United States v. Gushlak , 728 F.3d 184 ( 2013 )


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  • 12-1919-cr
    United States v. Gushlak
    UNITED STATES COURT OF APPEALS
    FOR THE SECOND CIRCUIT
    August Term, 2012
    (Argued: May 1, 2013                                               Decided: August 29, 2013)
    Docket No. 12-1919-cr
    -------------------------------------
    UNITED STATES OF AMERICA,
    Appellee,
    -v-
    MYRON L. GUSHLAK,
    Defendant-Appellant.
    -------------------------------------
    Before:      SACK, WESLEY, and CARNEY, Circuit Judges.
    Appeal from an order of restitution entered pursuant to the
    Mandatory Victims Restitution Act of 1996, 18 U.S.C. § 3663A, against Defendant-
    Appellant Myron Gushlak in the United States District Court for the Eastern
    District of New York (Nicholas G. Garaufis, Judge). We conclude that the district
    court had authority to enter the restitution order, that the restitution proceedings
    satisfied Gushlak's rights under the Due Process Clause of the Fifth Amendment,
    and that the district court's loss calculation was a reasonable estimate grounded
    in a sound basis for approximation of the full amount of identified victims' losses.
    Affirmed.
    ELIZABETH BERNEY, Great Neck, New York, for
    Defendant-Appellant.
    DANIEL A. SPECTOR, (David C. James, on the
    brief) for Loretta E. Lynch, United States Attorney
    for the Eastern District of New York, Brooklyn,
    New York, for Appellee.
    SACK, Circuit Judge:
    Defendant-appellant Myron Gushlak challenges, on various
    grounds, the May 15, 2012, restitution order entered against him in the United
    States District Court for the Eastern District of New York (Nicholas G. Garaufis,
    Judge). The order, which was entered pursuant to the Mandatory Victims
    Restitution Act of 1996, 18 U.S.C. § 3663A, awarded a total of $17,492,817.45 to
    victims for losses stemming from Gushlak's role in the manipulation of the price
    of a publicly traded security. We affirm.
    2
    BACKGROUND
    The Fraudulent Scheme
    In late 1999, Gushlak, a controlling owner of a telecommunications
    company, GlobalNet, Inc., took the company public by reverse merging it into a
    publicly traded shell company, Rich Earth, Inc., which he also controlled. Over
    the course of the next year, he and his coconspirators engaged in a securities
    fraud in the form of a so-called "pump-and-dump" scheme. Gushlak, with the
    help of conconspirators at two broker-dealers, LCP Capital ("LCP") and Montrose
    Capital ("Montrose"), artificially inflated the price of GlobalNet's stock ("GBNE").
    He then sold his own shares at a substantial profit.
    The coconspirators accomplished their scheme through both
    misstatements and manipulative trading practices. According to Gushlak's later
    plea allocution in this case,1 Gushlak induced his coconspirators at LCP and
    Montrose to convince their clients, through misrepresentations, to buy
    approximately one million GBNE shares for between $11.86 and $15.93 per share.
    The conspirators knew that these prices overvalued GlobalNet's worth.
    1
    The events that led to the plea of guilty at which the allocution was made
    are described in the next section below.
    3
    Another tactic was for broker-dealers at LCP or Montrose to take
    funds that investors had invested in legitimate stocks and purchase GBNE shares
    with the funds instead. The conspirators further inflated GBNE's price and
    maintained the inflated price by discouraging investors from selling GBNE stock,
    or by simply failing to carry out sell orders. Gushlak paid kick-backs and
    commissions to his coconspirators for their efforts.
    By the summer of 2000, however, the bottom had begun to fall out of
    the scheme. Some investors began to suspect that manipulative practices were
    being employed, so they short-sold GBNE in order to profit from its ultimate
    deflation. Around the same time, Montrose stopped pressuring its customers to
    purchase GBNE shares and began processing their sell orders. And also at about
    that time, there was a market-wide collapse of the price for tech stocks like
    GBNE, the so-called "bursting of the dot-com bubble."2 According to an affidavit
    submitted by an FBI Agent present at a proffer session with Gushlak, Gushlak
    admitted that he made a last-ditch effort to "support[] the [stock] price" with his
    own money in June 2000. Aff. of Derrick Acker, Oct. 20, 2011, at ¶ 3, Joint App'x
    2
    See, for example, Litman v. United States, 
    78 Fed. Cl. 90
    , 120 (Fed. Cl.
    2007), referring to the late 20th Century "'frenzy over internet stocks,' that has
    since become known as the 'dot-com bubble.'"
    4
    at 616. But this apparently did not work for long; by January 1, 2001, GBNE's
    stock price had fallen from a midsummer high of more than $25 per share to less
    than $3 per share.
    Gushlak's Guilty Plea
    In July 2003, Gushlak pleaded guilty in the United States District
    Court for the Eastern District of New York to an information charging one count
    of conspiracy to commit securities fraud, in violation of 
    18 U.S.C. § 371
    , and one
    count of conspiracy to commit money laundering, in violation of 
    18 U.S.C. § 1956
    .
    On November 18, 2010, the district court sentenced him to seventy-two months'
    imprisonment and a $25 million fine. The district court ordered the parties to
    submit briefing on the issue of restitution, pursuant to the Mandatory Victims
    Restitution Act of 1996, 18 U.S.C. § 3663A, stating that it would resolve the issue
    within ninety days.
    The court entered judgment while the restitution issue remained
    pending in order to enable Gushlak to appeal his conviction and sentence
    immediately. Had the appeal been successful, Gushlak would have been
    relieved of his criminal responsibility in relatively short order and never have
    been required to complete the restitution inquiry. But a panel of this Court
    5
    affirmed the judgment by summary order. United States v. Gushlak, 
    495 F. App'x 132
     (2d Cir. 2012).
    The Restitution Proceedings
    The ninety-day estimate the district court gave for the restitution
    order, through no fault of the court's, proved optimistic. Nearly eighteen months
    would pass, during which time the government made four different restitution
    submissions, before the district court finally entered an order of restitution on
    May 15, 2012, based on the fourth submission.
    The government's first submission seeking restitution was filed on
    December 20, 2010. In it, the government argued that victim loss amounts could
    be established by means other than so-called "affidavits of loss" -- forms filled out
    by victims attesting to losses they suffered -- and purported to rely upon trading
    records to determine that the losses attributable to fraud amounted to
    $20,468,876.29. The district court declined to enter a restitution order based on
    that submission, however, because the government had failed to explain its
    methodology or to provide a list of each victim and his, her, or its losses. United
    States v. Gushlak, No. 03-cr-833(NGG), 
    2011 WL 128359
     at *2, 
    2011 U.S. Dist. LEXIS 3864
     at *6 (E.D.N.Y. Jan. 14, 2011).
    6
    The government tried again on January 26, 2011. Again it argued
    that the appropriate loss calculation was $20,468,876.29. This time it attached the
    expert report of one Peter Melley, then the Assistant Director of the Criminal
    Prosecution Assistance Group at the Financial Industry Regulatory Authority.
    Gushlak opposed the restitution request on the grounds that the government was
    required to use affidavits of loss rather than trading records to establish victim
    losses, and that the government's methodology was in any event flawed. The
    district court agreed with the government that losses could be established
    through trading records, but it agreed with Gushlak that the government's
    methodology was deficient. United States v. Gushlak, No. 03-cr-833(NGG), 
    2011 WL 782295
    , 
    2011 U.S. Dist. LEXIS 18177
     (E.D.N.Y. Feb. 24, 2011). This was
    because, the court concluded, it rested upon the unsupported assumption that
    GBNE had no value at all that had not been imparted to it by the fraud. 
    Id.
     at *5-
    *7, 
    2011 U.S. Dist. LEXIS 18177
     at *16-*23.
    The government's third try to establish a restitution amount, filed
    April 15, 2011, fared no better. In this submission, the government requested a
    dramatically reduced sum of $8,950,032.54. But the methodological adjustment
    was relatively crude: The government essentially (1) subtracted the value of any
    shares victims still held at the time the trading records ended, which it had
    7
    previously deemed worthless; and then (2) lopped 20% from that number,
    ostensibly to account for victim losses caused by declines in the stock market
    generally around this time.
    The district court, again unsatisfied, denied the government's
    request on July 26, 2011. United States v. Gushlak, No. 03-cr-833(NGG), 
    2011 WL 3159170
    , 
    2011 U.S. Dist. LEXIS 81525
     (E.D.N.Y. July 26, 2011). But the court
    granted the government leave "to try one last time," providing relatively detailed
    guidance as to what sort of showing might suffice. Id. at *1, *6-*8, 
    2011 U.S. Dist. LEXIS 81525
     at *1, *24-*30. The court expressed the view that it "would be
    unfortunate" if the government failed to obtain restitution for victims. Id. at *8,
    
