United States v. Thomas Harris ( 2016 )


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  •      Case: 15-50106   Document: 00513484714        Page: 1   Date Filed: 04/28/2016
    IN THE UNITED STATES COURT OF APPEALS
    FOR THE FIFTH CIRCUIT
    United States Court of Appeals
    Fifth Circuit
    No. 15-50106                          FILED
    April 28, 2016
    UNITED STATES OF AMERICA,                                            Lyle W. Cayce
    Clerk
    Plaintiff - Appellee
    v.
    THOMAS GREGORY HARRIS,
    Defendant - Appellant
    Appeal from the United States District Court
    for the Western District of Texas
    Before HIGGINBOTHAM, OWEN, and ELROD, Circuit Judges.
    JENNIFER WALKER ELROD, Circuit Judge:
    Colonel Thomas Gregory Harris was convicted on sixteen counts of wire
    fraud under 18 U.S.C. § 1343 in connection with a scheme to obtain
    government procurement contracts set aside by the Small Business
    Administration for minority-owned small businesses. Harris challenges his
    conviction, arguing it is not supported by sufficient evidence. Harris also
    challenges his sentence, arguing that his Guidelines range was calculated
    based on a loss amount that improperly accounted for the entire face value of
    the fraudulently obtained contracts.         Under our extremely deferential
    standard of review, we conclude that sufficient evidence supports the jury’s
    finding of guilt and therefore AFFIRM the conviction. However, because the
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    district court should have deducted from its sentencing loss calculation the
    fair market value of services rendered under the contracts by Harris and his
    company, we VACATE the sentence and REMAND for resentencing.
    I.
    A. The 8(a) Joint Venture Program
    This case revolves around two government procurement contracts
    awarded through a program established under section 8(a) of the Small
    Business Act.      Pub. L. No. 83–163, 67 Stat. 232 (1953).               We begin by
    describing that program.             Section 8(a) empowers the Small Business
    Administration (“SBA”) to arrange for the fulfillment of other federal
    agencies’ procurement needs through contracts with qualifying small
    businesses. 15 U.S.C. § 637(a)(1)(A)–(B). All federal agencies must set goals
    for awarding a percentage of their procurement contracts to 8(a)-qualifying
    firms. 15 U.S.C. § 644(g)(2). To qualify for these “8(a) set-aside” contracts, a
    small business must be owned and controlled by one or more “socially and
    economically disadvantaged individuals,” 
    id. § 637(a)(4),
    (a)(1)(C), a category
    defined to include certain racial minorities and members of other historically
    disadvantaged      groups,     
    id. §§ 631(f)(1)(B)–(C),
    637(a)(5)–(6);    13   C.F.R.
    §§ 124.103, 124.104.         The 8(a) program, in other words, is an affirmative
    action contracting program. 1
    To become eligible to receive 8(a) set-aside contracts, a firm must
    participate in the SBA’s business development program or otherwise obtain
    SBA approval. 13 C.F.R. § 124.501(g). Once deemed eligible, an 8(a) firm can
    seek contracts either through the SBA or directly from the procuring agency.
    
    Id. § 124.501(d)–(e).
        Some awarded contracts are executed between the
    1  See generally Rothe Dev., Inc. v. U.S. Dep’t of Def., 
    107 F. Supp. 3d 183
    , 188–90
    (D.D.C.), appeal docketed, No. 15-5176 (D.C. Cir. June 19, 2015); DynaLantic Corp. v. U.S.
    Dep’t of Def., 
    885 F. Supp. 2d 237
    , 243–46 (D.D.C. 2012).
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    procuring agency and the 8(a) firm, while others include the SBA as a third
    party. 
    Id. § 124.508(a).
    Contracts can be awarded under the 8(a) program
    either competitively among multiple eligible small businesses or non-
    competitively on a “sole source” basis. 
    Id. § 124.501(b).
           Where an 8(a) firm lacks capacity to perform a particular 8(a) set-aside
    contract on its own, it may enter into a joint venture agreement with a non-
    8(a) small business for the purpose of performing the contract.                         
    Id. § 124.513(a).
        The agreement must be approved by the SBA before any
    contracts are awarded to the joint venture, 
    id. § 124.513(e),
    and the SBA’s
    regulations warn that approval will be withheld where “an 8(a) concern
    brings very little to the joint venture relationship in terms of resources and
    expertise other than its 8(a) status,” 
    id. § 124.513(a)(2).
                Specifically, the
    agreement must provide that the 8(a) firm will serve as managing venturer,
    will control the performance of any contracts awarded to the joint venture,
    and will own at least 51% of the joint venture entity. 
    Id. § 124.513(c)(2)–(3).
    Importantly for this case, the 8(a) firm must perform at least 40% of the work
    on any 8(a) set-aside contract awarded to the joint venture, and the joint
    venture agreement must detail how the parties will ensure that the labor-
    division requirement is met. 
    Id. § 124.513(c)(7),
    (d). 2 An offer submitted to a
    procuring agency “must certify . . . that [the 8(a) firm] will meet the
    applicable performance of work requirement.” 
    Id. § 124.510(b).
    Both upon
    the completion of each contract and as part of its annual review, an 8(a) firm
    participating in a joint venture must explain to the SBA how the labor-
    2 As detailed below, the 40% labor division requirement became effective in March
    2011. Bus. Dev./Small Disadvantaged Bus. Status Determinations, 76 Fed. Reg. 8222,
    8242–44 (Feb. 11, 2011) (codified at 13 C.F.R. § 124.513(d)). Previously, SBA regulations
    required that the 8(a) firm complete “a significant portion” of the work on the contract but
    did not specify a percentage. Id.; 13 C.F.R. § 124.513(d) (1999).
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    division requirement was satisfied for each contract awarded to the joint
    venture. 
    Id. § 124.513(i).
                                   B. Background
    Defendant Thomas Gregory Harris, a retired U.S. Army colonel,
    worked for Luster National, a non-8(a) firm with experience performing
    large-scale defense contracts, as a project manager and later as senior vice
    president.   Patricia Winters (“Patricia”), along with her husband Charles
    Winters (“Charles”), owned and operated Tropical Contracting, an SBA-
    approved 8(a) firm with experience in concrete work, excavation, and other
    construction-related projects. At the suggestion of a mutual acquaintance,
    Charles reached out to Harris in 2010 and arranged a meeting among Harris,
    Patricia, and Charles to discuss possible collaboration between Luster and
    Tropical in obtaining government contracts. At the meeting, Harris initially
    suggested that Luster provide Tropical with “project managers,” but Patricia
    rejected that arrangement, suspecting that “it was going to be too expensive
    for [her] little business.” Charles told Harris that Tropical “w[asn’t] set up
    for that.”   At a later meeting attended by Patricia, Charles, Harris, and
    another Luster employee, Harris suggested that the two companies form a
    joint venture for the purpose of pursuing 8(a) contracts with different
    government entities. Harris proposed that the joint venture would provide
    project managers; Patricia testified at trial that she “liked the idea of that”
    and “agreed at that very moment,” but acknowledged that, at the time, she
    “didn’t understand that concept or that business exactly” and “didn’t know,
    really, exactly, what these people exactly were going to do.”
