United States v. Nkome ( 2021 )


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  •                                                                       FILED
    United States Court of Appeals
    Tenth Circuit
    PUBLISH                    February 17, 2021
    Christopher M. Wolpert
    UNITED STATES COURT OF APPEALS                Clerk of Court
    TENTH CIRCUIT
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    No. 18-3261
    v.
    GLADYS NKOME,
    Defendant - Appellant.
    Appeal from the United States District Court
    for the District of Kansas
    (D.C. No. 2:17-CR-20021-DDC-2)
    Kayla Gassmann, Appellate Attorney (Melody Brannon, Federal Public Defender,
    David M. Magariel, Assistant Federal Public Defender, with her on the briefs),
    Office of the Federal Public Defender, Kansas City, Kansas, for Defendant-
    Appellant.
    Jared S. Maag, Assistant United States Attorney (Stephen R. McAllister, United
    States Attorney, and James A. Brown, Assistant United States Attorney, with him
    on the brief), Office of the United States Attorney, District of Kansas, Topeka,
    Kansas, for Plaintiff-Appellee.
    Before HOLMES, MATHESON, and BACHARACH, Circuit Judges.
    HOLMES, Circuit Judge.
    Defendant-Appellant Gladys Nkome challenges the district court’s denial of
    a mitigating-role adjustment under United States Sentencing Guideline
    (“Guidelines” or “U.S.S.G.”) § 3B1.2. After careful consideration of Ms.
    Nkome’s arguments, we conclude that the district court did not err. Therefore,
    exercising jurisdiction under 
    28 U.S.C. § 1291
    , we affirm.
    I
    A
    Prior to her arrest in May 2017, Ms. Nkome participated in an international
    “advance-fee” conspiracy managed by individuals located in the Republic of
    Cameroon. R., Vol. III, at 94, 124 (Amended Presentence Investigation Report,
    filed Feb. 19, 2019). The Cameroon-based organizers created websites that
    purportedly sold legal and illegal goods. They convinced prospective online
    buyers to wire purchase money to fictitious U.S.-based sellers. A U.S.-based
    individual posing as a seller—a so-called “money mule”—would retrieve the
    wired money, take a percentage, and send the remainder overseas to the
    conspiracy’s organizers. 
    Id. at 94
    . The buyers would never receive the items that
    they sought to purchase.
    For approximately thirteen months, Ms. Nkome used at least thirty-five (35)
    fraudulent identities to collect $357,078.74 in wire transfers connected to the
    2
    conspiracy. 
    Id. at 124
    . Ms. Nkome’s co-defendant, Roderich Nkarakwi, 1 also
    engaged in money-mule activities in furtherance of the conspiracy, but his
    conspiratorial conduct extended beyond that role. Mr. Nkarakwi communicated
    with conspirators in Cameroon and directly facilitated Ms. Nkome’s money-mule
    activity by, among other things, helping her to obtain her false identities. After
    each transaction, Ms. Nkome transferred seventy to eighty percent of her proceeds
    to the conspiracy’s organizers outside the U.S. Between 2014 and 2017, Mr.
    Nkarakwi also regularly participated in this conspiracy. He collected at least
    $481,578.01 and used no fewer than ninety-five (95) different false identities.
    Mr. Nkarakwi also retained twenty to thirty percent of the gross proceeds from his
    money-mule activities and remitted the rest (i.e., seventy to eighty percent)
    overseas to conspirators.
    B
    In May 2017, a federal grand jury sitting in the U.S. District Court for the
    District of Kansas returned a six-count indictment against Ms. Nkome and Mr.
    Nkarakwi, charging them with conspiracy to commit wire fraud under 18 U.S.C.
    1
    As we discuss infra, the district court found relevant to its analysis of
    Ms. Nkome’s knowledge of the criminal conspiracy’s scope and structure the fact
    that she and Mr. Nkarakwi—who undisputedly played more roles in the
    conspiracy than Ms. Nkome—had had a personal relationship; indeed, he was the
    father of her child. See R., Vol. II, at 119, 127.
    3
    § 1349 (count I) and several substantive wire-fraud offenses in violation of 
    18 U.S.C. § 1343
     (counts II through VI).
    Ms. Nkome pleaded guilty in April 2018 to the indictment’s conspiracy
    count without a written plea agreement. The U.S. Probation Office prepared a
    Presentence Investigation Report (“PSR”) 2 that set Ms. Nkome’s base offense
    level at seven, pursuant to U.S.S.G. § 2B1.1(a)(1). The PSR purported to take
    into account solely Ms. Nkome’s own activities involving her “use of false
    identities to pick up wire transfer monies” (as opposed to basing the amount on
    the loss caused by the overall conspiracy) in calculating the loss amount
    attributable to her. R., Vol. III, at 124. It elevated her adjusted offense level by
    twelve, pursuant to U.S.S.G. § 2B1.1(b)(1)(G), based on a loss amount of between
    $250,000 and $550,000. After making additional offense-level adjustments, not
    relevant here, the PSR set her total adjustment offense level at twenty. With a
    criminal history category of I, the PSR set Ms. Nkome’s advisory Guidelines
    sentencing range at thirty-three to forty-one months’ imprisonment.
    Ms. Nkome objected to certain aspects of the PSR and subsequently filed a
    sentencing memorandum to support her position. As relevant here, Ms. Nkome
    contended that the Probation Office should have recommended her for a
    2
    The Probation Office relied on the 2016 edition of the Guidelines in
    preparing the PSR. Because this decision has not been challenged on appeal, we
    also rely on that edition in resolving the sentencing issues in this appeal.
    4
    mitigating-role adjustment pursuant to U.S.S.G. § 3B1.2 3 and argued that the loss
    amount that the office attributed to her was unreasonable. More specifically, as
    to the mitigating-role adjustment, Ms. Nkome contended she should have received
    the adjustment because she was merely “a ‘money mule’ and her role was limited
    to picking up money at certain locations and sending the majority of the funds on
    to others.” R., Vol. III, at 169. Ms. Nkome perceived the various participants in
    the conspiracy as falling into tiers of culpability—with the “Leader organizer” at
    the top and the “Money mule” at the bottom. Id. at 169–70. And, when her
    limited role was considered in a totality-of-the-circumstances analysis, Ms.
    Nkome reasoned that the PSR should have recommended her for a mitigating-role
    adjustment. See id. at 169–70. The Probation Office, however, disagreed. It
    reasoned that, “though comparisons of Ms. Nkome to people who performed other
    roles [in the conspiracy] may be helpful in distinguishing duties, the comparisons
    do not demonstrate that [Ms. Nkome] was substantially less culpable than the
    average participant,” which is a necessary showing for a mitigating-role
    3
    Briefly stated, the Guidelines authorize a four-level reduction for a
    defendant who was “a minimal participant in any criminal activity,” a two-level
    reduction for a defendant who was “a minor participant” in the criminal activity,
    and a three-level reduction for a defendant whose participation in the criminal
    activity was of an “intermediate” level—between “minimal” and “minor.”
    U.S.S.G. § 3B1.2 & cmt. n.3(C).
    5
    adjustment. Id. at 172. The Probation Office found that, in terms of culpability,
    Ms. Nkome was “an average participant.” Id.
    C
    The district court conducted a sentencing hearing. There, the court heard
    testimony from the law-enforcement case agent concerning the nature of the
    fraudulent conspiracy and Ms. Nkome’s role in it, and then heard arguments from
    the parties. Partway through the hearing the parties reached an agreement
    concerning the loss amount, stipulating that the loss was “more than [$]95,000 but
    less than [$]150,000.” R., Vol. II, at 89. However, Ms. Nkome maintained her
    objection regarding the mitigating-role adjustment.
    Based on its consideration of the testimonial evidence, the PSR’s findings,
    and the parties’ arguments, the district court determined Ms. Nkome did not
    qualify for a U.S.S.G. § 3B1.2 reduction. Id. at 126–30. It reached this decision
    in part by applying five non-exhaustive factors set out in Note 3(C) of the
    Guidelines commentary. Briefly stated, these factors inquire into the extent to
    which the defendant: (1) understood the scope and structure of the criminal
    activity; (2) planned or organized the criminal activity; (3) exercised decision-
    making authority regarding the activity; (4) participated in the criminal activity
    and possessed discretion and responsibility concerning it; and (5) stood to benefit
    from the criminal activity. See U.S.S.G. § 3B1.2, cmt. n.3(C).
    6
    The district court reasoned that, under the view of the record “most
    favorable” to Ms. Nkome, the first factor would be no more than “neutral,” but
    the court ultimately found that “the evidence [made] it more likely than not that
    [Ms. Nkome] understood how [the] conspiracy worked and . . . [her role] in it.”
    R., Vol. II, at 126–27. In this regard, the court noted “particularly given [Ms.