    2011 U.S. Dist. LEXIS 81525
     at *30.
    On October 24, 2011, nearly a year after Gushlak had been
    sentenced, the government filed its fourth restitution request. On April 20, 2012,
    the court issued a Memorandum & Order finding that Gushlak's fraud had
    caused losses to victims in the amount of $17,492,817.45. United States v. Gushlak,
    No. 03-cr-833, 
    2012 WL 1379627
    , 
    2012 U.S. Dist. LEXIS 56009
     (E.D.N.Y. Apr. 20,
    2012).
    The government's first improvement from its previous efforts was
    the submission of three affidavits, two from coconspirators Salvatore Romano
    8
    and Howard Appel, and the third from FBI Agent Derrick Acker. They,
    combined with Gushlak's plea allocution, placed before the district court a
    general picture of the nature and timing of the conspiracy much like the one we
    have drawn above. Specifically, the district court relied upon the affidavits to
    establish the mechanisms by which Gushlak and his coconspirators manipulated
    GBNE's price; the fact of manipulation throughout the year 2000; and that
    fraudulent activity had ceased by the end of 2000. 
    Id.
     at *6-*7, 
    2012 U.S. Dist. LEXIS 56009
     at *16-*18.
    The government then relied upon a statistician named David
    DeRosa to fill in the numbers. DeRosa was at the time an instructor of a graduate
    level course in Financial Engineering at Columbia University and the president
    and owner of his own financial consulting firm. Decl. of David F. DeRosa, Ph.D.
    ("DeRosa Rep."), Oct. 24, 2011, at 2, Joint App'x at 620. His expert report and the
    testimony he gave at a hearing held on February 14, 2012, sought to provide the
    court with a model for calculating investor losses.
    DeRosa's model -- to a non-expert, at least, an apparently complex
    exercise in statistics and corporate finance -- was in essence designed to
    determine what GBNE's share price would have been at the times investors
    bought and sold it had it not been manipulated by fraud. DeRosa labeled this
    9
    GBNE's "fair market price." Id. at 5, Joint App'x at 623. By subtracting the fair
    market price from GBNE's actual closing price, DeRosa could determine what is
    sometimes referred to as the "inflationary component"3 of the price -- the portion
    of the price that is the result of fraudulent factors. Id.
    DeRosa then looked to the available trading records for transactions
    in GBNE stock during the time its value was manipulated to determine the
    number of shares purchased and prices paid by individual investors. DeRosa
    Rep. at 16-17, Joint App'x at 634-35. The rest was arithmetic: Each victim's loss
    was equal to the inflationary component paid -- the actual price paid less the fair
    market price DeRosa had calculated -- minus, in the event the investor sold
    GBNE stock before the entire inflationary component had dissipated, any
    inflationary component recouped by that sale. Id. By this method, he calculated
    total losses of $17,492,817.45. Id. at 19, Joint App'x at 637.
    3
    The phrase "inflationary component" refers to the inflation of GBNE's
    stock price that is the result of fraud, see generally FindWhat Investor Grp. v.
    FindWhat.com, 
    658 F.3d 1282
    , 1315-16 (11th Cir. 2011) (using the term in this
    manner), and has nothing to do with the word "inflation" as it is often used:
    "'[T]he increase in the volume of money and credit relative to available goods
    resulting in a substantial and continuing rise in the general price level.' Webster's
    Third International Dictionary (1965)." Kaczkowski v. Bolubasz, 
    491 Pa. 561
    , 565
    n.4, 
    421 A.2d 1027
    , 1029 n.4 (1980).
    10
    Gushlak attempted to refute DeRosa's analysis through testimony of
    experts of his own, David Juran, a senior lecturer at Columbia University's
    Graduate School of Business, and Robert Lowry, a retired twenty-three year
    veteran accountant at the Securities and Exchange Commission and the president
    of his own consulting firm. Juran testified before the district court at the same
    February 14, 2012, hearing at which DeRosa offered his testimony. The district
    court continued that hearing until April 13, 2012, to permit Lowry to testify. But
    eventually the court credited DeRosa's methodology virtually in its entirety.
    The district court entered a final restitution order on May 15, 2012,
    based on the submission that was supported by DeRosa's methodology. Gushlak
    appeals.
    DISCUSSION
    "Federal courts have no inherent power to order restitution . . . ."
    United States v. Zangari, 
    677 F.3d 86
    , 91 (2d Cir. 2012). "A sentencing court's
    power to order restitution, therefore, depends upon, and is necessarily
    circumscribed by, statute." 
    Id.
    One such statutory provision -- the one at issue here -- is the
    Mandatory Victims Restitution Act of 1996 ("MVRA"), 18 U.S.C. § 3663A. The
    MVRA provides, insofar as is relevant here, that a sentencing court "shall order,
    11
    in addition to . . . any other penalty authorized by law," defendants convicted of
    specified crimes to "make restitution to the victim of the offense." Id.
    § 3663A(a)(1). Section 3663A also contains, or incorporates by reference,
    procedures and standards governing the award of restitution. See id.
    §§ 3663A(d), 3664.
    "In general, we review an MVRA order of restitution deferentially,
    and we will reverse only for abuse of discretion." United States v. Boccagna, 
    450 F.3d 107
    , 113 (2d Cir. 2006) (internal quotation marks omitted). A district court
    abuses its discretion when "a challenged ruling rests on an error of law, a clearly
    erroneous finding of fact, or otherwise cannot be located within the range of
    permissible decisions." 
    Id.
     (internal quotation marks omitted). Where Gushlak
    challenges the district court's finding of facts, we review for clear error; where his
    arguments raise questions of law, our review is de novo. United States v. Reifler,
    