    Tropical and Luster agreed to form Tropical Luster Joint Venture (“the
    Joint Venture”), and the two entities executed a joint venture agreement in
    March 2010.     The agreement was created from a template that Patricia
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    downloaded from the SBA website and e-mailed to Harris 3 and was signed by
    Patricia and Robert Luster, the president of Luster National, but not by
    Harris. Per the agreement, the purpose of the Joint Venture was to bid on
    and perform “construction management” and “other professional services”
    contracts for divisions of the U.S. Army Corps of Engineers (“USACE”). The
    agreement expressly acknowledged that Tropical had “no prior experience in
    this area of business.”         Charles was designated as program director,
    responsible for “overall contract performance,” and Harris was designated as
    program manager, responsible for overseeing the job-site and reporting to
    Charles—both designations having been suggested by Harris. Both Charles
    and Harris were designated as responsible for contract negotiations with
    procuring agencies.        The agreement acknowledged both Tropical’s and
    Luster’s obligation to comply with all applicable federal laws and regulations.
    The agreement was submitted to the SBA and was approved in July 2010,
    with SBA representative Debra Dimando confirming that “[t]he firms meet
    the requirements of the regulations and the purpose of the Joint Venture
    cited at 13 C.F.R. Section 124.513.”
    Luster employee Les Hunkele testified that he had concerns about 8(a)
    regulatory compliance in light of Tropical’s lack of relevant experience and
    expressed those concerns to Harris.             Harris relayed to another Luster
    employee that Tropical was interested in large-scale project management
    contracts but did not have experience in that area.                       Harris later
    acknowledged to a Federal Bureau of Investigation (“FBI”) agent that he
    knew Patricia’s background was in the hotel industry and that Tropical was a
    “mom and pop operation.” Between July 2010 and January 2011, Patricia e-
    3 Patricia testified on direct examination that Harris had provided the template for
    the agreement but admitted on cross-examination that she, not Harris, had provided the
    template. An e-mail exchange confirming that Patricia in fact provided the template was
    admitted into evidence.
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    mailed Harris several requests for information about Luster’s payroll
    procedures and employee benefits to ensure that there would be no
    differences in compensation between Luster employees and Tropical
    employees working for the Joint Venture.       With the aid of other Luster
    employees, Harris e-mailed Patricia the requested information.
    Over the course of its existence, the Joint Venture was awarded three
    8(a) sole-source contracts, of which two are at issue in this case: a
    construction-management consultation contract with the USACE division in
    Galveston (“the Galveston project”) and an energy usage assessment project
    with Fort Bliss U.S. Army Base in El Paso (“the Fort Bliss project”). The
    Galveston project was composed of two segments.          First, from August to
    December 2010, the Joint Venture performed an assessment of USACE
    Galveston’s    standard   operating   procedures   and   project   management
    business. Second, beginning in April 2011, the Joint Venture prepared a
    follow-up report with recommended improvements based on the Joint
    Venture’s previous assessment. The follow-up contract had a one-year term
    and gave USACE Galveston the option of a two-year extension.
    To obtain the Galveston project contract, Harris negotiated on behalf of
    the Joint Venture with Jason Foltyn, a project manager for USACE
    Galveston. The purchase order for the initial assessment phase was signed
    by Harris, described Harris as the Joint Venture’s point of contact, and
    referred to itself as “a direct award between the contracting officer and the
    8(a) contractor.” Foltyn never encountered any representatives from Tropical
    during the initial phase, and though Harris informed Patricia that the
    assessment project had been awarded to the Joint Venture, he told her that
    Luster was “going to do it . . . themselves . . . because they knew what they
    were doing.”    Patricia never traveled to Galveston during the assessment
    phrase of the project, and none of the assessment work was performed by
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    Tropical. The purchase order listed a contract price of $69,994, and the Joint
    Venture was paid that amount in December 2010.
    The second phase of the Galveston project was reflected in a separate
    agreement that once again was signed by Harris, described Harris as the
    chief    point   of   contact,   and     referred   to   itself    as    “a   set   aside
    contract/procurement for the 8(a) program.”          The joint venture agreement
    was attached to the contract.          During the second phase of the Galveston
    project, Foltyn again never encountered a representative of Tropical, and
    Patricia never visited the work site other than for a few hours during a kick-
    off event at Harris’s invitation.
    Luster’s payroll and contracts manager, Eric Mullett, testified that the
    Joint Venture planned to have four employees work on the Galveston project
    contract—two from Luster and two from Tropical. Patricia likewise testified
    on cross-examination that “Harris kept saying that [Tropical] would have two
    employees and . . . Luster would have two employees.”                   The two Luster
    employees were to manage the start-up process for approximately two
    months and the two Tropical employees were to join thereafter. In a January
    2011 e-mail to Patricia informing her that the Galveston project contract had
    been awarded to the Joint Venture, Harris noted that he was in the midst of
    recruiting the four total employees and instructed Patricia to prepare hire
    packets for the two that would be assigned to Tropical. Patricia responded
    that she was ready to make the hires. In a May 2011 e-mail exchange that
    memorialized a previous phone conversation, Harris remarked to Patricia
    that “Luster would hire the employees,” to which Patricia responded that, “as
    we just talked, we are just initializing operations for the JV and as Tropical
    gets stronger then I will be able to hire the employees as well.”
    In the same May 2011 e-mail exchange regarding division of labor,
    Patricia remarked to Harris that she “agree[d] that [they were] following the
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    regulations established for 8a JV.”               According to Mullett, Harris opined
    throughout the performance of the Galveston project that he understood that
    the labor-division rule could be satisfied “over the life of the contract.” 4
    Mullett testified that he shared that understanding and accordingly believed
    the Joint Venture’s planned division of labor was permissible under SBA
    regulations so long as the requisite split was achieved over the life of the
    contract. Mullett had been introduced to the basic contours of the 8(a) set-
    aside program by Harris, who characterized it to Mullett as a means of
    allowing smaller companies “to reduce the competition level” for government
    contracts.
    Contrary to the initial plan, Patricia ultimately determined that
    Tropical could not afford benefits for its two employees and never hired them,
    and when USACE Galveston terminated the contract in May 2012 after one
    year, Tropical had performed no work on the project. Between June 2011 and
    August 2012, the Joint Venture received fourteen payments, totaling
    $947,722, for the second phase of the Galveston project. Of this amount,
    $110,382, or 51% of the profit margin, was paid to Tropical.
    The second contract awarded to the Joint Venture, the Fort Bliss
    project, involved “a survey [to] determine what type of alternative energy
    sources would be practical for use” on the base. Harris met with a Fort Bliss
    employee to discuss the contract before Fort Bliss had decided to award the
    contract as an 8(a) set-aside, but in offering the Joint Venture’s services,
    Harris mentioned its status as an 8(a) joint venture. Fort Bliss later decided
    to award the contract to the Joint Venture as a sole-source 8(a) set-aside, and
    4   In fact, for an “indefinite quantity” contract like the Galveston project contract,
    absent a waiver from the SBA, the 8(a) firm “must perform the required percentage of work
    . . . for each performance period of the contract—i.e., during the base term and then during
    each option period thereafter.” 13 C.F.R. § 124.510(c)(1). No record evidence suggests
    Harris was aware of this specific rule.
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    Harris remained the primary point of contact thereafter. Harris and Benny
    Tomlinson, the Director of Public Works at Fort Bliss, specifically negotiated
    over the issue of labor-division requirements, though under a different SBA
    regulation that the government has not suggested was violated by the Joint
    Venture. See 13 C.F.R. § 125.6(a)(1). Though performance of the contract
    was initially scheduled for a three-month period from June through August
    2011, the contract was not finalized until August 2011 and performance was
    not completed until December 2011. Harris wrote in an e-mail to Patricia
    that “[o]ur rationale is to get an initial contract that we can potentially use
    for future, more lucrative contracts.” However, according to Tomlinson, the
    Fort Bliss contract “was supposed to be a stand-alone, single effort” rather
    than “part of a series of contracts.”