    Nkome’s] long run participation in [the conspiracy], her connection to her
    co-defendant [i.e., Mr. Nkarakwi] who played more positions in the conspiracy
    than she did, I think it is more likely on balance than not that she understood well
    how this conspiracy worked.” Id. at 127. Next, the court found that factors two
    and three supported Ms. Nkome’s position because the evidence did not establish
    that she either planned the activity or exercised authority over those who did. Id.
    at 127–28 (observing that, based on the parties’ arguments, it is “not persuasive to
    believe that she played a significant organizing or planning role or that she
    exercised authority or influenced those who did”).
    As for the fourth factor, the court found that “this is the factor on which
    [Ms. Nkome] does the worst” because “[s]he was a meaningful[,] repeating[,]
    persistent participator.” Id. at 128. The court clarified that it was “not
    particularly persuaded by arguments that say [Ms. Nkome] played an integral role
    because most of these transactions or conspiracies need everyone in every role.
    So the fact that the money wouldn’t have gotten claimed without her is not
    7
    particularly meaningful[.]” Id. However, the court said that upon “look[ing] at
    the nature and extent of [Ms. Nkome’s] participation in this activity spread over a
    substantial period of time going in . . . to claim money by herself, it seems . . .
    that she does have a significant role in [the conspiracy] whether it is integral or
    not.” Id.
    Finally, the court found that the fifth, and last factor, did “not favor [Ms.
    Nkome].” Id. at 129. More specifically, concerning the extent to which Ms.
    Nkome stood to benefit from the criminal activity, the court reasoned as follows:
    Like many things that happen in conspiracies and criminal
    activity generally, the exact amount of loss that Ms. Nkome
    imposed upon members of the public is not clear. The parties
    agree that it’s somewhere between 95- and 150,000 dollars, and
    also appear to agree she profited in the range of 20 to 30 percent
    of that gross theft or gross loss. At the 20 percent at the low end
    of that, her takeaway was $19,000. At the 30 percent on the high
    end her takeaway was $45,000. That’s a significant benefit and
    it is a benefit that is -- that is a piece of the action. The more of
    it she did, the better she did. And so this factor in my judgment,
    based on the evidence pertaining to it given the long running and
    persistent nature of it and the degree of the benefit that we know
    she derived, does not favor [Ms. Nkome].
    Id. at 128–29.
    In reaching its ultimate conclusion regarding the inapplicability of the
    adjustment, the court observed that the Guidelines did not oblige it to
    mechanically add up the five factors; the adjustment determination was “not a
    scoreboard kind of thing.” Id. at 129. Rather, said the court, the Guidelines
    8
    intend for the court to ground its determination on “the totality of the
    circumstances.” Id. And though the court acknowledged that only “three of the
    factors disfavor the defendant” and that “the first factor [made for] a little closer
    call” than the other two against the defendant, it ultimately found that Ms. Nkome
    had not established that she qualified for a mitigating-role adjustment. Id.
    The court reasoned as follows:
    The exact structure of this from the evidence I heard and the
    undisputed facts in the presentence report aren’t altogether clear,
    but it seems that this was a conspiracy in an organization that had
    relatively sophisticated people at the top of it and then a bunch
    of piece workers, people who may have applied more
    sophisticated skills like building a website or creating falsified
    documents or going in to claim the money, but that does not
    make them any less culpable than the defendant’s culpability
    here.
    So while I’m -- it’s a relatively close question on whether she
    deserves a minor two-level reduction, I do not find it close on
    whether she deserves a reduction at the minimal level or
    intermediate. And given the defendant bears the burden on this,
    I’m overruling the objection.
    Id. at 129–30 (emphasis added). When Ms. Nkome’s counsel inquired whether
    the court had intended by its remarks to deny all mitigating-role
    adjustments—including the lowest (i.e., two-level) downward adjustment—the
    court shed further light on its reasoning:
    I think at the two-level it is a relatively close question. But when
    I look at the key concept that is expressed in that [Guidelines]
    commentary section that says is the defendant substantially less
    9
    culpable than the average participant in this criminal activity
    [i.e., Note 3(C)], to me and the way -- on the totality of the
    circumstances the way I evaluate this conspiracy is there was
    someone more culpable than Ms. Nkome at the top but then there
    were a bunch of people of relatively equal culpability. And I
    cannot say with that view of the conspiracy that [Ms. Nkome] is
    substantially less culpable than the average participant, and so
    that’s why I overruled the objection.
    Id. at 131–32.
    After applying all of the Guidelines adjustments, the court found that Ms.
    Nkome’s “total offense level [wa]s down from what the presentence report found
    to 16 with a criminal history of one,” which “produce[d] a guideline range of 21
    to 27 months.” Id. at 142. Having then considered the sentencing factors of 
    18 U.S.C. § 3553
    (a), the court sentenced Ms. Nkome to the bottom of that
    range—that is, to twenty-one months’ imprisonment.
    Ms. Nkome has timely appealed, arguing that the court erred in denying her
    request for a mitigating-role reduction pursuant to U.S.S.G. § 3B1.2.
    II
    A
    “[W]e review sentences for reasonableness under a deferential
    abuse-of-discretion standard.” United States v. Alapizco-Valenzuela, 
    546 F.3d 1208
    , 1214 (10th Cir. 2008); accord United States v. Cookson, 
    922 F.3d 1079
    ,
    1090 (10th Cir. 2019). “Reasonableness includes both procedural and substantive
    components.” United States v. Masek, 
    588 F.3d 1283
    , 1290 (10th Cir. 2009).
    10
    “The procedural component concerns how the district court calculated and
    explained the sentence, whereas the substantive component concerns whether the
    length of the sentence is reasonable in light of the statutory factors under 
    18 U.S.C. § 3553
    (a).” United States v. Adams, 
    751 F.3d 1175
    , 1181 (10th Cir.
    2014).
    Ms. Nkome’s challenges implicate the procedural reasonableness of her
    sentence because, at bottom, she alleges that the district court committed legal
    and factual error in calculating her Guidelines sentence—more specifically, that
    the court’s denial of her mitigating-role adjustment rested on legal error and
    inadequate factual evidence. Though the overarching standard for our review of
    the procedural reasonableness of the court’s sentence is abuse of discretion,
    “[t]his standard is not monolithic.” United States v. Arias-Mercedes, 
    901 F.3d 1
    ,
    5 (1st Cir. 2018). “[W]e review de novo the district court’s legal conclusions
    regarding the guidelines and review its factual findings for clear error.” United
    States v. Gantt, 
    679 F.3d 1240
    , 1246 (10th Cir. 2012); accord United States v.
    Sanchez-Leon, 
    764 F.3d 1248
    , 1262 (10th Cir. 2014).
    The court’s denial of a mitigating-role adjustment is a factual determination
    and, accordingly, we review it for clear error. See United States v. Delgado-
    Lopez, 
    974 F.3d 1188
    , 1191 (10th Cir. 2020); United States v. Martinez, 
    512 F.3d 1268
    , 1275 (10th Cir. 2008); see also U.S.S.G. § 3B1.2, cmt. n.3(C) (noting that
    11
    whether to apply a mitigating-role adjustment is “a determination that is heavily
    dependent upon the facts of the particular case”). But, we recognize that “[a]
    district court commits legal error when it applies the ‘wrong test’ in making a
    factual finding at sentencing.” Delgado-Lopez, 974 F.3d at 1194 (quoting United
    States v. Yurek, 
    925 F.3d 423
    , 446 (10th Cir. 2019)). And “[a]n error of law is
    per se an abuse of discretion.” United States v. Lopez-Avila, 
    665 F.3d 1216
    , 1219
    (10th Cir. 2011); accord United States v. Clark, 
    981 F.3d 1154
    , 1162 (10th Cir.
    2020).
    “The defendant bears the burden of proving by a preponderance of the
    evidence whether an adjustment under § 3B1.2 is warranted.” United States v.
    Salas, 
    756 F.3d 1196
    , 1207 (10th Cir. 2014); see United States v. Ayers, 
    84 F.3d 382
    , 383 (10th Cir. 1996) (“[I]t is the defendant’s burden to establish by a
    preponderance of the evidence that he or she is entitled to an offense reduction.”).
    Before considering Ms. Nkome’s specific arguments, we examine the relevant
    Guidelines provisions.
    B
    The Guidelines instruct district courts to decrease by four levels a
    defendant’s offense level when “the defendant was a minimal participant in any
    criminal activity,” U.S.S.G. § 3B1.2(a), by two levels when “the defendant was a
    minor participant,” id. § 3B1.2(b), and by three levels when the defendant’s
    12
    participation in the criminal activity was of an “intermediate” level—between
    “minimal” and “minor,” id. § 3B1.2 & cmt. n.3(C).
    The Guidelines commentary plays a significant role in elaborating on the
    adjustment’s meaning. “Commentary in the Guidelines Manual that interprets or
    explains a guideline is authoritative unless it violates the Constitution or a federal
    statute, or is inconsistent with, or a plainly erroneous reading of, that guideline.”