    446 F.3d 65
    , 120 (2d Cir. 2006).
    I. The District Court's Authority
    to Award Restitution
    Based on two separate provisions of the MVRA, Gushlak's first two
    arguments contest the district court's authority to order restitution in this case at
    all.
    12
    A. Failure to Impose Restitution Within 90 Days
    Section 3664(d)(5) provides that "[i]f the victim's losses are not
    ascertainable by the date that is 10 days prior to sentencing, . . . the court shall set
    a date for the final determination of the victim's losses, not to exceed 90 days after
    sentencing." The district court violated this provision, Gushlak argues, because
    although it stated its intention at sentencing to enter a final restitution order
    within ninety days, it did not actually enter one until well past that deadline.
    This argument presents a question of law, so our review is de novo. Reifler, 
    446 F.3d at 120
    .
    The Supreme Court confronted the statutory deadline at issue here
    in Dolan v. United States, 
    130 S. Ct. 2533
     (2010). Reasoning in part that "the statute
    seeks speed primarily to help the victims of crime and only secondarily to help
    the defendant," 
    id. at 2540
    , the court concluded that "a sentencing court that
    misses the 90-day deadline nonetheless retains the power to order restitution -- at
    least where, as here, the sentencing court made clear prior to the deadline's
    expiration that it would order restitution, leaving open (for more than 90 days)
    only the amount," 
    id. at 2537
    ; see also United States v. Pickett, 
    612 F.3d 147
    , 149 (2d
    Cir. 2010) (per curiam) (applying Dolan's rule). On much the same rationale,
    though viewing the matter through the somewhat different prism of harmless-
    13
    error analysis, we have declined to reverse a restitution order because of "a
    district court's failure to determine identifiable victims' losses within ninety
    days . . . unless [the defendant] can show actual prejudice from the omission."
    United States v. Zakhary, 
    357 F.3d 186
    , 191 (2d Cir. 2004); see United States v.
    Catoggio, 
    326 F.3d 323
    , 329-30 (2d Cir. 2003) (applying this rule).
    These authorities control here. In Dolan's words, the district court
    "made clear prior to the deadline's expiration that it would order restitution" -- it
    said so on the record at Gushlak's sentencing hearing, Sentencing Tr., Nov. 18,
    2010, at 105, Joint App'x at 2142 -- and "le[ft] open (for more than 90 days) only
    the amount," Dolan, 
    130 S. Ct. at 2537
    ;4 see also Pickett, 
    612 F.3d at 149
    . And we
    find implausible Gushlak's assertion that the eighteen-month delay, when tacked
    on to the decade or so that had elapsed between the conduct that caused the
    4
    We reject Gushlak's attempt to distinguish Dolan on the grounds that the
    district court here stated its intention to enter its restitution order within ninety
    days, as opposed, the argument appears to suggest, to stating explicitly both that
    it would order restitution, and that it would not determine the amount until after
    the ninety days had elapsed. This argument misunderstands Dolan's proviso, the
    purpose of which, it seems to us, is to guard against a sentencing judge entering
    what appears to be a final sentence, thus relinquishing authority to order
    restitution, only then to impose restitution more than ninety days thereafter.
    Gushlak was at all times fully aware that the sentence announced at his
    sentencing hearing contained a blank space to be filled in with a dollar amount
    once restitution proceedings had run their course. We think this is what Dolan
    contemplates.
    14
    victims' losses and his sentencing, somehow hampered his ability to collect
    victim information, causing him prejudice. It is without evidentiary support.
    We therefore conclude that the district court was authorized to enter
    the restitution order despite section 3664(d)(4)'s ninety-day requirement.
    B. Complexity and Duration of Proceedings
    Gushlak also points to 18 U.S.C. § 3663A(c)(3)(B), which provides
    that the MVRA "shall not apply . . . if the court finds, from facts on the record,
    that . . . determining complex issues of fact related to the cause or amount of the
    victim's losses would complicate or prolong the sentencing process to a degree
    that the need to provide restitution to any victim is outweighed by the burden on
    the sentencing process." Id. He argues that the district court should have
    declined to order restitution on this basis. We review a district court's
    application of section 3663A(c)(3)(B) to the facts of a particular case for abuse of
    15
    discretion.5 In re W.R. Huff Asset Mgmt. Co., LLC, 
    409 F.3d 555
    , 563-64 (2d Cir.
    2005).
    Although we have encountered section 3663A(c)(3)(B) only
    sporadically, we have from time to time discussed the sort of factors that might
    inform a district court's balancing of "the need to provide restitution to any
    victim" against "the burden on the sentencing process," 18 U.S.C. §
    3663A(c)(3)(B).
    Our most expansive discussion of the issue appears to be that
    provided in United States v. Reifler. There, after vacating an MVRA award on
    other grounds, we directed the district court to consider section 3663A(c)(3)(B) on
    remand. Reifler, 
    446 F.3d at 139
    . We grounded our analysis in what we
    understood to be Congress's purposes in enacting section 3663(c)(3)(B). They
    were to ensure "that the process of determining an appropriate order of
    restitution be 'streamlined,'" 
    id. at 136
     (quoting S. Rep. No. 104-179, at 20, 21
    5
    The government argues that Gushlak failed to raise section
    3663A(c)(3)(B) before the district court, and that we should therefore review for
    plain error. We doubt very much, upon review of the record, that Gushlak failed
    adequately to alert the district court to his concerns regarding the duration and
    complexity of the restitution proceedings. We need not resolve the question,
    however, inasmuch as we conclude that the district court did not abuse its
    discretion in awarding restitution despite the complexities of doing so.
    16
    (1995), reprinted in 1996 U.S.C.C.A.N. 924, 933-34), and "'that the sentencing
    phase[s] of criminal trials [would] not become fora for the determination of facts
    and issues better suited to civil proceedings,'" 
    id. at 137
     (quoting S. Rep. No. 104-
    179, at 18). We noted, in light of the diverse class of alleged victims and the
    circumstances of the fraud in that case, "difficult questions as to both the
    causation requirement and the requirements for determining the timing and the
    amounts of the losses caused." 
    Id. at 135
    . That it would be difficult to "determine
    a victim's actual loss on the basis of dates and prices that were not hypothetical,
    assumed, or arbitrary . . . clearly implicate[d] section 3663A(c)(3)(B)." 
    Id.
     at 138-
    39; see also W.R. Huff Asset Mgmt., 
    409 F.3d at 563-64
     (affirming district court's
    decision not to award restitution on section 3663A(c)(3)(B) grounds).
    But section 3663A(c)(3)(B) plainly does not require the district court
    to surrender whenever one or more complex issues of causation or loss
    calculation appear. To the contrary, the statute explicitly contemplates that the
    district court weigh against the burden of ordering restitution the victims'
    interests in receiving restitution. And it commits the balancing to the district
    court's discretion, likely because it implicates what the Supreme Court has
    referred to as "supervision of litigation," Pierce v. Underwood, 
    487 U.S. 552
    , 558 n.1
    (1988), and because it requires a detailed understanding of and sensitivity to the
    17
    facts of each case; in other words, because it is the sort of task to which district
    courts are better suited. Deference to the district court's consideration of the
    issue is therefore typically warranted if "the record indicates that the district
    court, although aware of the difficulties involved in ordering restitution[,] . . .
    considered restitution an essential part of [the defendant's] sentence," Catoggio,
    
