John Stephen Wilson appeals his sentence for mail fraud. He challenges the Sentencing Guidelines, claiming they violate his due process rights by requiring the district court to make findings without considering the reliability of the underlying facts and without requiring that those facts meet any articulated standard of proof. 1 We find that the Guidelines do not violate due process on these grounds. Wilson also challenges his sentence under the Guidelines, claiming that the district court, in applying § 2F1.1, incorrectly computed the value of the loss to the company Wilson attempted to defraud. We disagree and affirm the district court’s decision.
FACTS AND PROCEDURAL HISTORY
Wilson was employed as a research associate with Amgen, Inc., a biotechnology and pharmaceutical firm. As a condition of employment, Wilson agreed to keep the company’s research and discoveries confidential. Wilson nevertheless photocopied documents containing Amgen’s financial information and research data on its process for producing erythropoietin, a human hormone that stimulates the production of red blood cells. On June 22, 1988, Wilson mailed a letter to Genetics Institute, Am-gen’s chief competitor, offering to sell these documents for $150,000 or 10,000 shares of Genetics Institute stоck. He signed his name as “Pimpernel” and provided a self-addressed envelope with the name “D. Wallace” as the ■ return addressee/ sender.
Genetics Institute received Wilson’s letter and contacted Amgen, informing Am-gen of the existence of the letter and its contents. Amgen, in turn, contacted the FBI, whose agent arranged to meet with Wilson to exchange the documents for $150,000 in cash. Wilson also told the agent he had additional information he was willing to sell for $50,000. On August 11, 1988, Wilson met with the undercover agent and exchanged the documents for what he believed was $200,000 in cash. He was then arrested.
On December 12, 1988, Wilson pled guilty to one count each of mail fraud and use of a fictitious name in a mail fraud scheme in violation of 18 U.S.C. §§ 1341 and 1342 (1982). Wilson was sentenced on April 10, 1989. To calculate Wilson’s sentence under Guidelines § 2F1.1, the district *1352 court was required to dеtermine the value of the materials he attempted to sell. The court considered the presentence report, defense and government exhibits, and testimony of expert witnesses, and determined that the value of Amgen’s documents was $1 million. From the resulting Guideline range of 15 to 21 months, the court sentenced Wilson to 15 months in custody to be followed by three years of supervised release.
DISCUSSION
1. Due Process
Wilson relies on the district court opinion in
United States v. Davis,
Reliability of Sentencing Information
Wilson argues that the Guidelines mandate periods of incarceration based on findings that the sentencing court is required tо make on the basis of whatever information is available regardless of the reliability of that information. “In the exercise of [traditional] sentencing discretion, judges adjusted] the weights of the sentences to reflect the differences in the relative certainty of information on which the sentences are based.”
Davis,
Wilson overstates the requirements of the Guidelines. They do not require the sentencing court to impose base level adjustments regardless of the reliability of the applicable facts. Rather, the Guidelines require the district court to “[djeter-mine the base offense level and apply any appropriate specific offense characteristics” and “adjustments as appropriate related to victim, role, and obstruction of justice” as well as acceptance of responsibility and criminal history. United States Sentencing Commission, Guidelines Manual § lBl.l(b), (e), (e), and (f) (emphasis added). We interpret the Commission’s use of the word “appropriate” to mean that the district court should apply only those factors for which sufficiently reliable information exists. When the court is not satisfied that the evidence supporting the application of a particular factor is reliable, the court should find that the factor has not been established and not apply it. 2
“In the sentencing context, ‘[d]ue process requires that a defendant be given an opportunity to assure the accurate presentation of reliable sentencing information to the district court.’ ”
Brady,
Standard of Proof
Wilson claims, as did the district court in
Davis,
that “[t]he Due Process Clause commands that Congress may not require that any person be incarcerated for a fixed period directly attributable to a specific fact determination unless proved beyond a reasonable doubt.”
Davis,
The Supreme Court, however, has “rejected the claim that whenever a State links the ‘severity of punishment’ to ‘the presence or absence of an identified fact’ the State must prove that fact beyond a reasonable doubt.”
McMillan v. Pennsylvania,
McMillan
upheld the constitutionality of a preponderance of the evidence standard in the context of sentencing under state law, but there is “no principled reason to distinguish in this respect a state sentence from one imposed in federal court.”
United States v. Lee,
A convicted criminal defendant unquestionably retains some due process rights, but “[o]nce the reasonable-doubt standard has been applied to obtain a valid conviction, ‘the criminal defendant has been constitutionally deprived of his liberty to the extent that the State may confine him.’ ”
McMillan, 477
U.S. at 92 n. 8,
The maximum length of the deprivation of liberty has also been determined legislatively. Thus, all that is left to determine at sentencing is where in the permissible zone the defendant’s sentence will fall. Although this decision can be, and most often is critical, it is rarely ever as crucial as the initial decision finding guilt.
McDowell,
A defendant’s due process rights at sentencing are limited, therefore, but include “the right not to have his sentence based upon ‘materially false’ information.”
Id.
(citing
Townsend v. Burke,
Prior" to the Guidelines’ promulgation, however, district courts employed a gestalt approach to sentencing where a single factual determination rarely had a sufficiently significant impact on the overall sentence to warrant an appeal. “The Guidelines, though, in an attempt tо reduce disparities and improve fairness in sentencing, have imposed a scheme by which a single factual determination could significantly affect the prescribed sentence.”