    United States v. Boyd, 
    721 F.3d 1259
    , 1261 (10th Cir. 2013) (quoting United
    States v. Nacchio, 
    573 F.3d 1062
    , 1066–67 (10th Cir. 2009)); see also Stinson v.
    United States, 
    508 U.S. 36
    , 45 (1993) (explaining that if an application note’s
    interpretation of the Guidelines does not violate the Constitution or a federal
    statute, we must give it “controlling weight unless it is plainly erroneous or
    inconsistent with the regulation.” (quoting Bowles v. Seminole Rock & Sand Co.,
    
    325 U.S. 410
    , 414 (1945))).
    The applicable commentary note defines a “participant” as “a person who is
    criminally responsible for the commission of the offense, but need not have been
    convicted.” U.S.S.G. § 3B1.1, cmt. n.1 (defining “participant” as to the
    aggravating-role adjustment); see id. § 3B1.2, cmt. n.1 (noting that, for purposes
    of § 3B1.2, “participant” “has the meaning given that term” in § 3B1.1, the
    aggravating-role adjustment); accord United States v. Lacey, 
    86 F.3d 956
    , 968
    (10th Cir. 1996). Notably, the commentary further clarifies that “[t]he
    13
    determination of the defendant’s role in the offense is to be made on the basis of
    all conduct within the scope of [U.S.S.G.] § 1B1.3 (Relevant Conduct) . . . and
    not solely on the basis of elements and acts cited in the count of conviction.”
    U.S.S.G., Ch. 3, Pt.B, intro. cmt.; accord United States v. VanMeter, 
    278 F.3d 1156
    , 1166 (10th Cir. 2002); see United States v. Harris, 148 F. App’x 690,
    693–94 (10th Cir. 2005) (unpublished) (“Once a defendant’s relevant conduct for
    sentencing purposes is determined, the same relevant conduct is used not only in
    determining the defendant’s base offense level but also for any role in the offense
    adjustments.”).
    Accordingly, where a defendant’s criminal conduct involved a “jointly
    undertaken criminal activity”—such as a conspiracy, as here—a sentencing
    court’s assessment of a defendant’s role in the offense may involve in certain
    instances consideration of the conduct of uncharged coconspirators, as well as the
    conduct of charged, codefendant conspirators. U.S.S.G. § 1B1.3(a)(1)(B) & cmt.
    (3)(A); see United States v. Roach, 
    978 F.2d 573
    , 576 (10th Cir. 1992) (upholding
    district court’s finding that unindicted conspirator was a participant for purposes
    of an aggravating role enhancement); see also United States v. Garrison, 
    133 F.3d 831
    , 844 n.22, 846 (11th Cir. 1998); cf. Lacey, 
    86 F.3d at 968
     (ruling that “even
    though a jury did not find [defendant’s two coconspirators] guilty beyond a
    reasonable doubt, the district court was not foreclosed from finding by a
    14
    preponderance of the evidence that they were ‘criminally responsible’ and thus
    participants in [defendant’s] drug conspiracy”). As particularly relevant to the
    questions before us, the commentary makes clear that § 3B1.2 “provides a range
    of adjustments for a defendant who plays a part in committing the offense that
    makes him substantially less culpable than the average participant in the criminal
    activity.” U.S.S.G. § 3B1.2, cmt. n.3(A) (emphasis added). The commentary
    further clarifies the meaning of the key terms. A minimal participant is a
    “defendant[] who [is] plainly among the least culpable of those involved in the
    conduct of a group.” Id., cmt. n.4. A “defendant’s lack of knowledge or
    understanding of the scope and structure of the enterprise and of the activities of
    others is indicative of a role as a minimal participant.” Id. A minor participant is
    a defendant “who is less culpable than most other participants in the criminal
    activity, but whose role could not be described as minimal.” Id., cmt. n.5.
    And, as noted, a downward adjustment also is authorized for a defendant
    whose culpability is of an “intermediate” level—falling somewhere between the
    culpability of the minimal and minor participant. Id., cmt. n.3(C) & n.5. “The
    determination whether to apply [a minimal-role adjustment, a minor-role
    adjustment], or an intermediate adjustment, is based on the totality of the
    circumstances and involves a determination that is heavily dependent upon the
    facts of the particular case.” Id., cmt. n.3(C).
    15
    Significantly, on November 1, 2015, the Sentencing Commission
    promulgated Amendment 794. U.S.S.G. Supp. to App. C., Amend. 794 (Nov. 1,
    2015). The amendment effectively revised the commentary to specify that courts
    are to determine whether a defendant is eligible for a § 3B1.2 reduction by
    comparing the defendant with other participants in the same criminal activity.
    The Commission indicated that this revision was in response to “a circuit conflict
    and other case law that may be discouraging courts from applying the adjustment
    in otherwise appropriate circumstances.” Id. According to the Commission, this
    split stemmed from differences concerning how to determine an “average
    participant.” Id.
    Some circuits “concluded that the ‘average participant’ means only those
    persons who actually participated in the criminal activity at issue in the
    defendant’s case, so that the defendant’s relative culpability is determined only by
    reference to his or her co-participants in the case at hand.” Id. But others
    “concluded that the ‘average participant’ also includes the ‘universe of persons
    participating in similar crimes.’” Id. (quoting United States v. Santos, 
    357 F.3d 136
    , 142 (1st Cir. 2004)). “Under this latter approach, courts will ordinarily
    consider the defendant’s culpability relative both to his co-participants and to the
    16
    typical offender.” 
    Id.
     The Commission adopted the former view, 4 “revising the
    commentary to specify that, when determining [the applicability of a] mitigating-
    role adjustment, the defendant is to be compared with other participants ‘in the
    criminal activity’”—that is, those involved in the same criminal activity at issue
    in the defendant’s case. 
    Id.
    Amendment 794 also “provide[d] a non-exhaustive list of factors for the
    court to consider in determining whether to apply a mitigating-role adjustment
    and, if so, the amount of the adjustment.” 
    Id.
     In explaining the rationale for this
    revision, the Commission explained that it “was persuaded by public comment
    and a detailed review of cases involving low-level offenders, particularly in fraud
    cases, that providing a list of factors will give the courts a common framework
    for determining whether to apply a mitigating-role adjustment . . . and will help
    promote consistency.” 
    Id.
    4
    In our persuasive unpublished decision in United States v. Moreno,
    696 F. App’x 886 (10th Cir. 2017) (unpublished)—though we ultimately applied
    the 2014, pre-amendment Guidelines—we discussed at some length the import of
    Amendment 794. See 
    id.
     at 889–90. Specifically, we observed that, prior to the
    amendment, our cases had determined that “both comparators were
    relevant”—that is, both criminal participants in the specific criminal activity at
    issue and typical participants involved in the same type of criminal activity. 
    Id.
    As the panel noted there, “the Sentencing Commission amended the commentary
    (Amendment 794) to specify only an internal comparison is permitted,” that is to
    say a comparison of participants involved in the same criminal activity. Id. at
    889.
    17
    Along with its introductory commentary, this list—as it appears in the
    Guidelines—states as follows:
    In determining whether to apply subsection (a) [i.e., minimal-
    participant] or (b) [i.e., minor-participant], or an intermediate
    adjustment, the court should consider the following
    non-exhaustive list of factors:
    (i)     the degree to which the defendant understood the scope
    and structure of the criminal activity;
    (ii)    the degree to which the defendant participated in planning
    or organizing the criminal activity;
    (iii)   the degree to which the defendant exercised
    decision-making authority or influenced the exercise of
    decision-making authority;
    (iv)    the nature and extent of the defendant’s participation in
    the commission of the criminal activity, including the acts
    the defendant performed and the responsibility and
    discretion the defendant had in performing those acts;
    (v)     the degree to which the defendant stood to benefit from the
    criminal activity.
    U.S.S.G. § 3B1.2, cmt. n.3(C).
    And, relevant for our purposes, another product of Amendment 794 was
    two clarifying comments that the Commission placed immediately after the list.
    The first provides as follows: “For example, a defendant who does not have a
    proprietary interest in the criminal activity and who is simply being paid to
    perform certain tasks should be considered for an adjustment under this
    guideline.” Id. And the second clarifies how much significance should attach to
    18
    the fact that a defendant played a key role in the criminal activity: “The fact that
    a defendant performs an essential or indispensable role in the criminal activity is
    not determinative. Such a defendant may receive an adjustment under this
    guideline if he or she is substantially less culpable than the average participant in
    the criminal activity.” Id.
    Against this backdrop, we turn to assay Ms. Nkome’s arguments.