    326 F.3d at 328
    .
    So it is here. The record makes clear that the district court was
    keenly aware of the difficulties of calculating restitution in this case. It was also
    of the view, however, based on its decade-long supervision of the matter, that the
    need to compensate victims outweighed challenges of measurement. After all, as
    the district court found, "Gushlak ha[d] admitted to stealing from a large number
    of people what likely amounted to a significant portion of their personal wealth."
    Gushlak, 
    2011 WL 3159170
     at *8, 
    2011 U.S. Dist. LEXIS 81525
     at *30.
    We think it worth noting again, moreover, that the district court
    entered an appealable judgment while restitution proceedings were pending so
    as to enable Gushlak to appeal from his conviction and sentence as quickly as
    possible. If this Court were to have vacated the conviction, then, it would have
    done so in a reasonably timely manner and, in the bargain, perhaps rendered
    further restitution proceedings unnecessary. This bolsters our view that the
    18
    district court exercised its discretion with the aims of the MVRA and Gushlak's
    interests and rights firmly in mind.
    We therefore conclude that the district court did not abuse its
    discretion in awarding restitution despite the complexity and duration of the
    restitution proceedings.
    II. Reliance on Affidavits
    We next address Gushlak's argument that the district court's reliance
    on the three affidavits the government submitted with its fourth restitution
    request violated his Fifth Amendment right to due process. As we have
    described, the district court relied on the three affidavits -- two of them submitted
    by coconspirators, one by an FBI agent -- for an overall view of the timing and
    manner of the fraudulent scheme. Gushlak, 
    2012 WL 1379627
     at *6-*7, 
    2012 U.S. Dist. LEXIS 56009
     at *16-*18. Gushlak maintains that the affidavits lack the
    "indicia of reliability" required for use of hearsay evidence during sentencing
    proceedings. Appellant's Br. at 69-70. His right to due process was denied, he
    argues, because he had no opportunity to cross-examine the affiants, a defect he
    maintains was compounded by the government's explicit representation that it
    did not intend to rely on the affidavits to determine loss amount. 
    Id.
    19
    Although we have held that the Sixth Amendment's restrictions on
    judicial factfinding do not apply to proceedings setting restitution amounts,
    Reifler, 
    446 F.3d at 113-20
    , we have recognized that "[t]he Due Process Clause is
    plainly implicated at sentencing," United States v. Martinez, 
    413 F.3d 239
    , 244 (2d
    Cir. 2005) (internal quotation marks omitted), and that "defendants have a due
    process interest in paying restitution only for losses actually sustained by
    victims," Zakhary, 
    357 F.3d at
    191 n.4. Nevertheless, "[d]ecisions as to what types
    of procedure are needed lie within the discretion of the sentencing court and are
    reviewed for abuse of discretion." United States v. Slevin, 
    106 F.3d 1086
    , 1091 (2d
    Cir. 1996). And "[w]e have noted, in the context of contested issues regarding the
    propriety of a restitution award, that the sentencing procedures employed to
    resolve such disputes are within the district court's discretion so long as the
    defendant is given an adequate opportunity to present his position." United
    States v. Sabhnani, 
    599 F.3d 215
    , 257-58 (2d Cir. 2010).
    Gushlak was afforded that opportunity here. It is true that the
    government justified its denial of Gushlak's request to make the affiants available
    for live testimony by promising that its "submission to the Court and
    presentation w[ould] be based entirely on Dr. DeRosa's testimony." Tr. of Status
    Conf., Jan. 30, 2012, at 6, Joint App'x at 1698. But the government also
    20
    simultaneously averred that it "provided those affidavits really as background."
    
    Id.
     And this, the district court explained, is the purpose for which it used them.
    As explained below, the expert testimony of DeRosa did, as the government
    promised it would, serve to establish the existence, timing, and effect of the
    fraudulent conspiracy in which Gushlak participated. Gushlak had ample
    opportunity, through submissions to the court, participation in status
    conferences, and two lengthy hearings, to rebut the government's overall theory
    of victim losses.
    In light of the slight weight the affidavits were asked to bear, we
    think the district court's decision that it was not required to expand the
    evidentiary hearings to include the live testimony and cross-examination of the
    affiants was within its discretion. Cf. United States v. Maurer, 
    226 F.3d 150
    , 151-52
    (2d Cir. 2000) (per curiam) (affirming district court's decision not to hold a full
    evidentiary hearing on victim losses where the defendant "had ample
    opportunity to present his views"); Sabhnani, 
    599 F.3d at 257
     (same).
    III. Amount of Loss Directly and Proximately
    Caused by the Offense
    Gushlak's remaining grounds for appeal all focus on the accuracy of
    the amount of the district court's restitution award.
    21
    A. Legal Standards Governing Loss
    Calculation under the MVRA6
    With one exception, the parties agree as to the standards governing a
    district court's determination of the amount of a restitution award.
    The MVRA directs sentencing courts to "order . . . that the defendant
    make restitution to the victim of the offense." 18 U.S.C. § 3663A(a)(1). "Victim,"
    as relevant here, is defined as "a person directly and proximately harmed as a
    result of the commission of an offense for which restitution may be ordered." Id.
    § 3663A(a)(2).
    This provision is obviously relevant to determining the type of
    individuals entitled to restitution, which is not an issue presented on this appeal.
    See, e.g., United States v. Marino, 
    654 F.3d 310
    , 320-21 (2d Cir. 2011). But also,
    when read along with the balance of the MVRA, it is taken to mean that
    restitution may be awarded only in the amount of losses directly and proximately
    6
    In setting forth the legal standards governing awards under the MVRA,
    we rely also on cases applying materially identical provisions of another federal
    restitution statute, the Victim and Witness Protection Act, 
    18 U.S.C. § 3663
    . See
    United States v. Marino, 
    654 F.3d 310
    , 319 n.7 (2d Cir. 2011) ("Because the relevant
    statutory language in the MVRA and VWPA is nearly identical, we include in our
    analysis cases arising under both statutes.").
    22
    caused by the defendant's conduct.7 See Reifler, 
    446 F.3d at 115
     (noting that
    "additional proceedings" may be necessary for determining "the amounts of
    loss to each [victim] that were directly and proximately caused by the defendant's
    commission of the offense"); accord United States v. Squirrel, 
    588 F.3d 207
    , 215 (4th
    Cir. 2009) ("[A]n order of restitution under the MVRA is to be based upon the
    loss directly and proximately caused by the defendant's offense conduct."). The
    government bears the burden of establishing loss amount under the MVRA. 
    18 U.S.C. § 3664
    (e). "Any dispute as to the proper amount . . . of restitution shall be
    resolved by the court by the preponderance of the evidence." Id.; see also 
    id.
    § 3663A(d).
    The parties' lone dispute concerning the standards governing the
    calculation of loss amount arises out of language in our case law that "a court's
    power to order restitution is limited to actual loss." United States v. Carboni, 204
    7
    As a general matter, restitution is permitted "only for an amount of loss
    caused by the specific conduct forming the basis for the offense of conviction,"
    United States v. Silkowski, 
    32 F.3d 682
    , 688 (2d Cir. 1994), although the parties may
    provide otherwise in their plea agreement, id.; 18 U.S.C. §§ 3663A(a)(3), 3664(a).
    We have in the past, exercising plain error review, affirmed a restitution award
    imposing joint and several liability "payable by all convicted co-conspirators in
    respect of damage suffered by all victims of a conspiracy, regardless of the facts
    underlying counts of conviction in individual prosecutions." United States v.
    Boyd, 
    222 F.3d 47
    , 50-51 (2d Cir. 2000) (per curiam).
    