    In August 2011, shortly before the Fort Bliss contract was awarded,
    Mullett discovered and reported to Harris a recent change in the SBA
    regulations for 8(a) joint ventures. As relevant here, the new regulations
    specified that the 8(a) firm participating in an 8(a) joint venture must
    perform 40% of the labor on each contract awarded to the joint venture. Bus.
    Dev./Small Disadvantaged Bus. Status Determinations, 76 Fed. Reg. 8222,
    8242–44 (Feb. 11, 2011) (codified at 13 C.F.R. § 124.513(d)). Previously, SBA
    regulations had required that the 8(a) firm complete “a significant portion” of
    the work on the contract but did not specify a percentage. Id.; 13 C.F.R.
    § 124.513(d) (1999). Mullett testified at trial that his realization that the
    40% requirement post-dated the creation of the Joint Venture 5 meant that “it
    was possible that now the requirement for them to perform on a contract was
    less than . . . what we previously believed.” In an August 16, 2011 e-mail to
    Patricia copied to several Luster employees reporting that the Joint Venture
    5  The Joint Venture had been created in July 2010, and the new regulations did not
    take effect until March 2011.
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    had obtained the Fort Bliss contract, Harris relayed from Mullett that
    because “the stringent self performance issues came out after we created the
    JV, . . . we might not be held to that standard . . . due to the JV being
    grandfathered.” Harris asked Patricia “to validate” Mullett’s understanding
    of the rules “with [he]r SBA rep” because it would inform whether “we will
    need Tropical to pick up some of” “the members of the team we have
    amassed” as employees. Mullett testified that the request to clarify the issue
    with the SBA had been repeated to Patricia several times and he did not
    know whether she had done so.
    In the August 16 e-mail to Patricia, Harris indicated that if the
    relevant SBA regulations were not applicable, Patricia could choose whether
    to put some of the Joint Venture team members for the Fort Bliss project “on
    your payroll as Tropical employees,” noting that “[i]t might be a good idea, if
    only 1099 employees, to demonstrate 8(a) self performance.” The following
    day, Harris reported to Robert Luster and Les Hunkele that Patricia
    “indicated she does want to have employees on the Fort Bliss gig,” and asked
    “[w]hat is our plan to offer her?” Robert Luster replied with the names and
    positions of two employees that he anticipated would be hired by Tropical,
    but added that “[i]t would be a lot easier from a management perspective if
    Luster had all the hires and we kept Tropical out. The concern is will this be
    ok from the SBA perspective?” The record does not indicate that Harris or
    Hunkele responded, but ten days later on August 26, 2011, Hunkele e-mailed
    Harris and Robert Luster asking whether “we solved this issue of who works
    for Luster and who works for Tropical.” Hunkele cautioned “that we are
    going to get caught up in it if we don’t get it right, and soon. I don’t know the
    penalty for violation of that clause but it could be ‘expensive’ and long
    lasting.”   The e-mail noted an upcoming kickoff event for the Fort Bliss
    project, and expressed a concern that a sign-in list for the event would reflect
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    that Patricia was the only Tropical employee in attendance, and that
    “providing that list to [the Fort Bliss contracting officer] could lead down the
    primrose path.” Hunkele also mentioned that another Luster employee “had
    a question about the applicability of the contract clause,” noting that “[t]he
    one general clause on work performance was enacted several years before the
    JV was formed.” Robert Luster replied, with Harris still copied, assuring
    Hunkele that two Joint Venture employees would go on Tropical’s payroll and
    adding that the “[f]act Tropical only has [Patricia] at the meeting is not a
    show stopper.”
    Ultimately, Tropical performed no work on the Fort Bliss Contract, and
    the Fort Bliss employee charged with administering the contract had no
    contact with Patricia, Charles, or any other Tropical employees. The record
    is not clear as to why the two employees that Robert Luster allocated to
    Tropical were never hired.       Harris asserts on appeal that those two
    employees had duties associated with a meeting at the Public Utilities
    Commission of Texas that was ultimately canceled as a result of an unrelated
    planning decision by a Fort Bliss employee.       Pursuant to the Fort Bliss
    project contract, the Joint venture was paid $492,169, of which $15,412, or
    51% of the profits, was paid to Tropical.
    In January 2013, in the midst of an investigation into the Joint
    Venture, FBI agents visited Charles and Patricia.          In exchange for the
    government’s agreement not to prosecute them, Charles and Patricia began
    to cooperate in the investigation and agreed to record meetings with Luster
    employees. Patricia recorded a conversation in March 2013 in which Harris
    stated: “Well, you need to know Eric [Mullett] has been working very hard to
    try to make this look like, look to the SBA like we’re doing the right thing.”
    Charles had a meeting with Harris at the Luster offices in Houston in
    February or March 2013 in which, per Charles’s testimony, a whiteboard
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    “basically said all the things that Tropical Luster was doing wrong” in terms
    of its 8(a) obligations, and noted that “Tropical could lose its 8(a)” status as a
    result. Harris later told an FBI agent that he had called the meeting because
    “he wanted to make sure everything looked legitimate.” In the meeting, after
    discussing the notes on the whiteboard, Harris remarked that he was
    “working to do” an additional project “similar to what they did in Galveston.”
    C. Procedural History
    In June 2013, Harris was indicted on seventeen counts of wire fraud
    under 18 U.S.C. § 1343. Counts 1 and 2 of the indictment reflected two
    electronic payments to the Joint Venture under the Fort Bliss contract.
    Counts 3 through 17 of the indictment reflected fifteen electronic payments to
    the Joint Venture under the Galveston contract, with count 3 reflecting the
    payment for the assessment phase and counts 4 through 17 reflecting
    payments for the follow-up phase.         With respect to both contracts, the
    indictment charged Harris with “having devised . . . [a] scheme and artifice to
    defraud . . . [various government agencies] by means of the materially false
    pretense, and material misrepresentations, that the Joint Venture was in
    compliance with the rules of the Section 8(a) program.”            The government
    subsequently    filed    a   bill   of   particulars,   alleging    several    such
    “misrepresentations or pretenses.”
    Among other motions for discovery, Harris moved for court-ordered use
    immunity for Robert Luster so that he could testify without having to invoke
    his Fifth Amendment privilege against self-incrimination.           Harris argued
    that Luster possessed “essential exculpatory evidence” not within the
    personal knowledge of any other witness, but that the government had, for no
    legitimate prosecutorial purpose, refused to grant Luster immunity.             The
    district court denied the motion, noting that the government “regards Mr.
    Luster as a focus of its investigation and a potential target for prosecution.”
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    During an exchange regarding jury instructions, Harris objected to the
    government’s proposal to give the pattern jury instruction for aiding-and-
    abetting liability, which provides in part that “the guilt of a defendant in a
    criminal case may be established without proof that the defendant personally
    did every act constituting the offense alleged.” The government responded
    that it wanted the instruction given to avoid confusion but expressly
    disclaimed aiding-and-abetting liability, noting that it was “not the
    government’s theory of the case.     It never has been.”      The district court
    overruled the objection, and the jury received the aiding-and-abetting
    instruction.
    A jury found Harris guilty on all counts except for Count 3.             At
    sentencing, the district court began from a base offense level of seven. See
    U.S. Sentencing Guidelines Manual § 2B1.1(a)(1) (U.S. Sentencing Comm’n
    2014). Harris received a two-level adjustment for his role in the offense, a
    two-level adjustment for abuse of a position of trust, and a sixteen-level
    increase under § 2B1.1(b)(1)(I) for the amount of loss sustained, resulting in a
    total offense level of twenty-seven.        Because Harris was in the lowest
    criminal history category, his Guidelines range was 70–87 months.             The
    district court departed downward and imposed a sentence of 24 months’
    imprisonment followed by three years of supervised release, as well as a fine
    of $25,000.