    III
    Ms. Nkome makes two arguments challenging the district court’s denial of
    her request for a mitigating-role adjustment under U.S.S.G. § 3B1.2. First, she
    contends that, in assessing whether she qualified for the mitigating-role
    adjustment, the court committed legal error. Specifically, she asserts the
    following: “Instead of analyzing Ms. Nkome’s role compared to the other
    participants in the criminal activity, the district court looked at the commentary
    factors in isolation. In doing so, it looked at Ms. Nkome’s culpability, but did not
    compare her culpability to others in the conspiracy.” Aplt.’s Opening Br. at 11;
    see also Aplt.’s Reply Br. at 5 (“Discussing Ms. Nkome’s conduct under each
    [commentary] factor, isolated from any comparison to other participants, does not
    satisfy the district court’s obligation to compare Ms. Nkome’s role and culpability
    to the other participants.”).
    19
    And, second, Ms. Nkome contends that the district court committed clear
    error in making the factual determination that she did not qualify for a mitigating-
    role adjustment. In particular, Ms. Nkome asserts that the court “incorrectly
    found that Ms. Nkome fell within an amorphous middle group” of criminal
    participants of comparably equal culpability. Aplt.’s Opening Br. at 11. Ms.
    Nkome contends that, at bottom, she was no more than “a minor participant in a
    vast conspiracy that spanned multiple continents and involved scores of
    individuals more culpable than her.” Id.
    We carefully consider Ms. Nkome’s two arguments below but find them
    wanting: she has not adequately shouldered her burden of demonstrating that the
    district court erred in denying her request for a mitigating-role adjustment.
    A
    Ms. Nkome contends that the district court’s mode of analysis in
    determining whether she qualified for a mitigating-role adjustment was legally
    erroneous. She argues that, “[i]nstead of conducting a comparison using the
    non-exhaustive list of factors contained in the commentary as a guide”—that is, a
    comparison between her culpability and the culpability of the other participants in
    20
    the criminal activity at issue—the district court assessed “Ms. Nkome’s role in
    isolation.” Id. at 17. 5
    5
    One might make a cogent argument that Ms. Nkome forfeited this
    legal challenge before the district court and therefore—instead of reviewing this
    legal question de novo (under the overarching abuse-of-discretion standard)—we
    should review it only for plain error. See Yurek, 925 F.3d at 444–45; see also
    United States v. Romero, 
    491 F.3d 1173
    , 1177 (10th Cir. 2007) (noting that “the
    requirement of contemporaneous objection to procedural errors is consistent with
    our precedent and represents a reasonable burden on defendants”); United States
    v. Gantt, 
    679 F.3d 1240
    , 1247 (10th Cir. 2012). It is true that Ms. Nkome
    vigorously objected to the PSR’s recommended denial of the § 3B1.2 mitigating-
    role adjustment, and, in this regard, she also filed a sentencing memorandum
    advancing this challenge. Later, Ms. Nkome orally urged the district court to
    apply this downward adjustment at her sentencing hearing. However, like the
    legal challenge of the defendant in Yurek, Ms. Nkome’s legal challenge is
    “alleging an error in the district court’s explanation, not in the content of the
    presentence report. So objecting to the presentence report would not have alerted
    the district court to an error in its explanation.” 925 F.3d at 444. And, after the
    district court offered its explanation for denying a mitigating-role adjustment to
    Ms. Nkome and announced its sentence, Ms. Nkome did not specifically object on
    the ground that the court’s explanation—viz., its comparative analysis—was
    legally deficient. Instead, in response to the district court’s call for “any final
    objections,” Ms. Nkome merely asserted, “I’ll object to the procedural . . .
    reasonableness of the sentence and just sort of incorporate my comments from
    earlier.” R., Vol. II, at 145. This general, enigmatic assertion was likely
    incapable of alerting the district court to the legal error Ms. Nkome asserts now.
    In this regard, her earlier comments at the sentencing hearing that Ms. Nkome
    references in the quoted passage could not possibly have alerted the district court
    to any purported deficiencies in its explanation because the court had yet to offer
    it. However, we will not definitively opine on whether Ms. Nkome forfeited her
    legal challenge or pursue the matter further because, even if she did forfeit the
    challenge, the government did not bring Ms. Nkome’s possible forfeiture to our
    attention and thereby “forfeited the right to object” to her forfeiture. United
    States v. McGehee, 
    672 F.3d 860
    , 873 n.5 (10th Cir. 2012); see United States v.
    Rodebaugh, 
    798 F.3d 1281
    , 1306 (10th Cir. 2015) (Bacharach, J., joined by
    Moritz, J., writing for the court in dissent) (discussing the concept of the
    (continued...)
    21
    As a general matter, it cannot be gainsaid that, in assessing a defendant’s
    fitness for a § 3B1.2 adjustment, the sentencing court “must focus on whether the
    defendant ‘is substantially less culpable than the average participant in the
    criminal activity.’” Yurek, 925 F.3d at 445 (quoting U.S.S.G. § 3B1.2, cmt.
    n.3(C)). Indeed, as we noted in Yurek, “[t]he crux of § 3B1.2 is a defendant’s
    relative culpability.” Id. at 446. Moreover, as a consequence of Amendment 794,
    it is clear that the Sentencing Commission has provided courts in the commentary
    with a “framework” of five non-exhaustive factors to employ in conducting this
    comparative analysis. U.S.S.G. Supp. to App. C., Amend. 794. More
    specifically, the commentary indicates that sentencing courts “should consider”
    these factors in this analysis. U.S.S.G. § 3B1.2, cmt. n.3(C).
    However, as we have noted in the § 3B1.2 context, “[w]e do not require a
    district court ‘to make detailed findings, or explain why a particular adjustment
    [under the guidelines] is or is not appropriate.’” United States v. Bowen, 
    437 F.3d 1009
    , 1019 (10th Cir. 2006) (quoting United States v. Maldonado–Campos,
    
    920 F.2d 714
    , 718 (10th Cir. 1990)); see also United States v. Herriman, 
    739 F.3d 5
    (...continued)
    government’s “waiver or forfeiture of the waiver” and collecting cases). With the
    matter in this posture, we exercise our discretion to “overlook” any potential
    forfeiture by Ms. Nkome of her legal challenge, McGee, 
    672 F.3d at
    873 n.5, and
    review it de novo.
    22
    1250, 1262 (10th Cir. 2014) (observing that this Bowen principle is “well-
    established”). It is only “when it is apparent from the court’s optional discussion
    that its factual finding may be based upon an incorrect legal standard” that we are
    obliged to “remand for reconsideration in light of the correct legal standard.”
    Bowen, 
    437 F.3d at 1019
     (quoting Maldonado-Campos, 
    920 F.2d at 718
    ); accord
    Delgado-Lopez, 974 F.3d at 1193. Moreover, in reviewing a sentencing court’s
    pronouncements, “[w]e ‘traditionally presume, absent some indication in the
    record suggesting otherwise, that trial judges . . . know the law and apply it in
    making their decisions.”’ United States v. Chavez-Meza, 
    854 F.3d 655
    , 659 (10th
    Cir. 2017) (quoting United States v. Ruiz-Terrazas, 
    477 F.3d 1196
    , 1201 (10th
    Cir. 2007), affirmed on other grounds, 
    138 S. Ct. 1959
     (2018)); accord United
    States v. Vann, 
    776 F.3d 746
    , 756 (10th Cir. 2015).
    Having carefully reviewed the record, we cannot agree with Ms. Nkome’s
    contention that the district court only considered her role “in isolation,” Aplt.’s
    Opening Br. at 17, and did not compare her culpability to other participants’
    culpability in her criminal scheme. For example, recall that in considering the
    first of the five non-exhaustive factors of the Guidelines commentary, the court
    compared Ms. Nkome’s participation in the criminal conspiracy to her
    codefendant, Mr. Nkarakwi, and was able to draw inferences in part from this
    comparison regarding Ms. Nkome’s knowledge of the structure and scope of the
    23
    scheme. More specifically, the court put it this way: “[P]articularly given [Ms.
    Nkome’s] long run participation in [the conspiracy], [and] her connection to her
    co-defendant [i.e., Mr. Nkarakwi] who played more positions in the conspiracy
    than she did, I think it is more likely on balance than not that she understood well
    how this conspiracy worked.” R., Vol. II, at 127.
    Moreover, in considering the fifth non-exhaustive factor—which calls for
    an inquiry into the extent to which the defendant benefitted from the criminal
    scheme—the court observed that the parties “appear to agree [Ms. Nkome]
    profited in the range of 20 to 30 percent of that gross theft or gross loss. . . .
    That’s a significant benefit[,] . . . that is a piece of the action.” 
    Id. at 129
    . It
    seems quite logical to us that, in assessing Ms. Nkome’s “piece of the action,” as
    a measure of her culpability and eligibility for a mitigating-role adjustment, the
    court necessarily was simultaneously—albeit tacitly—comparing Ms. Nkome’s
    culpability to that of other participants in the criminal scheme who got a larger
    share of the action. And, though we will discuss them in somewhat greater detail
    infra, the court’s concluding comments in denying the adjustment leave us with
    no doubt that the court’s attention was centered on comparing Ms. Nkome’s
    criminal culpability with other participants in a criminal conspiracy populated by
    some “relatively sophisticated people at the top . . . and then a bunch of piece
    workers.” 