    23 F.3d 39
    , 47 (2d Cir. 2000) (emphasis added); see also United States v. Germosen, 
    139 F.3d 120
    , 130 (2d Cir. 1998) (restitution statute "requires a showing of actual
    loss"); Catoggio, 
    326 F.3d at 329
     (noting requirement that the district court identify
    victims' "actual losses prior to imposing restitution"). This "actual loss"
    requirement, Gushlak contends, conflicts with the standard the district court
    applied insofar as the court accepted a "'reasonable estimate' of investor loss,"
    Gushlak, 
    2012 WL 1379627
     at *3, 
    2012 U.S. Dist. LEXIS 56009
     at *7.
    We disagree. We have used the term "actual loss" to distinguish the
    sorts of losses cognizable in restitution proceedings from those cognizable under
    the United States Sentencing Guidelines, which additionally recognize "intended
    loss." Germosen, 
    139 F.3d at 130
    . The term has also served to emphasize the
    MVRA's requirement that "the court shall order restitution to each victim in the
    full amount of each victim's losses." 
    18 U.S.C. § 3664
    (f)(1)(A); Catoggio, 
    326 F.3d at 326
    . In other words, we have used the term to disapprove of loss calculations
    that incorporate hypothetical or speculative losses, and those that arbitrarily fall
    short of the "full amount."
    But we have never used the word "actual" in this context to mean
    "mathematically precise." Nor have we ever adopted a one-size-fits-all standard
    of precision for application in restitution cases. To the contrary, our case law
    24
    reflects the settled understanding among courts of appeals8 that a "reasonable
    approximation" will suffice, especially in cases in which an exact dollar amount is
    inherently incalculable. See Catoggio, 
    326 F.3d at
    329 (citing United States v.
    Futrell, 
    209 F.3d 1286
    , 1292 (11th Cir. 2000), and describing it as "holding that
    restitution could be based on a reasonable estimate of losses when it would be
    impossible to determine the precise amount"); Germosen, 
    139 F.3d at 129, 130
    (explaining that, for purposes of calculating loss amount under the United States
    Sentencing Guidelines, "the court need only make a reasonable estimate of the
    loss," and later that the "quantity and quality of evidence the district court may
    rely upon to determine the amount of loss is the same in both [the Guidelines and
    restitution] contexts").
    8
    See United States v. Burdi, 
    414 F.3d 216
    , 221-22 (1st Cir. 2005) ("In
    calculating the restitution amount [under the MVRA], absolute precision is not
    required. . . . [T]he district court's obligation was to attempt to come to a
    reasonable determination . . . ." (internal quotation marks omitted)); United States
    v. Hand, 
    863 F.2d 1100
    , 1104 (3d Cir. 1988) ("Difficulties of measurement do not
    preclude the court from ordering a defendant to compensate the victim through
    some restitution."); United States v. Teehee, 
    893 F.2d 271
    , 274 (10th Cir. 1990) ("The
    determination of an appropriate restitution amount is by nature an inexact
    science."); United States v. Futrell, 
    209 F.3d 1286
    , 1291-92 (11th Cir. 2000) (per
    curiam) ("[W]e hold that the district court did not abuse its discretion by
    accepting a reasonable estimate of the amount of government loss caused
    by . . . fraud. Because of the inevitable gaps in evidence in cases of this nature,
    the district court properly applied the preponderance standard and did not abuse
    its discretion by accepting the government's approximation of its actual losses.")
    25
    We reiterate that the MVRA requires only a reasonable
    approximation of losses supported by a sound methodology. As explained by
    the First Circuit, "the preponderance standard must be applied in a practical,
    common-sense way. So long as the basis for reasonable approximation is at
    hand, difficulties in achieving exact measurements will not preclude a trial court
    from ordering restitution." United States v. Savoie, 
    985 F.2d 612
    , 617 (1st Cir. 1993).
    B. Calculation of Losses in Artificial Inflation Cases
    "The securities laws are intended to allow investors to buy, sell, or
    hold based on accurate information." United States v. Ebbers, 
    458 F.3d 110
    , 127 (2d
    Cir. 2006). A "pump-and-dump" scheme, by definition, seeks fraudulently to
    alter the mix of available information for the purpose of artificially inflating a
    stock price. This has the potential to harm investors who purchase at the inflated
    price in reliance on the information's ostensible integrity. The challenge, often
    daunting, is to determine if and to what extent particular investors have been
    harmed by artificial prices that are the result of deliberate misinformation of one
    sort or another (including manipulative trading practices designed to inflate the
    price).9
    9
    Similar issues arise not only in the context of criminal sentencing, but
    also, and perhaps more prominently, in the area of civil securities litigation.
    26
    We might understand the amount of investors' potential losses as a
    function of the "inflationary component" of the price paid, that is, the portion of
    the price paid that would not have been paid but for the fraud. But "as a matter
    of pure logic, at the moment the transaction takes place, the [investor who paid
    the inflated price] has suffered no loss; the inflated purchase payment is offset by
    ownership of a share that at that instant possesses equivalent value." Dura
    Pharm., Inc. v. Broudo, 
    544 U.S. 336
    , 342 (2005) (emphasis in original). By the same
    token, an investor able to sell shares before some or all of the "inflationary
    component" has fallen out of the share price suffers a loss that is less than the
    entire inflationary component because he, she, or it has, through the sale,
    recouped some or all of the overpayment.
    Thus, at least theoretically, an investor's actual losses are equal to
    "the artificial inflation when the shares were purchased minus the artificial
    inflation when the shares were sold." Michael Barclay & Frank C. Torchio, A
    Although we rely on authorities from each of these contexts to establish certain
    general principles, we are mindful of important differences that counsel against
    using authorities from these different contexts interchangeably. For example,
    although we rely generally on the discussion of investor loss in the Supreme
    Court's opinion in Dura Pharmaceuticals, Inc. v. Broudo, 
    544 U.S. 336
     (2005), not
    every principle from the context in which that case arose -- pleading standards
    for "loss causation," an element of a civil securities litigation claim -- is readily
    applicable to this one, or vice versa.
    27
    Comparison of Trading Models Used for Calculating Aggregate Damages in Securities
    Litigation, LAW & CONTEMP. PROBS., Spring/Summer 2001, at 106; see also Bradford
    Cornell & R. Gregory Morgan, Using Finance Theory to Measure Damages in Fraud
    on the Market Cases, 37 UCLA L. REV. 883, 886 (1990).
    To quantify investor losses in this manner, one needs to determine
    what the aggregate price of the investor's shares would have been on a given
    date but for the fraud; this value can then be subtracted from the actual market
    price of the shares on that date. Green v. Occidental Petroleum Corp., 
    541 F.2d 1335
    ,
    1344 (9th Cir. 1976) (Sneed, J., concurring). This disentangles those elements of a
    stock price that are a result of legitimate factors from those that are the result of
    fraudulent ones. Although performing the task may be a challenge in any
    particular case, as a general matter, it is necessary to a determination whether
    particular losses were "directly and proximately" caused by fraud, or instead by
    the materialization of some non-fraud risk, against which investors are not
    protected by the securities laws. See United States v. Zolp, 
    479 F.3d 715
    , 719 (9th
    Cir. 2007) ("[T]he court must disentangle the underlying value of the stock,
    inflation of that value due to the fraud, and either inflation or deflation of that
    value due to unrelated causes."); see also United States v. Rutkoske, 
    506 F.3d 170
    ,
    178-79 (2d Cir. 2007).
    28
    This sort of quantitative analysis, relying as it does on sophisticated
    principles of corporate finance and statistics, is hardly the stuff of ordinary
    judicial expertise. Courts therefore can and ordinarily do rely on the testimony
    of one or more experts for one side to establish a statistical model, and one or
    more on the other side to bring to the court's attention the ways in which that
    model may be unsound, and, if necessary, propose a viable alternative. See
    Rutkoske, 
    506 F.3d at 180
     ("Normally, expert opinion and some consideration of
    the market in general and relevant segments in particular will enable a
    sentencing judge to approximate the extent of loss caused by a defendant's
    fraud.").10
    C. Application of Governing Law
    We turn, then, to the question of whether the district court's
    restitution calculation of $17,492,817.45 comports with the applicable legal
    principles. We conclude that it does.
    10
    The Federal Rules of Evidence do not apply at sentencing proceedings.
    Fed. R. Evid. 1101(d)(3). Expert testimony in restitution cases is therefore not
    governed by the strictures of Fed. R. Evid 702, nor, it follows, by authorities
    interpreting that Rule, for example, Daubert v. Merrell Dow Pharmaceuticals, Inc.,
    