    Both in his objections to the PSR and at sentencing, Harris challenged
    the loss calculation that led to the sixteen-level enhancement under
    § 2B1.1(b)(1). The district court determined that an offense-level increase of
    sixteen levels was appropriate after having calculated the loss amount as
    approximately $1.3 million.      That loss amount encompassed “the total
    amount awarded under both contracts,” “[n]ot including the payment
    corresponding to the count of wire fraud for which [Harris] was acquitted.”
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    Harris appealed. After the district court denied his motion for bond
    pending appeal, Harris began serving his sentence in April 2015.
    II.
    Harris challenges the sufficiency of the evidence as to his wire fraud
    conviction under 18 U.S.C. § 1343. We review de novo a preserved challenge
    to the sufficiency of the evidence, viewing all evidence in the light most
    favorable to the government and drawing all reasonable inferences in favor of
    the jury’s verdict. United States v. Eghobor, 
    812 F.3d 352
    , 361–62 (5th Cir.
    2015). This standard is “highly deferential to the verdict.” United States v.
    Roetcisoender, 
    792 F.3d 547
    , 550 (5th Cir. 2015) (citation omitted). “‘The
    evidence need not exclude every reasonable hypothesis of innocence or be
    wholly inconsistent with every conclusion except that of guilt,’ in order to be
    sufficient.” United States v. Grant, 
    683 F.3d 639
    , 642 (5th Cir. 2012) (quoting
    United States v. Moreno, 
    185 F.3d 465
    , 471 (5th Cir. 1999)). Instead, “the
    relevant question is whether, after viewing the evidence in the light most
    favorable to the prosecution, any rational trier of fact could have found the
    essential elements of the crime beyond a reasonable doubt.”           Jackson v.
    Virginia, 
    443 U.S. 307
    , 319 (1979).
    To support a wire fraud conviction, the government must prove: (1) a
    scheme to defraud; (2) the use of, or causing the use of, wire communications
    in furtherance of the scheme; and (3) a specific intent to defraud. United
    States v. Kuhrt, 
    788 F.3d 403
    , 413–14 (5th Cir. 2015), cert denied 
    136 S. Ct. 1376
    (2016). Harris argues on appeal that the government failed to present
    evidence of a scheme to defraud or evidence that he acted with the requisite
    specific intent to defraud.
    A. Scheme to Defraud
    The government alleged a scheme to defraud by which Harris and
    others induced government agencies to award the Joint Venture contracts for
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    which it was not eligible. Our case law indicates that in order to show a
    scheme to defraud, the government “ha[s] to prove that [the defendant] made
    some kind of a false or fraudulent material misrepresentation.”                      United
    States v. Curtis, 
    635 F.3d 704
    , 718 (5th Cir. 2011); accord United States v.
    Stalnaker, 
    571 F.3d 428
    , 436 (5th Cir. 2009); United States v. Nguyen, 
    504 F.3d 561
    , 568 (5th Cir. 2007); see also 
    Curtis, 635 F.3d at 718
    n.49 (describing
    a “false or fraudulent material misrepresentation” as a standalone element of
    wire fraud).     Before trial, the government submitted a bill of particulars
    itemizing the alleged false representations on which its prosecution was
    based: (1) references in the Galveston and Fort Bliss project contracts to the
    8(a) set-aside program, which, according to the government, impliedly
    represented that the Joint Venture would comply with 8(a) regulations;
    (2) assertions in the Joint Venture agreement that Charles Winters would
    serve as “program director” and negotiator and that Joint Venture records
    would be kept at Tropical’s offices; (3) comments in Joint Venture meeting
    minutes indicating that Tropical had become increasingly involved in
    managing duties; (4) assertions in invoices prepared by Harris that the
    invoices had been reviewed by Patricia Winters; and (5) the false pretense 6
    created by Harris in personal interactions with USACE Galveston and Fort
    Bliss personnel that Tropical was a bona fide participant in the performance
    of the respective contracts.
    6 In listing Harris’s “false pretense” among the government’s theories of its
    prosecution, the bill of particulars explained that “[a] ‘pretense’ is somewhat different than
    a representation,” and “may be premised on misleading conduct without an explicit
    statement.” (quoting In re Davis, 
    377 B.R. 827
    , 834 (Bankr. E.D. Tex. 2007)). Again on
    appeal, the government seeks affirmance based on evidence of both “false representations”
    and “false pretenses.” Because we hold that the government has produced sufficient
    evidence of discrete false representations, we do not consider whether a wire fraud
    conviction could stand absent such evidence on a “false pretenses” theory.
    15
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    Because at least the Galveston and Fort Bliss project contracts
    contained false representations attributable to Harris, a reasonable jury
    could have concluded that Harris engaged in a scheme to defraud.                       The
    Galveston    project    contract    referred      to     itself    as   “a     set    aside
    contract/procurement for the 8(a) program.” The contract also enclosed as an
    attachment the Joint Venture agreement, including its provision that “[e]ach
    Party acknowledges and recognizes its obligation and responsibility to comply
    with all applicable federal, state and local laws, regulations, and rules in
    carrying out any activity related . . . to the Joint Venture.” The Fort Bliss
    contract likewise referred to itself as a “set-aside 8(a).” Harris negotiated
    and signed both contracts, and thus any representations in them are
    undoubtedly attributable to him.
    A reasonable jury could have understood that the references to the 8(a)
    program in the Galveston and Fort Bliss project contracts impliedly
    represented that the Joint Venture would comply with applicable 8(a) joint
    venture regulations, including the 40% labor-division requirement. See In re
    Mercer, 
    246 F.3d 391
    , 404–07 (5th Cir. 2001) (en banc) (holding that use of a
    credit card constitutes an implied representation of intent to pay the
    resulting debt, which, if false, renders the debt non-dischargeable under 11
    U.S.C. § 523(a)(2)(A)); see also Durland v. United States, 
    161 U.S. 306
    , 313
    (1896)   (holding   that   the     mail   fraud    statute        proscribes    not   only
    “representations as to the past or present,” but also “suggestions and
    promises as to the future”). Indeed, Luster employee Les Hunkele appeared
    to give the Fort Bliss contract that very meaning when, in his August 26,
    2011 e-mail to Harris and Robert Luster, he raised the labor-division issue in
    the context of “the contract clause.”
    Because the Galveston and Fort Bliss contracts were awarded as 8(a)
    set-asides, there can be no doubt that Harris’s representations of 8(a)
    16
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    No. 15-50106
    compliance were material to USACE Galveston and Fort Bliss, the procuring
    agencies. See Neder v. United States, 
    527 U.S. 1
    , 16, 20–25 (1999) (holding
    that a false statement can support a conviction under 18 U.S.C. § 1343 only if
    it is material—that is, “if it has ‘a natural tendency to influence, or [is]
    capable of influencing, the decision of the decisionmaking body to which it
    was addressed’”) (alteration in original) (quoting United States v. Gaudin,
    
    515 U.S. 506
    , 509 (1995)). The implied representations of 8(a) compliance in
    the project-specific contracts are sufficient evidence from which a reasonable
    jury could have concluded that Harris engaged in a scheme to defraud.
    Having thus concluded, we dispose briefly of the government’s
    additional alleged false representations. The Joint Venture agreement, even
    if it contained false representations about Charles’s role, was neither signed
    nor submitted to the SBA by Harris, and the template for the agreement was
    pulled from the SBA website and distributed by Patricia, not Harris. 7 As for
    the     Joint   Venture     meeting      minutes      and    internal     invoices,    any
    misrepresentations in those documents cannot have been material because
    they were not transmitted outside the Joint Venture. See 
    Neder, 527 U.S. at 16
    , 20–25.