    Id. at 130
    . The court stated in closing: “I cannot say with that view of
    24
    the conspiracy that [Ms. Nkome] is substantially less culpable than the average
    participant.” 
    Id. at 132
    .
    Admittedly, the court’s on-the-record culpability comparisons were not
    extensive. But they did not have to be. See, e.g., Bowen, 
    437 F.3d at 1019
    . The
    court did make some comparisons between Ms. Nkome’s culpable role and that of
    other participants in the conspiracy. As such, it cannot be said that the court
    completely failed to conform its (optional) analysis to the Guidelines’ comparison
    mandate. In other words, if the court committed legal error, it did not do so
    patently. Cf. Yurek, 925 F.3d at 446 (“By failing to consider Mrs. Yurek’s
    relative culpability, the district court applied the wrong test when denying a
    mitigating-role adjustment. As the government admits, the district court’s
    application of the wrong test constitutes an error that was plain.”).
    Consequently, Ms. Nkome is obligated to clearly identify in what way the
    court’s analysis was legally deficient—viz., to tell us what more the court needed
    to do to avoid legal error. Ms. Nkome, however, has struggled—and ultimately
    failed—to do this. Notably, though her opening brief organizes its discussion of
    the supposed legal deficiencies of the court’s comparative analysis under headings
    with respect to the five non-exhaustive factors of the Guidelines commentary, Ms.
    Nkome repeatedly said in oral argument that she was not asserting that the district
    court was legally required to expressly conduct a comparative culpability analysis
    25
    with reference to each of the five factors. See Aplt.’s Reply Br. at 7 (“Our point
    is not that the district court individually erred on each factor, but that the district
    court conducted the wrong overall analysis by failing to compare Ms. Nkome’s
    culpability to other participants in the offense.”). 6
    Nonetheless, in seeking to illuminate the supposed legal deficiency of the
    court’s comparative analysis, Ms. Nkome points to our decision in Yurek and the
    Seventh Circuit’s decision in United States v. Hill, 
    563 F.3d 572
     (7th Cir. 2009).
    Yet neither case avails her. Yurek did address a circumstance where the district
    court committed legal error—that is, it “applied the wrong test when denying a
    mitigating-role adjustment.” 925 F.3d at 446. However, the legal error there
    consisted of a clear violation of the Guidelines directive concerning what legal
    significance courts should attach to a defendant’s “essential or indispensable role
    in the criminal activity.” U.S.S.G. § 3B1.2, cmt. n.3(C); see Yurek, 925 F.3d at
    446. As we have noted supra, the Guidelines commentary provides the following:
    6
    Taking into account Bowen’s instruction that courts ordinarily are not
    required to offer detailed findings when denying Guidelines adjustments, Ms.
    Nkome’s disclaimer in this regard is likely wise. See Bowen, 
    437 F.3d at 1019
    ;
    see also United States v. Diaz, 
    884 F.3d 911
    , 916 (9th Cir. 2018) (“[The
    defendant] argues that the district court erred because it did not consider or
    mention the five factors listed in § 3B1.2, cmt. n.3(C), and failed to mention other
    factors it did consider when it concluded that [the defendant] did not qualify for a
    minor-role adjustment. But the district court was not obligated to tick off the
    factors on the record to show that it considered them . . . .”); accord United States
    v. Daneshvar, 
    925 F.3d 766
    , 790 (6th Cir. 2019).
    26
    “The fact that a defendant performs an essential or indispensable role in the
    criminal activity is not determinative. Such a defendant may receive an
    adjustment under this guideline if he or she is substantially less culpable than the
    average participant in the criminal activity.” U.S.S.G. § 3B1.2, cmt. n.3(C).
    Nevertheless, the district court in Yurek assigned “determinative” effect in
    denying a mitigating-role adjustment to its factual finding that the defendant’s
    role in the criminal activity “had been essential,” and we consequently held that
    this was legal error. 925 F.3d at 446. We are hard pressed to see how Yurek’s
    holding illustrates the nature of the district court’s alleged legal failing here. In
    finding fault with the district court’s comparative culpability analysis, Ms. Nkome
    does not even hint that she alleges the same or similar legal error to the one that
    we identified in Yurek. Indeed, she would not have gotten out of the starting
    blocks if she had attempted to do so, because the district court here expressly
    noted that it was “not particularly persuaded by arguments that say [Ms. Nkome]
    played an integral role” in the conspiracy. R., Vol. II, at 128. And, though she
    forcefully reminds us of Yurek’s observation that “[t]he crux of § 3B1.2 is a
    defendant’s relative culpability,” Yurek, 925 F.3d at 446, this general
    statement—important as it is—tells us nothing about the specific way in which
    the district court supposedly committed legal error in assessing Ms. Nkome’s
    relative culpability. Therefore, Yurek does not avail Ms. Nkome.
    27
    Neither does Hill. Contrary to Ms. Nkome’s assertion, the district court’s
    analysis here does not present an analogous concern to the one that the Seventh
    Circuit confronted in Hill. There, though the district court had made “a factual
    determination normally entitled to deferential review,” in denying the defendant a
    mitigating-role adjustment, the Seventh Circuit nevertheless remanded the matter
    for reconsideration, stating that it “cannot be confident that [the court’s] analysis
    was guided by the appropriate factors.” Hill, 
    563 F.3d at 579
    . More specifically,
    the Seventh Circuit lacked confidence in the court’s factual analysis because the
    defendant there had successfully demonstrated that the court’s analytical approach
    was infected with legal error. Specifically, the defendant had shown that “the
    [sentencing] court’s approach . . . reflect[ed] an inclination to divorce the offense
    of conviction from the surrounding facts,” and the Seventh Circuit had concluded
    that this tendency had led the court to erroneously disregard relevant conduct, as
    the Guidelines define it (i.e., U.S.S.G. § 1B1.3), in concluding that the defendant
    was legally ineligible for a mitigating-role adjustment. Id. at 578–79.
    Hill, however, does not aid Ms. Nkome. Unlike the Hill defendant, Ms.
    Nkome has not clearly identified a purported legal error in the district court’s
    comparative analysis—let alone successfully established that error. Thus, Ms.
    Nkome has given us no reason to lack confidence that the district court’s analysis
    here was guided by the appropriate legal considerations. Stated otherwise, unlike
    28
    the Seventh Circuit in Hill, we have no reason to lack confidence that the district
    court understood the Guidelines directive to compare the defendant’s role to other
    participants in the criminal activity.
    All of this is not to say that—in the portion of her briefing devoted to the
    district court’s ostensible legal error—Ms. Nkome does not spill ink making
    arguments. But, in essence, Ms. Nkome’s arguments are misguided or inapposite.
    She objects to the lack of detail in the district court’s comparative analysis, but, at
    least on this record, this argument (for reasons outlined supra) is a non-starter
    under Bowen and its progeny. See Bowen, 
    437 F.3d at 1019
    .
    In substance, Ms. Nkome primarily complains about how the district court
    exercised its judgment in identifying criminal participants with whom to compare
    Ms. Nkome’s culpability and about the results of such (as she sees it) flawed
    comparisons. See, e.g., Aplt.’s Opening Br. at 17–18 (objecting that, after the
    district court compared Ms. Nkome’s culpable conduct to Mr. Nkarakwi’s in
    assaying her knowledge of the scope and structure of the criminal scheme, the
    court failed to take the “necessary step of comparing that knowledge to other
    participants,” like “the regional organizers and the document forgers”); see also
    Aplt.’s Reply Br. at 6–7 (objecting to the district court’s alleged failure to
    “compare her participation to that of the international or regional organizers, who
    had participated for a much longer period of time, across multiple countries, who
    29
    performed more and more important tasks, were involved with more victims and
    participants”). But such arguments implicate the sufficiency of the court’s
    factual—not legal—analysis. See Arias-Mercedes, 901 F.3d at 7–8 (in discussing
    the court’s factual analysis, subject to the clear-error standard, noting that “a
    district court must still exercise judgment to identify the universe of participants
    involved in the particular conduct that forms the basis of the defendant’s
    sentence” and must subsequently decide where a defendant and her “cohorts can
    be located on a continuum” of culpability). As such, Ms. Nkome does not get the
    benefit of the more-rigorous de novo review. We review such arguments only
    under the deferential clear-error standard. See, e.g., Delgado-Lopez, 974 F.3d at
    1191; Martinez, 
    512 F.3d at 1275
    . And we address her factual challenge infra.
    In sum, on this record where the district court did make some comparisons
    between Ms. Nkome’s culpable role and that of other participants in the
    conspiracy comprising her offense conduct, and Ms. Nkome has not clearly
    pinpointed the source of any legal error in the court’s analysis, we must presume
    that the court fully understood the legal boundaries attending its comparative
    analysis and did not trespass them. See Chavez-Meza, 854 F.3d at 659 (noting the
    traditional presumption that sentencing courts know the law and follow it).