    509 U.S. 579
     (1993), and Kumho Tire Co., Ltd. v. Carmichael, 
    526 U.S. 137
     (1999).
    29
    1. The Government's Showing. As we have described, the district
    court first relied on Gushlak's allocution and affidavits filed with the
    government's fourth restitution submission to establish the nature and timing of
    the fraud. These materials suggested a fraud accomplished through
    misrepresentations and manipulative trading practices. They also revealed that
    the coconspirators continued to use these manipulative practices and others
    through the summer of 2000 to keep GBNE's stock price inflated.
    But apparently as a result of downward pressure caused by the
    bursting of the "dot-com bubble"; the tapering of the manipulative trading
    practices; and short sales by sophisticated investors who had realized that
    GBNE's price was manipulated, GBNE's inflated price could not be sustained.
    What this demonstrated, as an initial matter, is that this was not a
    relatively simple situation in which the fraudulent conduct at issue was revealed
    all at once, such that one could observe the market's immediate response to a
    disclosure in order to quantify victims' losses. Rutkoske, 
    506 F.3d at 179
    (describing similar circumstances). It appears instead to be a case where the
    inflationary (fraud-induced) component fell out of the price gradually, as the
    result of cessation of manipulative conduct, an increasing awareness in the
    market that GBNE's price was inflated, and perhaps even broader market forces.
    30
    See Madge S. Thorsen, Richard A. Kaplan & Scott Hakala, Rediscovering the
    Economics of Loss Causation, 6 J. BUS. & SEC. L. 93, 103-06 (2006) (explaining how
    these factors might lead to gradual dissipation of the inflationary component).
    The balance of the district court's findings were drawn from the
    expert report and testimony of DeRosa. His analysis was an attempt to do what
    we have described above. He sought to calculate the "fair market price" of GBNE
    during the period in which the price had been manipulated, February 29, 2000, to
    December 31, 2000, which he labeled the "Manipulation Period." This "fair
    market price" -- essentially, what the price would have been "'but for' the price
    manipulation," DeRosa Rep. at 5, Joint App'x at 623 -- could then be compared to
    GBNE's actual closing price to isolate the so-called "inflationary component" of
    the price -- that part of the price that was the result of fraud.
    To calculate GBNE's "fair market prices," DeRosa started with a
    "clean" price for GBNE, an actual closing price that he could assume with some
    confidence was not the product of manipulation. He selected the actual closing
    price of GBNE on January 1, 2001, which date he designated as the beginning of
    what he called the "Post-Manipulation Period." Derosa Rep. at 5, Joint App'x at
    623. He then set out to demonstrate how this "clean" price would have behaved,
    31
    proceeding from the beginning of the Post-Manipulation Period backward
    throughout the preceding Manipulation Period.
    DeRosa's attempts to do this rested on the premise that "movements
    in a particular stock's price can be expected to be associated with
    contemporaneous like movements in the prices of stocks in general and in
    particular the prices of stocks in the same industry." DeRosa Rep. at 12, Joint
    App'x at 630. This empirical regularity is the natural consequence of common
    risks. One such set of risks is what some corporate finance literature terms
    "market risk" (or "systematic risk") -- "economywide perils that threaten all
    businesses," but also tend to affect the share price of companies in the same
    industry similarly. RICHARD A. BREALEY ET AL., PRINCIPLES OF CORPORATE
    FINANCE 170 & n.25 (10th ed. 2011); see also RONALD J. GILSON & BERNARD S.
    BLACK, (SOME OF) THE ESSENTIALS OF FINANCE AND INVESTMENT 96-97 (1993).
    Another is what the district court called "industry-specific idiosyncratic risk,"
    Gushlak, 
    2012 WL 1379627
     at *2, 
    2012 U.S. Dist. LEXIS 56009
     at *6, which consists
    of risk factors that apply to all companies in a particular industry, and affects
    similar companies within that industry in similar manner and to a similar degree.
    These latter risks are a form of what the literature calls "specific," "unsystematic,"
    or "unique" risk. BREALEY, supra, at 170; GILSON & BLACK, supra, at 96-97.
    32
    What DeRosa sought to do, then, was identify a company or group
    of companies whose rate of return11 moved in like manner and degree to GBNE's
    during the Post-Manipulation Period, during which GBNE was not being
    manipulated by fraud. For this, DeRosa used a technique known as regression
    analysis. Regression analysis, DeRosa explained, is a way of determining "the
    impact of . . . explanatory variables" -- here, the monthly rates of return of
    potential comparator stocks -- "on the dependent variable" -- the monthly rate of
    return of GBNE. DeRosa Rep. at 10, Joint App'x at 628. This approach was used
    to find a comparator the rate of return of which had a "meaningful statistical
    relationship" with GBNE's, such that an unmanipulated GBNE could be expected
    to behave like the comparator, and for the same reasons. Id. The comparator
    could then serve as a proxy for GBNE's reaction to the materialization of market
    and industry-specific risks during the Manipulation Period.
    DeRosa applied this method to rates of return of shares in companies
    he deemed similar to GlobalNet, reasoning that these were the most likely to
    11
    Specifically, DeRosa used monthly rates of return for one dollar invested
    on January 1, 2001. DeRosa Rep. at 6, Joint App'x at 624. He used rate of return
    instead of stock price because it permitted him to normalize fluctuations in the
    various comparators' prices. Hearing Tr., Feb. 14, 2012, at 19-20, Joint App'x at
    1773-74; see also id. at 28, Joint App'x at 1782 (explaining DeRosa's reason for
    using monthly, instead of daily, rate of return).
    33
    have a statistically meaningful relationship with GBNE's rate of return. His
    analysis led him to the view that an existing stock index, "CUTL," was the best
    available comparator. Id. at 14, Joint App'x at 632. CUTL, he explained, is a
    "capitalization-weighted index composed of NASDAQ stocks in the
    telecommunications industry." Id. at 8, Joint App'x at 626.12 DeRosa testified that
    according to his analysis, the relationship between CUTL's and GBNE's rates of
    return during the Post-Manipulation Period was "highly significant," Hearing Tr.,
    Feb. 14, 2012 ("2/14 Hr'g"), at 26, Joint App'x at 1780, and that CUTL was an
    "outstanding explanatory variable," id. at 28, Joint App'x at 1782. He pointed out,
    moreover, that CUTL and GBNE were not correlated at all during the
    Manipulation Period. DeRosa Rep. at 14, Joint App'x at 632. This, he opined,
    was powerful confirmation of the manipulation. 2/14 Hr'g at 26-27, Joint App'x
    at 1780-81.