    In challenging the sufficiency of the evidence as to whether he made a
    material misrepresentation, Harris argues that the government’s case
    amounted to a prosecution for silence in the absence of a duty to speak, which
    cannot constitute a scheme to defraud. If the evidence showed that Harris
    discovered that the Joint Venture would not comply with SBA regulations
    7We have previously indicated that a wire fraud defendant can be criminally
    responsible for the misrepresentations of others where the jury received an aiding-and-
    abetting instruction. 
    Curtis, 635 F.3d at 719
    & n.52. Though the jury did receive such an
    instruction in this case, when Harris objected, the government expressly disclaimed aiding
    and abetting liability, noting it was “not the government’s theory of the case. It never has
    been.”
    17
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    No. 15-50106
    only after having represented the opposite to USACE Galveston and Fort
    Bliss, Harris’s argument would carry significant weight. Nondisclosure can
    constitute proof of a scheme to defraud only where the defendant is under a
    duty to disclose. See United States v. Gaspard, 
    744 F.2d 438
    , 440 (5th Cir.
    1984); United States v. Balland, 
    663 F.2d 534
    , 540–41 & n.16 (5th Cir. Unit B
    Dec. 1981). Ongoing duties to report regulatory compliance to the SBA run to
    the procuring agency and to the 8(a) participant in the joint venture, not to
    the non-8(a) participant, see 13 C.F.R. §§ 124.510(c)(5), 124.513(i), and SBA
    representative Debra Dimando testified that Harris had no such duty to
    disclose. But Harris’s guilt-by-silence argument misses that the government
    points to his affirmative, even if implicit, representations of regulatory
    compliance in the project-specific contracts with USACE Galveston and Fort
    Bliss. Whether a reasonable jury could have found that Harris knew at the
    time that those representations were false goes to the issue of intent, to which
    we turn next.
    B. Intent
    Harris argues that the evidence was insufficient as to his specific intent
    to defraud. The government points to several pieces of evidence from which it
    argues the jury could have concluded that Harris knew from the outset that
    Tropical would not contribute to the performance of the Joint Venture’s
    contracts. The government contends that those pieces of evidence show that
    Harris knew that his representations regarding the Joint Venture’s
    regulatory compliance were false at the time he made them, and thus that he
    possessed a specific intent to defraud. Specifically, the government points to:
    (1) evidence that Harris knew, from the beginning, that Tropical lacked
    relevant experience and would not be able to perform its requisite share of
    the contracts as a result; (2) Harris’s comment to Patricia, around the time
    that the Galveston project contract was awarded to the Joint Venture, that
    18
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    No. 15-50106
    Luster was “going to do it . . . themselves . . . because they knew what they
    were doing”; and (3) Harris’s comments, made to Patricia while she was
    recording their conversations for the FBI, to the effect that Luster had been
    “working very hard to try to make this look like, look to the SBA like we’re
    doing the right thing.”
    In response, Harris identifies several pieces of evidence showing that,
    at the time he executed the Galveston and Fort Bliss project contracts, he
    honestly believed Tropical would serve as a legitimate partner in the joint
    venture and would complete its fair share of the work. In particular, Harris
    points to: (1) his extended exchange with Patricia over employee benefits,
    which reflects his belief that Tropical would hire employees; (2) his repeated
    communications to Mullett and Patricia to the effect that Tropical would hire
    two employees for the Galveston project; (3) e-mail exchanges reflecting his
    honest confusion about the division-of-labor requirement, both as to whether
    the specific 40% requirement applied despite post-dating the Joint Venture
    agreement and as to whether the requirement could be satisfied over the life
    of the contract; and (4) the fact that employee slots allocated to Tropical were
    eliminated for reasons outside of his control.
    Though Harris’s evidence of good faith is substantial and the
    government’s evidence of intent is thin indeed, we ultimately conclude in
    light of the highly deferential standard of review in this context that a
    reasonable jury could have found that Harris had a specific intent to defraud.
    See 
    Roetcisoender, 792 F.3d at 550
    .         In particular, Harris’s comment to
    Patricia that Luster would perform the assessment phase of the Galveston
    project contract “because they knew what they were doing” shows that Harris
    was aware—even before positions allocated to Tropical were unexpectedly
    eliminated—that Tropical’s lack of experience would impede its involvement
    in the Joint Venture’s work. Even if Harris honestly believed that the labor
    19
    Case: 15-50106     Document: 00513484714     Page: 20   Date Filed: 04/28/2016
    No. 15-50106
    allocation requirement could be satisfied over the life of the contract, that
    belief would not explain his exclusion of Tropical from the assessment phase
    of the Galveston project contract, which was actually a standalone contract.
    Moreover, the jury was instructed that “[g]ood faith is a complete defense to
    the charges of wire fraud contained in the indictment since good faith on the
    part of the Defendant is inconsistent with the intent to defraud or willfulness
    which is an essential part of the charges.” To the extent that the evidence
    could have supported a finding of either good faith or intent to defraud, we
    are not free to second-guess the jury’s choice of one view of the evidence over
    another. See United States v. Vargas-Ocampo, 
    747 F.3d 299
    , 300–02 (5th Cir.
    2014) (en banc) (abandoning use of the “equipoise rule”). “‘The evidence need
    not exclude every reasonable hypothesis of innocence or be wholly
    inconsistent with every conclusion except that of guilt,’ in order to be
    sufficient.” 
    Grant, 683 F.3d at 642
    (citation omitted).
    Because a reasonable jury could have concluded that Harris intended
    from the beginning that Tropical would lend no more than its 8(a) status to
    the Joint Venture—that is, that Harris had a specific intent to defraud—
    Harris’s sufficiency-of-the-evidence challenge fails.
    III.
    Harris also challenges his sentence, arguing that his offense level
    under the Guidelines was enhanced based on an improperly calculated loss
    amount. “Although we review the district court’s loss calculations for clear
    error, we review the district court’s method of determining the amount of
    loss, as well as its interpretations of the meaning of a sentencing guideline,
    de novo.” United States v. Nelson, 
    732 F.3d 504
    , 520 (5th Cir. 2013) (citations
    omitted).     Because Harris challenges the district court’s method of
    determining the loss amount for purposes of § 2B1.1(b)(1), our review is de
    novo.
    20
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    No. 15-50106
    Section 2B1.1(b)(1) of the Guidelines provides for escalating offense-
    level increases depending on the amount of loss, in dollars, that resulted from
    the defendant’s offense. Section 2B1.1(b)(1) itself does not explain how the
    amount of loss should be calculated; instead, we look to Application Note 3,
    which governs “the determination of loss under subsection (b)(1).” § 2B1.1
    cmt. n.3; see, e.g., 
    Kuhrt, 788 F.3d at 422
    –23; see also United States v. Ochoa-
    Gomez, 
    777 F.3d 278
    , 282 (5th Cir. 2015) (“The application notes
    accompanying a Guideline generally bind federal courts unless they are
    inconsistent with the text of the Guideline.”).