    30
    B
    We now turn to Ms. Nkome’s second challenge. She alleges that the
    district court erred in finding her ineligible for a mitigating-role adjustment. As
    noted, we use the clear-error standard in reviewing this type of challenge. See,
    e.g., United States v. Llantada, 
    815 F.3d 679
    , 685 (10th Cir. 2016). Under this
    deferential standard, “[i]f the ‘court’s account of the evidence is plausible in light
    of the record viewed in its entirety,’ we may not reverse it even if we might have
    weighed the evidence differently.” United States v. Piper, 
    839 F.3d 1261
    , 1271
    (10th Cir. 2016) (quoting Anderson v. City of Bessemer City, 
    470 U.S. 564
    , 574
    (1985)); see United States v. Torres, 
    53 F.3d 1129
    , 1140 (10th Cir. 1995) (“To
    constitute clear error, we must be convinced that the sentencing court’s finding is
    simply not plausible or permissible in light of the entire record on appeal,
    remembering that we are not free to substitute our judgment for that of the district
    judge.” (citing Anderson, 
    470 U.S. at 573
    )). It is fair to say that, under the clear-
    error standard, “battles over a defendant’s status and over the scope of the
    criminal enterprise will almost always be won or lost in the district court.”
    United States v. Graciani, 
    61 F.3d 70
    , 75 (1st Cir. 1995).
    Recall that to qualify for a mitigating-role adjustment, a defendant has the
    burden of establishing by a preponderance of the evidence that she was
    “substantially less culpable than the average participant.” United States v.
    31
    Salazar-Samaniega, 
    361 F.3d 1271
    , 1277 (10th Cir. 2004) (quoting U.S.S.G.
    § 3B1.2, cmt. n.3(A)). This is a requirement of considerable consequence. In this
    regard, “[w]e have [ ] held that a defendant is not entitled to a reduction under
    3B1.2 simply because he is the least culpable among several participants in a
    jointly undertaken criminal enterprise.” United States v. Lockhart, 
    37 F.3d 1451
    ,
    1455 (10th Cir. 1994); accord Adams, 751 F.3d at 1179; see United States v.
    Moreno, 696 F. App’x 886, 894 (10th Cir. 2017) (unpublished) (noting the fact
    that some participants were “admittedly, more culpable than [the defendant] . . .
    does not end the debate”); see also United States v. Castro, 
    843 F.3d 608
    , 612
    (5th Cir. 2016) (“Amendment 794 does not provide an affirmative right to a
    § 3B1.2 reduction to every actor but the criminal mastermind.” (quoting United
    States v. Gomez-Valle, 
    828 F.3d 324
    , 331 (5th Cir. 2016))).
    As relevant here, the question of a defendant’s qualification for a
    mitigating-role adjustment—where the defendant’s participation in a conspiracy is
    merely as a courier or mule—has arisen most frequently in the drug-trafficking
    context. There, we have “consistently” held that courier or mule status does not
    invariably qualify a defendant for a mitigating-role adjustment. Martinez, 
    512 F.3d at 1276
     (“[W]e have consistently ‘refused to adopt a per se rule allowing a
    downward adjustment based solely on a defendant’s status as a drug courier.’”
    (quoting United States v. Rangel–Arreola, 
    991 F.2d 1519
    , 1524 (10th Cir.
    32
    1993))); see Salas, 756 F.3d at 1207 (“[Defendant’s] courier status alone does not
    entitle him to an adjustment for a minor or minimal role.”); United States v.
    Calderon-Porras, 
    911 F.2d 421
    , 423–24 (10th Cir. 1990) (“The mere fact that a
    defendant is a courier in a drug-smuggling operation does not entitle that
    defendant to be classified as a minimal participant.”). Consequently, we think
    that the district court here would not have been obliged to grant Ms. Nkome a
    mitigating-role adjustment simply because she was a “money mule.”
    To better understand the foundation for the district court’s mitigating-role
    determination and related factual findings, a somewhat detailed consideration of
    the proceedings leading up to the sentencing hearing will be helpful. In objecting
    to the PSR before the district court, Ms. Nkome contended that she should receive
    a mitigating-role adjustment because she was merely “a ‘money mule’ and her
    role was limited to picking up money at certain locations and sending the majority
    of the funds on to others.” R., Vol. III, at 169. Using as a touchstone the
    relevant conduct that the PSR described, Ms. Nkome perceived the various
    participants in the fraudulent conspiracy as falling into tiers of culpability, with
    the money mule tier representing the lowest level of culpability.
    Specifically, in descending order of culpability—as the PSR’s Addendum
    recorded it—Ms. Nkome reasoned that the participants fell into the following
    tiers: “Leader organizer”—those “who set up the operation, recruit others to
    33
    participate, and play a large role in directing and controlling the flow of the
    money in the operation”; “Online scammers”— those who “use email accounts or
    other forms of communication to communicate with victims and actively work to
    convince them of the legitimacy of the items they are purporting to sell”;
    “Identify forgers”—those who “create fake identification documents that appear
    real by using real state driver’s license forms” and “sell the documents to various
    people involved in the scheme”; “Mid-level organizers”—those who “recruit the
    ‘money mules’ and help provide them with the fake documents they need to pick
    up the money” and “communicate with higher ups in the organization to see
    where funds are being sent and pass that information on to their mules to let them
    know when and where to pick up the money and with what identity”; and “Money
    Mules”—those who “act at the direction of others to pick up funds sent to various
    false names.” 
    Id.
     at 169–70. 7 Ms. Nkome asserted that she fell into this last,
    7
    In her appellate briefing, Ms. Nkome uses different terminology in
    sorting the conspiracy’s participants for purposes of assessing their relative
    culpability: “The conspiracy involved (at least) four categories of defendants: (1)
    international organizers; (2) regional organizers; (3) document forgers; and (4)
    money mules.” Aplt.’s Opening Br. at 3. But Ms. Nkome does not suggest that
    this different terminology bespeaks a different substantive direction in her
    challenge to the court’s denial of her request for a mitigating-role adjustment.
    She still assigns herself to the lowest rung of the culpability ladder: money mule.
    And she still contends that her codefendant, Mr. Nkarakwi, occupied a higher
    place in the culpability hierarchy than she did—asserting that he “acted as a
    regional organizer.” Id. at 4.
    34
    lowest tier of culpability and, by comparison, suggested that her codefendant, Mr.
    Nkarakwi, was in a tier above her—that is to say, he was a mid-level organizer.
    Ms. Nkome also purported to fortify her claim to a mitigating-role
    adjustment by summarizing her role in the fraudulent conspiracy with tacit
    reference to the five non-exhaustive factors of Note 3(C) of § 3B1.2. 8 As
    8
    For ready reference, along with their prefatory commentary, we
    repeat those five non-exhaustive factors here:
    In determining whether to apply subsection (a) [i.e., minimal-
    participant] or (b) [i.e., minor-participant], or an intermediate
    adjustment, the court should consider the following
    non-exhaustive list of factors:
    (i)     the degree to which the defendant understood the scope
    and structure of the criminal activity;
    (ii)    the degree to which the defendant participated in
    planning or organizing the criminal activity;
    (iii)   the degree to which the defendant exercised
    decision-making authority or influenced the exercise of
    decision-making authority;
    (iv)    the nature and extent of the defendant’s participation in
    the commission of the criminal activity, including the
    acts the defendant performed and the responsibility and
    discretion the defendant had in performing those acts;
    (v)     the degree to which the defendant stood to benefit from
    the criminal activity.
    U.S.S.G. § 3B1.2, cmt. n.3(C).
    35
    recounted in the PSR’s Addendum, Ms. Nkome characterized her role in the
    following manner:
    Ms. Nkome did not understand the scope and structure of the
    organization, nor did she participate in it. There is no evidence
    that Ms. Nkome participated in the planning or organization of
    the organization. Ms. Nkome did not interact with any victims.
    She did not benefit substantially from the criminal activity. She
    simply went to various businesses, presented as the person who
    was to pick up the funds and sent the money up the chain.
    R., Vol. III, at 170. Notably, Ms. Nkome acknowledged that “[s]he received a cut
    of the money for her role,” but reasoned that this fact did not undermine her claim
    to a mitigating-role adjustment. Id. In this regard, she seemingly attempted to
    downplay the amount of her share of the proceeds of the fraud, noting that
    “assuming the PSR is correct, Ms. Nkome would have received 20–30% of the
    loss associated to her.” Id. at 171 (emphasis added).
    In sum, in objecting to the PSR, Ms. Nkome argued that the evidence
    established her “less culpable status in the conspiracy” and her entitlement to a
    mitigating-role adjustment. Id. The Probation Office, however, disagreed. Its
    reasoning helpfully frames the district court’s subsequent findings at the
    sentencing hearing:
    The defendant outlines the conduct of various individuals such
    as leaders and organizers, online scammers, identity forgers, etc.
