferences from the PSR’s language, which lists dates
    in 2007 as the starting period of five sets of her alleged embezzlements, to
    establish that “some amount for each period was improperly included in the
    [restitution] award.” Aplt.’s Reply Br. at 7; see also Aplt.’s Opening Br. at 26
    (inferring from “the wording of the [PSR]” that there is “no doubt that losses for
    20
    conduct from identified starting dates [were] included”); Aplt.’s Reply Br. at 7
    (noting that “the [2007] starting points [of the PSR] necessarily have meaning”).
    But she never points to statements by the district court specifically indicating that
    it included any amounts based on any 2007 embezzlements in the restitution
    order, nor does she identify any other evidence reflecting such inclusion (e.g., one
    or more cancelled checks in the record evincing 2007 dates related to her Teel’s
    embezzlement that the PSR drafter relied on).
    Without more, Ms. Jones’s argument is simply speculation. She insists that
    “[t]here is no other plausible way to read the [PSR],” Aplt.’s Reply Br. at 6; “the
    starting and ending dates used were meant to mark the point at which the first
    taking of funds within each set, and the last taking of funds within each set, was
    done,” Aplt.’s Opening Br. at 26. But this inference is not predicated on any
    evidence—evidence which, judging from her appellate briefing, Ms. Jones cannot
    produce. Cf. Aplt.’s Reply Br. at 6 (noting that “it is impossible to say how many
    checks were included from 2007, or how much they totaled”); see also Aplt.’s
    Opening Br. at 31 (“[T]here is no way to say how many checks were wrongly
    included in the restitution award. . . . It could have been [increased] by a small
    sum, or it could have been [increased] by a large one.”). Accordingly, we
    conclude that Ms. Jones’s restitution argument—which turns on the resolution of
    an unresolved factual issue—is not cognizable under plain-error review.
    Consequently, we uphold the district court’s restitution order. See United States
    21
    v. Royal, 
    100 F.3d 1019
    , 1033 (1st Cir. 1996) (“[U]pon a review of the sentencing
    hearing transcript, it indeed appears unclear whether the sentencing court took
    into account acts that occurred prior to Royal’s involvement. But the record also
    indicates that Royal waived this objection in the district court, and any
    hypothetical error in the calculation of loss does not rise to the level of plain
    error.”).
    III
    For the foregoing reasons, we AFFIRM the district court’s sentencing
    order.
    ENTERED FOR THE COURT
    Jerome A. Holmes
    Circuit Judge
    22