    Typically, the loss amount that dictates the proper offense-level
    increase under § 2B1.1(b)(1) is determined using Application Note 3(A), the
    general rule for loss calculation. The general rule looks to the greater of
    actual loss or intended loss—that is, the greater of the pecuniary harm that
    foreseeably resulted or that was intended to result from the offense. § 2B1.1
    cmt. n.3(A). In this case, however, the district court calculated loss using the
    government benefits rule, one of several special rules that supplant the
    default general rule whenever they apply.         See § 2B1.1 cmt. n.3(F).     The
    government benefits rule provides, in full:
    Government Benefits.—In a case involving government benefits
    (e.g., grants, loans, entitlement program payments), loss shall be
    considered to be not less than the value of the benefits obtained
    by unintended recipients or diverted to unintended uses, as the
    case may be. For example, if the defendant was the intended
    recipient of food stamps having a value of $100 but fraudulently
    received food stamps having a value of $150, loss is $50.
    § 2B1.1 cmt. n.3(F)(ii). The district court adopted the government’s position
    that contracts awarded under the 8(a) set-aside program are “government
    benefits” subject to the special rule and that the Joint Venture in its entirety
    was the relevant “unintended recipient,” such that the entire contract values
    constituted loss.     The district    court calculated       a loss   amount of
    21
    Case: 15-50106   Document: 00513484714     Page: 22   Date Filed: 04/28/2016
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    $1,317,593.51—leading to a sixteen-level enhancement under § 2B1.1(b)(1)—
    by adding the total face values of the Galveston and Fort Bliss contracts, less
    the value of the wire transaction associated with the count on which Harris
    was acquitted.
    Harris argued to the district court, and argues again on appeal, that
    the government did not show any harm to the procuring agencies—USACE
    Galveston and Fort Bliss—because they received the work for which they
    paid under their respective contracts with the Joint Venture. Harris further
    argues that the loss amount resulting from his offense should reflect the
    harm caused to Tropical, not the procuring agencies, but that in either case
    the true loss amount is zero, because neither Tropical nor the agencies
    suffered pecuniary harm. In the alternative, Harris posits that if the loss
    amount cannot reasonably be determined, the court may look instead to his
    gain from the scheme, which he asserts is also zero. See § 2B1.1 cmt. n.3(B)
    (“The court shall use the gain that resulted from the offense as an alternate
    measure of loss only if there is a loss but it reasonably cannot be
    determined.”).
    A. The Government Benefits Rule vs. the General Rule
    We first consider whether government contracts awarded through an
    affirmative action contracting program are “government benefits” under
    § 2B1.1 cmt. n.3(F)(ii), such that procurement frauds involving those
    contracts are properly treated under the special government benefits rule for
    loss calculation rather than under the general rule. We conclude that they
    are not and that the district court should have applied the general rule in
    this case.
    The application notes to § 2B1.1 indicate that procurement frauds
    typically should be treated under the general loss calculation rule.        The
    general rule contains a rule of construction that dictates how the general rule
    22
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    should be construed “[i]n the case of a procurement fraud, such as a fraud
    affecting a defense contract award.” § 2B1.1 cmt. n.3(A)(v)(II). Consistent
    with this rule of construction’s appearance within the general loss calculation
    rule, this court has typically treated procurement frauds under the general
    rule. See, e.g., United States v. Wilson, 453 F. App’x 498, 504–05 (5th Cir.
    2011); United States v. Benson, 449 F. App’x 400, 401–02 (5th Cir. 2011);
    United States v. Sublett, 
    124 F.3d 693
    , 694–95 (5th Cir. 1997). Applying the
    general rule is particularly appropriate here, because this case involves “a
    fraud affecting a defense contract award,” 8 the very example referenced in
    the rule of construction. See § 2B1.1 cmt. n.3(A)(v)(II).
    We conclude that the typical treatment of procurement frauds should
    not be discarded in this case merely because the government contracts at
    issue were awarded as sole-source contracts under the 8(a) set-aside program.
    Procurement contracts awarded under the 8(a) program are not “government
    benefits” so as to trigger the special government benefits loss calculation rule
    and obviate the general rule. By its own terms, the government benefits rule
    supplants the general rule only “[i]n a case involving government benefits
    (e.g., grants, loans, entitlement program payments).” § 2B1.1 cmt. n.3(F)(ii).
    While the three listed examples do not exhaust the category of “government
    benefits”—the list is preceded by “e.g.”—they are certainly illustrative and
    limit the category to things sharing their common features.             See Antonin
    Scalia & Bryan A. Garner, Reading Law: The Interpretation of Legal Texts
    195–98 (2012) (describing the noscitur a sociis canon); see also United States
    v. Austin, 
    479 F.3d 363
    , 367–68 (5th Cir. 2007) (“When interpreting the
    8 The two contracting agencies in this case, USACE Galveston and Fort Bliss, are
    both organs of the Department of Defense.
    23
    Case: 15-50106    Document: 00513484714     Page: 24   Date Filed: 04/28/2016
    No. 15-50106
    commentary [to the Guidelines], we apply ordinary rules of statutory
    construction.”).
    While a government contract awarded under an affirmative action
    program may be, in some sense, a “benefit” to the company awarded the
    contract, it does not share the common features of grants, loans, and
    entitlement program payments. Unlike the three enumerated examples, a
    contract award is not a unilateral transfer, but rather a bargained-for
    exchange for services rendered.      And unlike the enumerated examples,
    contracts awarded under the 8(a) program do not exist primarily to benefit
    the awardee; rather, such contracts first and foremost serve the government’s
    own procurement needs. See 15 U.S.C. § 644(g)(2)(B) (requiring that each
    federal agency’s annual goals for the participation of disadvantaged small
    businesses in the agency’s procurement contracts “shall realistically reflect
    the potential of . . . small business concerns owned and controlled by socially
    and economically disadvantaged individuals . . . to perform such contracts”).
    Our previous precedential applications of the government benefits rule
    have been confined to the three enumerated examples. We have applied the
    government benefits rule to fraudulent schemes clearly involving “grants,”
    see 
    Nelson, 732 F.3d at 521
    –23 (EPA grants); United States v. Hebron, 
    684 F.3d 554
    , 560–61 (5th Cir. 2012) (FEMA disaster relief reimbursements),
    “loans,” see United States v. Dowl, 
    619 F.3d 494
    , 502–04 (5th Cir. 2010) (SBA
    loans), and “entitlement program payments,” see United States v. Jones, 
    475 F.3d 701
    , 705 (5th Cir. 2007) (Medicare reimbursements); United States v.
    Harms, 
    442 F.3d 367
    , 380 (5th Cir. 2006) (workers’ compensation benefits).
    But see United States v. Lopez, 486 F. App’x 461, 466–67 (5th Cir. 2012)
    (unpublished).     Our published cases provide no reason to apply the
    government benefits rule to procurement contracts that bear little
    resemblance to grants, loans, and entitlement program payments.
    24
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    No. 15-50106
    Our sister circuits are split on whether the government benefits rule
    applies to procurement frauds involving contracts awarded under affirmative
    action programs. The Ninth Circuit has squarely rejected the government
    benefits rule in this context, reasoning that “[t]he examples given [in the text
    of the rule]—loans, grants and entitlement program payments—confirm that
    this comment deals with unilateral government assistance, such as food
    stamps, not a fee-for-service business deal.” United States v. Martin, 
    796 F.3d 1101
    , 1109 (9th Cir. 2015).           The Third Circuit has left undecided
    whether the government benefits rule applies. United States v. Nagle, 
    803 F.3d 167
    , 179–83 & n.9 (3d Cir. 2015), cert. denied 
    136 S. Ct. 1238
    (2016). 9
    Concurring in Nagle, Judge Hardiman indicated that he would have rejected
    the government benefits rule outright because lying to the government in
    order to receive contracts that otherwise would have gone to others “is classic
    procurement fraud,” which should be treated under the general rule for loss
    calculation. 