    Obviously, this type of scheme can be widespread and involves
    organization at higher levels. However, one person’s role does
    not necessarily define that of another, and though comparisons of
    Ms. Nkome to people who performed other roles may be helpful
    36
    in distinguishing duties, the comparisons do not demonstrate that
    she was substantially less culpable than the average participant.
    The U.S. Probation Office deems the defendant to be an average
    participant.
    Id. at 172. Notably, the Probation Office highlighted that Ms. Nkome was “only
    being held accountable for her own conduct; however, she did not perform a
    limited function in that regard.” Id. And, though the Probation Office, too,
    observed that Ms. Nkome received “a 20%-30% money-mule fee associated” with
    her criminal conduct, significantly, it also noted that Ms. Nkome’s codefendant,
    Mr. Nkarakwi, received an equivalent share of the ill-gotten gains directly
    attributable to his money-mule activities, and that such a share “appears to be a
    substantial portion of the proceeds”—that is, a substantial cut, when considering
    evidence about the “various role players.” Id. at 172–73. Accordingly,
    considering the totality of the evidence, the Probation Office determined that Ms.
    Nkome was “an average participant” in the criminal scheme and not a proper
    recipient of a mitigating-role adjustment. Id. at 172.
    During the sentencing hearing, the court heard testimony from the law-
    enforcement case agent concerning the nature of the fraudulent conspiracy and
    Ms. Nkome’s role in it and then heard arguments from the parties. As relevant
    here, Ms. Nkome re-urged her objection to the PSR’s denial of a mitigating-role
    adjustment, noting that “[s]he was simply . . . playing her role as money mule” in
    the fraudulent scheme. Id., R., Vol. II, at 112. She also repeated the substance of
    37
    her arguments contained in the PSR that applied the five non-exhaustive factors
    of Note 3(C) to the circumstances of this case. Notably, with respect to the fifth
    factor—relating to the amount the defendant benefitted from the offense
    conduct—Ms. Nkome acknowledged “the testimony from the agent that it was his
    understanding about a 20 to 30 percent cut” of her ill-gotten gains was retained by
    Ms. Nkome and that this “is not a tiny amount of money.” Id. at 116.
    After hearing the agent’s testimony and the parties’ arguments, and with the
    PSR’s findings before it, the district court—as we have explicated in Part I.C
    supra—applied Note 3(C)’s five non-exhaustive factors to Ms. Nkome’s
    fraudulent conspiracy and determined that she did not qualify for a mitigating-role
    adjustment. Recall that the court candidly acknowledged that only “three of the
    factors disfavor the defendant”—that is, the first (level of understanding of
    criminal activity’s scope and structure), the fourth (level of participation,
    discretion, and responsibility in the criminal activity), and the fifth (amount of
    benefit from the criminal activity)—and that “the first factor [made for] a little
    closer call” than the other two. Id. at 129. But the court observed that the
    Guidelines did not oblige it to mechanically add up the five factors; the
    adjustment determination was “not a scoreboard kind of thing,” and, based on
    “the totality of the circumstances,” Ms. Nkome did not qualify for mitigating-role
    adjustment. Id. In this regard, the court reasoned:
    38
    The exact structure of this [criminal activity] from the evidence
    I heard and the undisputed facts in the presentence report aren’t
    altogether clear, but it seems that this was a conspiracy in an
    organization that had relatively sophisticated people at the top of
    it and then a bunch of piece workers, people who may have
    applied more sophisticated skills like building a website or
    creating falsified documents or going in to claim the money, but
    that does not make them any less culpable than the defendant’s
    culpability here.
    So while I’m -- it’s a relatively close question on whether she
    deserves a minor two-level reduction, I do not find it close on
    whether she deserves a reduction at the minimal level or
    intermediate. And given the defendant bears the burden on this,
    I’m overruling the objection.
    Id. at 129–30 (emphasis added). And, in response to a question from Ms.
    Nkome’s counsel, the court elaborated on this point and made its reasoning
    crystalline:
    I think at the two-level [i.e., minor-role adjustment] it is a
    relatively close question. But when I look at the key concept that
    is expressed in that [Guidelines] commentary section that says is
    the defendant substantially less culpable than the average
    participant in this criminal activity [i.e., Note 3(C)], to me and
    the way -- on the totality of the circumstances the way I evaluate
    this conspiracy is there was someone more culpable than Ms.
    Nkome at the top but then there were a bunch of people of
    relatively equal culpability. And I cannot say with that view of
    the conspiracy that [Ms. Nkome] is substantially less culpable
    than the average participant, and so that’s why I overruled the
    objection.
    Id. at 131–32.
    In substance then, the court divided the criminal participants into two
    groups: (1) “the relatively sophisticated people at the top,” and (2) the “piece
    39
    workers,” who carried out varied tasks in furtherance of the criminal conspiracy.
    Id. at 130. The court assigned Ms. Nkome to the latter group and, from the
    totality of the evidence, could not discern that she was appreciably less culpable
    than the participants in this group—indeed, it found that the participants in this
    group were of “relatively equal culpability” to her. Id. at 132. This was so even
    though they performed different functions for the conspiracy. In reasoning as
    such, the court tacitly evinced its approval of the Probation Office’s conclusion
    that, “though comparisons of Ms. Nkome to people who performed other roles
    may be helpful in distinguishing duties, the comparisons do not demonstrate that
    she was substantially less culpable than the average participant.” R., Vol. III, at
    172. 9 In sum, based on this reasoning and related findings, the court denied Ms.
    Nkome a mitigating-role adjustment.
    We are hard pressed to discern any clear error in the district court’s
    mitigating-role determination, and Ms. Nkome’s contrary arguments on appeal are
    unavailing. As an overarching matter, Ms. Nkome complains that the district
    court erroneously, with little discussion, “grouped Ms. Nkome with unknown
    others in an amorphous middle” tier of culpability—below the conspiracy’s
    sophisticated leaders—without appropriately distinguishing her role from those in
    9
    Indeed, the court expressly adopted the PSR’s findings and ordered
    them “incorporated into” Ms. Nkome’s sentencing record. R., Vol. II, at 147.
    40
    this middle tier who were more culpable than she was. Aplt.’s Opening Br. at 22.
    And, more specifically, she asserts that an examination of the district court’s
    treatment of the Note 3(C) factors that it weighed against her “explains the error”
    of the court. Id.
    We are nevertheless unpersuaded. At the outset, we note that, insofar as
    Ms. Nkome suggests that the district court erred by not conducting a more
    fulsome analysis in formulating its culpability groupings of the conspiracy’s
    participants, no such detailed analysis was required. See Bowen, 
    437 F.3d at 1019
    ; see also Diaz, 884 F.3d at 916. Then, turning to the heart of the matter, we
    note that Ms. Nkome’s overarching argument effectively faults the district court
    for failing to discern from the totality of the evidence something akin to the
    multi-tiered culpability hierarchy that she had advanced in her PSR objection,
    which distinguished between (among other things) “Mid-level organizers,”
    “Identity forgers,” and “Money Mules,” like Ms. Nkome—who occupied the
    bottom tier of culpability. See R., Vol. III, at 169–70. But, even assuming that
    Ms. Nkome’s multi-tier culpability hierarchy constitutes one plausible
    understanding of the factual record, that does not mean that the district court’s
    different record assessment is implausible. See, e.g., Piper, 839 F.3d at 1271;
    Torres, 
    53 F.3d at 1140
    ; see also Anderson, 
    470 U.S. at 574
     (“Where there are
    41
    two permissible views of the evidence, the factfinder’s choice between them
    cannot be clearly erroneous.”).
    And indeed the court’s reading of the factual record is not implausible. In
    particular, the district court could plausibly find (as the Probation Office
    effectively did before it) that the mere fact that other participants performed tasks
    in furtherance of the conspiracy that may have required “more sophisticated
    skills[,] like building a website or creating falsified documents,” than those of
    Ms. Nkome—in “claim[ing] the money” that fraud victims sent through the use of
    multiple false identities —did not mean that Ms. Nkome was less culpable than
    those other participants. R., Vol. II, at 130. Furthermore, even if these other
    participants were marginally more culpable than Ms. Nkome, that would “not end
    the debate” concerning the applicability of the mitigating-role adjustment,
    Moreno, 696 F. App’x at 894, nor mean that the court’s ultimate denial of the
    adjustment was clearly erroneous, see, e.g., Lockhart, 
    37 F.3d at 1455
     (noting that
    “a defendant is not entitled to a reduction under 3B1.2 simply because he is the
    least culpable among several participants in a jointly undertaken criminal
    enterprise”).