    CUTL's relationship to GBNE enabled DeRosa to use CUTL's
    movements during the Manipulation Period to calculate what GBNE's price
    12
    "I found a telecommunications [stock] index that [is] prepared by the
    NASDAQ people. It's not the NASDAQ index; it's just prepared by them on
    telecommunications. We refer to it as 'CUTL' because that was its sticker [sic]
    symbol, and it has about 400 stocks in it." Test. of David DeRosa, Hr'g Tr., Feb.
    14, 2012, at 17, Joint App'x at 1768.
    34
    would have been absent the manipulation on any given date. He did so by
    applying CUTL's fluctuations in rates of return backwards in time from January
    1, 2001, to GBNE's price on that date. DeRosa Rep. at 14-15, Joint App'x at 632-33.
    In other words, he made GBNE's price move back through time the way CUTL's
    did. He then plotted these prices on a chart along with GBNE's actual closing
    price, id. at 15, Joint App'x at 633. This chart is set forth at the end of this opinion
    as the Appendix.
    DeRosa then used this data to calculate losses. He drew from "blue
    sheet" trading records13 the actual prices paid and the number of shares for all
    transactions in GBNE between February 2, 2000, and November 1, 2000,
    apparently the only time period for which records could be obtained. Id. at 3,
    Joint App'x at 621. He tabulated losses as the amount the investor overpaid,
    minus, in the event the investor sold the stock during the Manipulation Period,
    13
    "'Blue Sheets,' so named because of the color on which they were once
    printed, are questionnaire forms on which clearing firms supply to the Securities
    and Exchange Commission certain information relating to trading activity,
    including the name of a security, the date traded, the price, the size of the
    transaction and the parties involved." United States v. Ageloff, 
    809 F. Supp. 2d 89
    ,
    98 n.6 (E.D.N.Y. 2011).
    35
    the amount the investor was overpaid by a later buyer.14 Id. at 16-17; Joint App'x
    at 634-35.
    We are persuaded, as was the district court, that this showing
    established by a preponderance of the evidence a reasonable estimate of loss
    founded on a sound basis for approximation. Calculating loss amounts in this
    case, as already noted, was a vexing task, because although the evidence
    demonstrated that GBNE's stock price was plainly, vastly inflated, the manner in
    which its inflationary component dissipated was halting and gradual. In such
    circumstances, it is difficult to identify and quantify discrete dissipating events in
    order to determine precisely how the market valued the fraudulent factor or
    factors artificially inflating the price.
    Confronted with this difficulty, the government was forced to
    explain in a somewhat more general manner the price that one would have
    expected GBNE to have traded at absent fraud, quantifying the inflationary
    component by comparing that fair market price to the actual closing price. It
    14
    Another way of understanding this calculation is as actual total loss --
    actual price paid less actual price recouped when sold (or price on January 1,
    2001, if the shares were not sold) -- minus "fair market" loss -- DeRosa's "fair
    market price" on the date purchased less his "fair market price" on the date sold.
    Thus, investors' losses were total losses minus any of those losses that would
    have happened even absent manipulation as a result of non-fraudulent factors.
    36
    relied, as is customary -- indeed, necessary -- in cases like this, on the testimony
    of a well-qualified expert.
    DeRosa explained the various aspects of his approach in significant
    detail. He testified that the model he created has been used in "thousands of
    studies." 2/14 Hr'g at 15, Joint App'x at 1768. He described his statistical
    techniques as "standard tool[s]," DeRosa Rep. at 10, Joint App'x at 628, and
    explained that his applications "ha[d] been done thousands of times," 2/14 Hr'g at
    29, Joint App'x at 1783. And he explained why his model would yield a logically
    sound measure of actual loss, avoiding obvious pitfalls such as the "basic failure
    at least to approximate the amount of the loss caused by the fraud without even
    considering other factors relevant to a decline in . . . share price." Rutkoske, 
    506 F.3d at 180
    .
    What DeRosa's analysis did first was confirm the existence of
    manipulation so overwhelmingly effective that GBNE traded at prices wholly
    untethered to the price it would have fetched if unmanipulated. Indeed, this
    much was all but self-evident in light of the precipitous drop in GBNE's actual
    share prices, reflected in the chart reprinted in the Appendix, from its peak price
    of approximately $25 per share to less than $3 per share in a matter of months.
    But DeRosa demonstrated it with data.
    37
    To be sure, GlobalNet's price was not all a product of fraud, even if
    mostly so. And this is what the government and DeRosa sought to untangle in
    their loss calculation. But in light of these circumstances -- which is to say, in
    light of the demonstration that the manipulation was most usefully observed
    from a few paces back -- it would have made little sense to comb each day's
    trading activity to discover where, if at all, some abnormality hints at
    manipulation. We think DeRosa's rather wider window on the scheme's
    fraudulent impact provided a sound basis for reaching a reasonable
    approximation of losses.
    In sum, the district court credited the government expert's well-
    supported proffer of a widely accepted methodology, trained towards a logical
    measure of loss, and tailored to the particular circumstances of this case. We
    therefore conclude that, in the circumstances of this case, the government carried
    its burden under the MVRA.
    2. Gushlak's Challenges. It therefore fell to Gushlak to undermine
    this showing if he could. And indeed he levied a number of challenges against
    DeRosa's methodology during the restitution proceedings, many of which he
    renews before us.
    38
    Perhaps his most compelling argument, which he restates in various
    ways, is that DeRosa's methodology was flawed because it failed to account for
    potential company-specific factors other than fraud that could have affected the
    market price during the manipulation period. As we have said, stock prices are
    subject to market risk and industry-specific risk; but they are also subject to
    company-specific risks, of which fraudulent conduct is but one. See BREALEY,
    supra, at 170; GILSON & BLACK, supra, 96-97. DeRosa's analysis, relying as it did
    on CUTL, controlled for market and industry-specific risk, but could not have
    hoped to account for GBNE-specific risk -- i.e., risk that inhered in the company's
    business and market forces' effect on the value of its products. Gushlak
    maintains that this is fatal to a valid loss calculation.
    Gushlak's insistence on a more fine-grained approach is not, as an
    abstract matter, altogether unreasonable. It has apparently become standard