    Id. at 183–84
    (Hardiman, J., concurring).
    The Fourth Circuit has applied the government benefits rule in this
    context without explanation. See United States v. Brothers Constr. Co. of
    Ohio, 
    219 F.3d 300
    , 317–18 (4th Cir. 2000).              The Seventh and Eleventh
    Circuits have also applied the rule, reasoning that contracts awarded under
    the programs at issue were “government benefits” because the “primary
    purpose” of the programs was “to help small minority-owned businesses
    develop and grow.” United States v. Maxwell, 
    579 F.3d 1282
    , 1306 (11th Cir.
    2009); accord United States v. Leahy, 
    464 F.3d 773
    , 789–90 (7th Cir. 2006).
    In an unpublished decision issued before a circuit split existed, we echoed the
    reasoning of these latter circuits and applied the government benefits rule in
    9  The Third Circuit had previously applied the government benefits rule in this
    context in an unpublished case. See United States v. Tulio, 263 F. App’x 258, 263 (3d Cir.
    2008). In its subsequent Nagle decision, however, the Third Circuit characterized Tulio as
    “cursory” and expressly repudiated it. 
    Nagle, 803 F.3d at 182
    –83, nn.9–10.
    25
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    No. 15-50106
    a case involving a program that directs federal procurement contracts to non-
    profits that employ people who are blind or severely disabled. Lopez, 486 F.
    App’x at 466–67.
    We are not persuaded by the reasoning of the cases applying the
    government benefits rule to contracts awarded under affirmative action
    programs. Those cases do not address the textual issues discussed above.
    The mere fact that a government contract furthers some public policy
    objective apart from the government’s procurement needs is not enough to
    transform the contract into a “government benefit” akin to a grant or an
    entitlement program payment. We accordingly hold that procurement frauds
    involving contracts awarded under the 8(a) set-aside program, like
    procurement frauds generally, should be treated under the general rule for
    loss calculation, not the government benefits rule.
    B. Loss Under the General Rule
    With our analysis properly rooted in the general loss calculation rule,
    we turn to whether the district court erred in treating as loss the entire face
    value of the contracts awarded to the Joint Venture. We conclude that the
    loss amount should have reflected not the total contract price, but rather the
    contract price less the fair market value of services rendered by the Joint
    Venture to the procuring agencies. 10
    When calculating loss for purposes of § 2B1.1(b)(1), Application Note
    3(E) dictates that “[l]oss shall be reduced by . . . the fair market value of the
    property returned and the services rendered, by the defendant or other
    10 Here and throughout the opinion, we use the phrase “fair market value of services
    rendered” to refer to the value of those services in the market for services to the government,
    both inside and outside the 8(a) program. That value may differ from the value of the same
    services in the private market. See, e.g., 41 U.S.C. §§ 6502, 6703 (requiring payment of
    prevailing wage to employees of contractors providing goods and services to the federal
    government); 41 C.F.R. § 50-201.3 (requiring payment of prevailing wage to employees of
    various suppliers of the federal government).
    26
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    persons acting jointly with the defendant, to the victim before the offense was
    detected.” § 2B1.1 cmt. n.3(E)(i). Application Note 3(E) applies broadly to
    loss calculations under § 2B1.1(b)(1), including calculations under the general
    rule. See, e.g., United States v. Morrison, 
    713 F.3d 271
    , 279, 282 (5th Cir.
    2013) (applying Application Note 3(E) to loss calculation under the general
    rule); United States v. Klein, 
    543 F.3d 206
    , 213–15 (5th Cir. 2008) (same).
    Indeed, the Sentencing Commission speaks clearly when it wants to exempt
    specific types of cases from the default practice of crediting against loss the
    value of services rendered by the defendant.                See § 2B1.1 cmt. n.3(F)(v)
    (providing that, in the relevant cases, 11 “loss shall include the amount paid
    for the property, services, or goods transferred, rendered, or misrepresented,
    with no credit provided for the value of those items or services”). The Third
    and Ninth Circuits found these provisions persuasive in deciding that loss in
    an affirmative action contracting fraud case must be reduced by the fair
    market value of services rendered by the defendant. 
    Nagle, 803 F.3d at 181
    –
    83; 
    Martin, 796 F.3d at 1108
    , 1110–11. 12 So do we.
    11 Though we have referred to Application Note 3(F)(v) as applying broadly to
    “frauds involving government agencies,” United States v. McLemore, 200 F. App’x 342, 344
    (5th Cir. 2006), it does not apply in this case because Harris did not “falsely pos[e] as [a]
    licensed professional[].” § 2B1.1 cmt. n.3(F)(v)(I). Compare 
    Martin, 796 F.3d at 1110
    (declining to apply Note 3(F)(v) where defendant had fraudulently obtained government
    contract under affirmative action contracting program), with United States v. Giovenco, 
    773 F.3d 866
    , 868, 870–71 (7th Cir. 2014) (applying Note 3(F)(v) where defendant used
    fraudulently obtained government certification to secure contract with another private
    party). No party asks us to apply Note 3(F)(v) in this case.
    12 The Fourth, Seventh, and Eleventh Circuits, confronted with similar facts, have
    declined to reduce loss by the value of services provided, but each court’s analysis was
    embedded in the language of the government benefits rule that we hold does not apply. See
    Brothers Constr. 
    Co., 219 F.3d at 317
    –18; 
    Leahy, 464 F.3d at 789
    –90; 
    Maxwell, 579 F.3d at 1305
    –07. Furthermore, Brothers Construction Co. (applying 1997 Guidelines) and Leahy
    (applying 1998 Guidelines) were decided under former U.S.S.G. § 2F1.1, which did not
    contain an application note requiring that loss be reduced by the fair market value of
    services rendered akin to current § 2B1.1 cmt. n.3(E)(i). See U.S. Sentencing Guidelines
    Manual § 2F1.1 cmt. nn.7–12 (U.S. Sentencing Comm’n 1998). Former § 2F1.1 covered
    27
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    Furthermore, our previous cases evaluating procurement frauds under
    the general loss calculation rule have deducted the value of services rendered
    under the contract. In United States v. Sublett, we vacated the sentence of a
    mail fraud defendant who had fraudulently obtained counseling services
    contracts from the Internal Revenue Service by misrepresenting his academic
    and professional 
    credentials. 124 F.3d at 694
    –95. We held that, because the
    defendant had provided properly credentialed counselors to perform portions
    of the contracted-for services, the district court erred in treating the entire
    value of the contracts as loss. 
    Id. Instead, we
    directed the district court to
    “deduct the value of the legitimate services actually provided.” 
    Id. at 695;
    accord United States v. Jones, 
    475 F.3d 701
    , 706 (5th Cir. 2007) (“In the
    context of a contract, the court must credit the defendant for the value of the
    performed services.”).
    Treating the loss amount as the difference between the contract price
    and the fair market value of services rendered is consistent with our case
    law’s requirement “that the loss inquiry focus on the ‘pecuniary impact on
    [the] victims’ and utilize a ‘realistic, economic approach.’” United States v.
    Lige, 
    635 F.3d 668
    , 671 (5th Cir. 2011) (alteration in original) (quoting United
    States v. Olis, 
    429 F.3d 540
    , 545–46 (5th Cir. 2005)). Acute focus on these
    principles is especially important in fraud cases because the fraud cases
    treated under § 2B1.1 are something of a mixed bag, involving different
    economic realities and different relationships among defendant, victim, and
    loss amount. United States v. Gupta, 
    463 F.3d 1182
    , 1199 (11th Cir. 2006)
    (“Fraud is conjured in numerous variations and that should be considered
    when choosing a calculation methodology for the harm intended or caused.”);
    fraud offenses and was consolidated with § 2B1.1 in the 2001 Guidelines. See generally,
    Frank O. Bowman, III, The 2001 Federal Economic Crime Sentencing Reforms: An Analysis
    and Legislative History, 
    35 Ind. L
    . Rev. 5 (2001).