    Furthermore, Ms. Nkome’s more specific criticisms of the district court’s
    consideration of the three Note 3(C) factors that the court weighed against her
    evince a similar misunderstanding of the significant latitude that the clear-error
    42
    standard affords district courts in finding and weighing facts. Beginning with the
    first factor, concerning a defendant’s level of understanding of the criminal
    activity’s scope and structure, Ms. Nkome says that “the district court erred in
    concluding that this factor weighed against [her] when its own analysis
    confirmed” that below the participants at the conspiracy’s apex were people like
    her codefendant, Mr. Nkarakwi, who played more diverse parts in the conspiracy
    than Ms. Nkome did and, consequently, knew more about its scope and structure
    than she did. Aplt.’s Opening Br. at 22–23. Yet, the fact that Mr. Nkarakwi’s
    more diverse conspiratorial activities allowed him (as well as others like him) to
    gain more knowledge about the conspiracy’s scope and structure than Ms. Nkome
    would not necessarily render implausible a finding that Ms. Nkome “understood
    well how this conspiracy worked,” especially given her “long run participation in”
    it. R., Vol. II, at 127. Indeed, rather than undermining such a factual finding of
    Ms. Nkome’s understanding, Mr. Nkarakwi’s diverse activities bolstered it on
    these facts. That is because the court effectively determined that Ms. Nkome’s
    close personal “connection” to Mr. Nkarakwi—not only as a coconspirator, but
    also as the father of her child—supported an inference that she would have shared
    a reasonable measure of his knowledge of the conspiracy’s scope and structure.
    Id.; see id. at 119 (court’s inquiry of defense counsel regarding “[t]he nature of
    the relationship between Ms. Nkome and her . . . co-defendant, because I think
    43
    that might bear on how I evaluate the extent of her knowledge,” and counsel
    responding that “I know they have a child in common”). Therefore, Ms. Nkome’s
    criticism of the court’s analysis of the first factor is unavailing.
    And Ms. Nkome fares no better regarding the fourth factor, which relates to
    a defendant’s level of participation, discretion, and responsibility in the criminal
    activity. She contends that the district court deemed this her “worst” factor
    because its analysis focused too narrowly on the fact she “was a meaningful[,]
    repeating[,] persistent participator.” Aplt.’s Opening Br. at 19 (quoting R., Vol.
    II, at 124). According to Ms. Nkome, the court thus effectively ignored the
    portion of this factor relating to the defendant’s “responsibility and discretion” in
    the criminal activity. Id. at 23 (quoting U.S.S.G. § 3B1.2, cmt. n.3(C)). In this
    respect, Ms. Nkome reasons, the court erred and caused her prejudice “because
    the evidence showed that she had limited responsibility and almost no discretion
    in the acts she took.” Id.
    However, the fact that the district court did not expressly refer to the
    discretion and responsibility facets of the fourth factor does not necessarily mean
    that the court did not consider them, and indeed we presume that the court did so
    in properly following advisory Guidelines. See, e.g., Chevez-Meza, 854 F.3d at
    659; Vann, 776 F.3d at 756. Moreover, it would not be a sign of clear error for
    the court to have accorded greater significance in assaying her degree of
    44
    culpability under this fourth factor to Ms. Nkome’s repeated and substantial
    participation in the conspiracy’s activities than to her arguably limited discretion
    and responsibility in the conspiracy. See Piper, 839 F.3d at 1271 (noting that,
    under the clear-error standard, “we may not reverse [the trial court’s view of the
    evidence] even if we might have weighed the evidence differently”); see also
    Anderson, 
    470 U.S. at 574
     (noting that “the court of appeals may not reverse it
    even though convinced that had it been sitting as the trier of fact, it would have
    weighed the evidence differently”).
    Lastly, as to the fifth factor—regarding the amount a defendant stood to
    benefit from the criminal conduct—Ms. Nkome contends that “[t]he district
    improperly attributed the full twenty to thirty percent to Ms. Nkome when the
    evidence (as well as common sense) showed that this amount was split up by the
    domestic parties (the regional organizers, document forgers, and money mules)
    before ‘the rest would be forwarded back to Cameroon.’” Aplt.’s Opening Br. at
    24 (quoting R., Vol. II, at 107). Furthermore, “[w]hile Ms. Nkome certainly
    profited from her involvement” in the criminal activity and made “not a tiny
    amount of money” for her criminal labors, as she reasons, it would be wrong to
    consider her “a stakeholder in the larger criminal activity.” 
    Id.
    Yet, not only is Ms. Nkome’s argument regarding this fifth factor curious
    and plagued by a preservation problem, it is also otherwise unpersuasive. More
    45
    specifically, Ms. Nkome never challenged in the district court the accuracy of the
    PSR’s clear finding that Ms. Nkome herself received twenty to thirty percent of
    the losses that she personally caused through her criminal conduct. Indeed, in
    lodging her objections to the PSR, Ms. Nkome “assum[ed]” this finding was
    correct. R., Vol. III, at 171. And, during the sentencing hearing, she specifically
    acknowledged “the testimony from the agent that it was his understanding about a
    20 to 30 percent cut” of her ill-gotten gains was retained by Ms. Nkome and,
    without challenging this testimony, conceded that this “is not a tiny amount of
    money.” 
    Id.,
     Vol. II, at 116. Not surprisingly then, the court analyzed the fifth
    factor by recognizing that Ms. Nkome and the government “agree[d] she profited
    in the range of 20 to 30 percent of that gross theft or gross loss.” Id. at 129.
    Given Ms. Nkome’s litigation conduct, she forfeited—at the very
    least—any challenge based on the court’s ostensible error in calculating her share
    of the gain from the conspiracy, if she did not waive the challenge outright.
    Compare United States v. Carrasco-Salazar, 
    494 F.3d 1270
    , 1272 (10th Cir.
    2007) (noting that “forfeiture is the failure to make the timely assertion of a
    right”), with United States v. Cruz-Rodriguez, 
    570 F.3d 1179
    , 1182 (10th Cir.
    2009) (“We conclude that [the defendant] waived appellate review of this
    argument by his intentional litigation decisions before the district court.”). And
    because Ms. Nkome does not even acknowledge her lack of preservation of this
    46
    argument in her appellate briefing, much less advance an argument under the
    well-established plain-error rubric, she has effectively waived our further
    consideration of this argument. See, e.g., United States v. Leffler, 
    942 F.3d 1192
    ,
    1196 (10th Cir. 2019).
    As for Ms. Nkome’s contention that she should not have been considered a
    “stakeholder” in the conspiracy, the apparent thrust of this argument is that the
    district court erred by not finding that Ms. Nkome was “a defendant who does not
    have a proprietary interest in the criminal activity and who is simply being paid to
    perform certain tasks”—a class of defendants that the Guidelines commentary
    provides “should be considered for an adjustment” under § 3B1.2. U.S.S.G.
    § 3B1.2, cmt. n.3(C)(v). 10 We disagree.
    The district court’s factual findings—which Ms. Nkome has not
    demonstrated are implausible—paint a very different picture of Ms. Nkome’s
    financial benefit from the conspiracy. Rather than find, for example, that Ms.
    Nkome periodically received small flat-fee payments for performing certain minor
    tasks for the conspiracy, the court found that Ms. Nkome had a “significant” share
    10
    In briefing this argument, Ms. Nkome cites to 3B1.2, cmt. n.3(C)(iv),
    see Aplt.’s Opening Br. at 24, but this almost certainly is a mistake because
    subpart (iv) deals with a defendant’s participation, discretion, and responsibility
    in the criminal activity, whereas subpart (v) addresses the extent of a defendant’s
    benefit in the criminal activity and includes the “paid to perform certain tasks”
    language that Ms. Nkome quotes in her brief.
    47
    in the conspiracy’s gross proceeds—that is, “a significant . . . piece of the action”
    in the range of “20 to 30 percent.” R., Vol. II, at 129. Notably, the PSR—upon
    which the district court expressly relied, see id. at 13, 130—found that Ms.
    Nkome’s share was equal to that of her codefendant, Mr. Nkarakwi, for his
    money-mule activities, even though he undisputedly played a more extensive role
    in furthering the conspiracy’s interests, see R., Vol. III, at 172. Indeed, even Ms.
    Nkome has been obliged—before the district court and on appeal—to concede
    that she made “not a tiny amount of money” for her conspiratorial endeavors.
    Aplt.’s Opening Br. at 24; R., Vol. II, at 116. In light of these findings, the
    district court could have quite reasonably rejected any suggestion that the fifth
    factor favored Ms. Nkome because she had no “proprietary interest in the criminal
    activity.” U.S.S.G. § 3B1.2, cmt. n.3(C)(v). Thus, Ms. Nkome’s arguments
    concerning this factor are flawed by preservation concerns and unpersuasive, and
    we reject them.
    In sum, we discern no merit in Ms. Nkome’s second, factual challenge to
    the district court’s denial of a mitigating-role adjustment.
    IV
    For the foregoing reasons, we AFFIRM the district court’s sentencing
    judgment.
    48