    operating procedure in federal securities litigation to conduct a so-called "event
    study" when attempting to establish or quantify the effects of fraud on a stock's
    market price. One essential component of such a study is what DeRosa did
    indeed perform -- a regression analysis designed to separate out price
    movements resulting from market- or industry-based factors. See Michael J.
    39
    Kaufman & John M. Wunderlich, Regressing: The Troubling Dispositive Role of
    Event Studies in Securities Fraud Litigation, 15 STAN. J.L. BUS. & FIN. 183, 192 (2009).
    But event studies typically go further, identifying relevant dates on
    which disclosure of fraud is thought to have reached the market, and then
    quantifying the extent to which the market reacted in a way that can only have
    been a response to the relevant event. Kaufman & Wunderlich, supra, at 191-94.
    We do not think that DeRosa's failure to conduct such a study is a
    fatal flaw in his analysis. First, as explained above, the extent of the
    manipulation and the gradual manner in which the effects of that manipulation
    dissipated justified DeRosa's more generalized approach -- that is, justified the
    decision not to perform a fine-grained event study. This is just not a case of a
    series of blips, slight departures from what the market would predict, each of
    which must be finely measured, day-by-day. The decision not to conduct a
    detailed event study trained specifically on fraudulent factors -- or perhaps on
    non-fraudulent company-based factors -- therefore did not render DeRosa's
    approach unsound or his ultimate estimate unreasonable.
    Moreover, the district court had a factual basis for concluding that
    there were no company-specific disclosures concerning non-fraudulent
    information that would have affected GlobalNet's stock price. In the
    40
    government's fourth restitution request, it stated explicitly that it was "unaware
    of any additional events, such as public disclosures, which would have affected
    the stock price [during the Manipulation Period]." Gov't's Fourth Restitution
    Request, Oct. 24, 2011, at 6 n.2, Joint App'x at 609. And when Gushlak's counsel
    cross-examined DeRosa about two possible such disclosures -- a $10 million loan
    GlobalNet had secured, and bare GlobalNet revenue data -- DeRosa plausibly
    quashed the notion that they would have affected the market price in any
    relevant way. See 2/14 Hr'g at 44-45, 112-13, Joint App'x at 1798-99, 1866-67.
    Confronted with the government's and DeRosa's position in this
    regard, and tellingly, without specific, probative evidence to the contrary
    supplied by Gushlak, the district court reached the factual determination that
    none of the losses sustained by victims were caused by the market's reaction to
    company-specific disclosure of non-fraudulent information. Gushlak, 
    2012 WL 1379627
     at *9, 
    2012 U.S. Dist. LEXIS 56009
     at *30. In other words, it found that the
    only relevant company-specific factor was fraud. We do not think this finding,
    grounded in the record before the district court, is clearly erroneous.15 And we
    15
    We likewise reject Gushlak's suggestion that the district court
    impermissibly shifted the burden of proof when it reasoned that "the onus must
    be on Gushlak to identify events other than the fraud that contributed strongly to
    changes in GlobalNet's stock price," Gushlak, 
    2012 WL 1379627
     at *9, 
    2012 U.S. 41
    agree with the district court that it obviated the need for a more nuanced look at
    each particular fraudulent act.
    None of Gushlak's remaining contentions merits more than brief
    mention.
    He argues that the district court erred in failing to credit Dr. Juran
    and Dr. Lowry, his proffered experts, rather than Dr. DeRosa. Both offered
    criticisms of DeRosa's approach, and then described alternatives. But largely for
    the reasons outlined above, we can find no error in the decision of the district
    court, acting as factfinder, to credit DeRosa's explanations of his methodology.
    And strikingly, neither Juran nor Lowry actually conducted a loss analysis in this
    case. See 2/14 Hr'g at 145, Joint App'x at 1899; Hearing Tr., April 13, 2012, at 57-
    58, Joint App'x at 2015-16. It is possible that there was some reticence on
    Gushlak's part to supply the court with such an analysis and a resulting number,
    fearing that it would be taken as something of an admission, a floor for losses to
    Dist. LEXIS 56009 at *30 (emphasis in original). As explained, the government
    carried its burden by articulating a sound basis for approximation, under the
    circumstances of this case, and by demonstrating, as well as one might expect it
    to have been able to, the absence of non-fraud, company-specific disclosures that
    would have affected its analysis. We agree with the district court that in such
    circumstances it fell to Gushlak to refute this showing.
    42
    be used as the basis for further inquiry. But the notion that, had they done so,
    their models would have been superior to DeRosa's is entirely speculative.
    Gushlak also renews attacks on the precision of some of DeRosa's
    measurements. For example, he argues that the statistical relationship between
    CUTL and GBNE was not strong enough, and he is critical of DeRosa's use of the
    "blue sheet" trading records of individual transactions, which he argues may in
    some instances be unreliable. We see no ground, however, for branding as
    erroneous the district court's careful decision to credit the soundness of DeRosa's
    regression and the reliability of the trading records insofar as necessary to
    approve the inevitably approximate estimate of the restitution amount. Any
    identified potential imprecisions in what is by its nature an imprecise process
    would not render the restitution amount estimate unreasonable.
    ***
    We return to where we began, the inexpertness of most judges in
    most technical matters, including the forces afoot in the securities markets and
    their impact on the prices for any particular security at any particular time. We
    must therefore rely on the testimony of professionals with appropriate expertise.
    The district court took great pains in addressing the restitution issues over an
    extended period of time, requiring repeated efforts by the government to obtain a
    43
    proper valuation for losses under the particular circumstances, and in light of the
    peculiar challenges, presented by the case before it. It relied on a qualified expert
    as a guide. We can identify no clear error of fact or mistake of law that the court
    committed in reaching, with such care, its result.
    CONCLUSION
    For the foregoing reasons, the district court's restitution order is
    affirmed.
    44
    Appendix
    45
    

Document Info

Docket Number: Docket 12-1919-cr

Citation Numbers: 728 F.3d 184

Judges: Carney, Sack, Wesley

Filed Date: 8/29/2013

Precedential Status: Precedential

Modified Date: 8/7/2023

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