    28
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    No. 15-50106
    see also, e.g., 
    Olis, 429 F.3d at 546
    –47 (collecting cases using different loss
    calculation methodologies in light of different types of securities fraud).
    Treating the loss amount under these circumstances as the difference
    between the contract price and the fair market value of services provided
    properly focuses the loss inquiry on the pecuniary impact on victims. The
    relevant victims in this case are the procuring agencies—USACE Galveston
    and Fort Bliss—not Tropical.         The Government charged Harris with
    executing a “scheme to defraud [the government agencies involved],” and the
    PSR identified the agencies, not Tropical, as the victims of the scheme. Our
    sister circuits confronted with similar facts have likewise referred to the
    contracting agencies as the relevant “defrauded parties” for loss calculation
    purposes.    
    Nagle, 803 F.3d at 180
    ; see also 
    Martin, 796 F.3d at 1109
    –11
    (describing “pecuniary harm to the government”). Pecuniary harm suffered
    by a co-participant in a procurement fraud scheme can sometimes count
    toward the losses used in determining the defendant’s sentence, but we have
    described that possibility only in the context of a co-participant whose
    involvement in the scheme amounted to “assent to extortion.” United States
    v. Geeslin, 
    447 F.3d 408
    , 408, 411 (5th Cir. 2006). Here, by contrast, Patricia
    and Tropical were willing participants in the fraudulent scheme. Moreover,
    Tropical suffered no pecuniary harm as a result of Harris’s offense and, in
    fact, realized a windfall. See § 2B1.1 cmt. n.1 (defining “victim” as, inter alia,
    “any person who sustained any part of the actual loss”); 
    id. cmt. n.3(A)(i)
    (defining “actual loss” as “the reasonably foreseeable pecuniary harm that
    resulted from the offense”). The contracting agencies are the victims in this
    case.
    The difference between the contract price and the fair market value of
    services rendered reflects the contracting agencies’ losses under their
    respective contracts—the difference between what they paid and what they
    29
    Case: 15-50106     Document: 00513484714     Page: 30   Date Filed: 04/28/2016
    No. 15-50106
    received.     It should come as little surprise that such a loss calculation
    coincides with one measure of common-law contract damages in a civil action
    for fraudulent inducement: “the difference between the value expended
    versus the value received” by the defrauded party, a measure which “allow[s]
    the injured party to recover based on the actual injury suffered.” Zorilla v.
    Aypco Constr. II, LLC, 
    469 S.W.3d 143
    , 153 (Tex. 2015); accord 27 Richard A.
    Lord, Williston on Contracts § 69.53 (4th ed. 2002); cf. 
    Olis, 429 F.3d at 546
    (using “civil damage measure” as “the backdrop for criminal responsibility” in
    calculating the loss resulting from a securities fraud).
    Treating the loss amount as the difference between the contract price
    and the fair market value of services rendered also reflects a “realistic,
    economic approach.” Such a loss calculation “is consistent with the idea that
    fraud is not always the same as theft,” even though the loss amounts
    resulting from both types of crimes are treated under § 2B1.1(b)(1). 
    Martin, 796 F.3d at 1108
    . In some procurement fraud cases, the defendant pockets
    the entire contract price; in others, the defendant obtains by fraud a contract
    that he would not have obtained legitimately, but nevertheless performs the
    contract, pocketing only the difference between the contract price and his
    costs.    See United States v. Schneider, 
    930 F.2d 555
    , 558 (7th Cir. 1991)
    (distinguishing between the two scenarios for loss calculation purposes).
    “[O]ne who uses fraud to procure a contract but intends to provide the
    contracted-for services . . . should not be characterized as causing as much
    loss as one who intends to totally cheat the victim, giving nothing in return.”
    
    Sublett, 124 F.3d at 695
    . Reducing the contract price by the fair market
    value of any services provided avoids treating identically these two
    meaningfully different types of fraud and ensures that the economic realities
    of each are reflected in the loss amount used to calculate the sentencing
    range.
    30
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    No. 15-50106
    By treating the entire face value of the contracts as loss for purposes of
    § 2B1.1 and not deducting the fair market value of services rendered by the
    Joint Venture, the district court procedurally erred in calculating the
    Guidelines range. We must remand upon identifying such a Guidelines error
    unless the government establishes that the error was harmless.                    United
    States v. Juarez, 
    812 F.3d 432
    , 437–38 (5th Cir. 2016). Even where, as here,
    the district court imposed a sentence below the erroneous Guidelines range,
    the sentence must be vacated unless the government convincingly
    demonstrates that the sentence “was not influenced in any way by the
    erroneous Guidelines calculation.” United States v. Ibarra-Luna, 
    628 F.3d 712
    , 719 (5th Cir. 2010). “This is a heavy burden.” 
    Id. at 717.
    Here, the
    government has not even attempted to argue that any such error was
    harmless. 13 Accordingly, we must vacate Harris’s sentence and remand for
    resentencing.
    On remand, the government will bear the burden of proof to show any
    difference between the contract price and the fair market value of the
    services rendered by the Joint Venture. See 
    Jones, 475 F.3d at 706
    –07. This
    accords with the general rule that “it is the government’s burden to show by a
    preponderance of the evidence the amount of loss attributable to fraudulent
    conduct.” 
    Nelson, 732 F.3d at 521
    . The current record provides no reason to
    doubt the district court’s observation at sentencing that USACE Galveston
    and Fort Bliss “got what they paid for.” However, because the parties were
    13  In any event, the Guidelines error here was almost certainly not harmless. As the
    government acknowledged at oral argument, the record does not clearly indicate that the
    district court would have imposed the same sentence, for the same reasons, regardless of
    the Guidelines range. Moreover, had the district court determined that the loss amount
    resulting from Harris’s offense was actually zero, warranting no offense-level increase
    under § 2B1.1, because the fair market value of services rendered by the Joint Venture
    equaled the contract values, then the Guidelines range would have fallen well below 24
    months’ imprisonment, and Harris would have been eligible for a sentence of probation.
    See U.S.S.G. § 5C1.1(c).
    31
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    No. 15-50106
    not previously on notice that the loss inquiry in this case would take account
    of the fair market value of services rendered by the Joint Venture, we remand
    on an open record in the interest of fairness. See 
    Martin, 796 F.3d at 1111
    .
    The government will also bear the burden to show any of the miscellaneous
    costs described in the rule of construction for procurement fraud cases. See
    § 2B1.1 cmt. n.3(A)(v)(II).
    Because we remand with instructions for the proper calculation of loss
    under the circumstances of this case, we do not reach Harris’s argument that,
    under Application Note 3(B), his gain from the offense—which he argues is
    zero—can be used “as an alternative measure of loss.” § 2B1.1 cmt. n.3(B).
    Note 3(B) instructs that a defendant’s gain should be used “only if there is a
    loss but it reasonably cannot be determined.” 
    Id. Harris is
    free to argue on
    remand that the loss in this case cannot reasonably be determined even
    under the method we articulate, but it would be premature for us to address
    that possibility in the case’s current posture. We do observe that, as the
    district court noted in rejecting the government’s request for restitution,
    Harris was “not enriched in any way by anything that transpired here.”
    IV.
    For the foregoing reasons, we AFFIRM the conviction, VACATE the
    sentence, and REMAND for resentencing.
    32