McDowell,
Without a definite and required burden of proof there can be no real assurance that the information relied upon is accurate. Nor can there be intelligible review of a claim on appeal that at sentencing procedural due process was de-nied_ Most significant, having a definite standard will go far towards eliminating the risk of an erroneous deprivation of a defendant’s liberty interest and thus satisfies his or her due process rights.
Lee,
The Guidelines themselves do not establish a standard of proof to ensure that sentencing information is not materially false. They require only that information used in sentencing have “sufficient indicia of reliability to support its probable accuracy.”
Guidelines Manual
§ 6A1.3(a). The other circuit courts of appeals that have chosen to impose a standard of proof in Guidelines sentencing have uniformly held that, to satisfy due process, facts underlying federal Guidelines sentencing must be proven by a preponderance of the evidence.
See McDowell,
Wilson argues that “ ‘preponderance of the evidence’ has no consistent definition for Guideline purposes. It appears the standard is no more than that the relevant fact is deemed more likely true than not on the basis of the available information — no matter how limited or unreliable.”
Davis,
Wilson alleges, however, that even if the Guidelines do not violate due process on their face, they have violated his due process rights as applied to him. He maintains that the district court's computation of the value of Amgen’s documents “was a rather rough-and-ready guess on what the evidence showed would be the intended loss,” at which the court arrived without articulating or using a standard of proof for that evidence.
Wilson correctly asserts that the district court did not articulate a standard of proof for the facts underlying its application of Guidelines § 2F1.1. The court, hоwever, used at least a preponderance of the evidence standard to reach its decision. Both parties submitted a substantial amount of evidence on the value of the documents. Rather than relying solely on evidence of *1355 the victim’s estimate of the value of the intended loss, the court considered all the evidence and reduced that value accordingly. As the court explained, “аlthough the guideline permits sentencing on the basis of we will say the best available information as long as it is reasonably reliable, you know, I think where there is doubt I have to find in favor of the defendant.” The court expressly relied on only reliable evidence to determine the value of the loss and resolved any doubts about the reliability and use of the available information in favor of Wilson. The Guidelines as appliеd to Wilson, therefore, did not violate his due process rights.
II. Guidelines § 2F1.1
Wilson challenges the district court’s application of Guidelines § 2F1.1. He claims that the court incorrectly computed the value of the documents he took from Amgen. We give due deference to the district court’s application of the Guidelines to the facts.
United States v. Sanchez-Lopez,
Actual v. Intended Loss
Section 2F1.1 of the Guidelines establishes a base level of six for offenses involving fraud - and deceit.
Guidelines Manual
§ 2Fl.l(a). That base level must be increased “if the loss exceeded $2,000.”
Id.
§ 2F1.1(b)(1). Before its revision effective June 15, 1988, § 2F1.1(b)(1) provided for an increase in the offense level if the
“estimated, probable, or intended"
loss exceeded $2,000.
See id.
Appendix C ¶ 30 (1988) (emphasis added). Wilson argues that the elimination of the words “estimated, probable, or intended,” from § 2F1.1 substantively altered this section. He maintains that, unlike former § 2F1.1, the amended § 2F1.1 requires that a victim suffer an
actual
loss before the base level of the offense must be increased. He thus attempts to distinguish
United States v. Wills,
Wilson’s argument is without merit. While the amendment eliminated the words “estimated, probable, or intended” from the guideline, it added a reference to the definition of “loss” contained in the Commentary to § 2B1.1. Id. Appendix C 1130. Thus, the Commission eliminated three words modifying “loss” from the guideline in favor of the more detailed explanation of “loss” in the Commentary. Moreover, the Commission retained the language in the Commentary providing that “[i]n keeping with the Commission’s policy on attempts, if a probable or intended loss that the defendant was attempting to infliсt can be determined, that figure would be used if it was larger than the actual loss.” Id. § 2F1.1 (Application Note 7) (emphasis added). The meaning of “loss” in § 2F1.1, therefore, has not changed since our interpretation in Wills. The district court correctly determined that it was required to consider the intended loss to Amgen in applying the base offense level increases in § 2Fl.l(b).
Valuation of Loss
The district court began its computation of the value of Amgen’s intended loss with the company’s estimate of $8 million. This estimate roughly reflected Amgen’s research and development costs for the information contained in the documents. The court reduced this figure by half because approximately half of the material was protected by patent and valueless to a nonpatent holder. Giving Wilson the benefit of every doubt arising from the “ball park estimate" of value рrovided by Amgen, the court further reduced the remaining $4 million by 75 percent to $1 million. The court, in fairness to the Government, refused to reduce this amount any further and used the $1 million figure to increase Wilson’s offense level.
*1356
Wilson challenges this computation. As a legal matter, he argues that the district court was required to use the fair market value of the documents to determine his sentencing level. Under § 2F1.1, the value of the intended loss is determined according to the Commentary to § 2B1.1.
United States v. Burns,
“Loss” means the value of the property taken, damaged, or destroyed. Ordinarily, when property is taken or destroyed the loss is the fair market value of the particular property at issue. Where the market value is difficult to ascertain or inadequate to measure harm to the victim, the court may measure loss in some other way, such as reasonable replacement cost to the victim.
Guidelines § 2B1.1 (Application Note 2) (emphasis added). On their face, the Guidelines provide for alternatives to using a fair market value approach to valuing property and do not require the district court to use only the fair market value when that value is difficult to ascertain.
Wilson seems to recognize this, but nevertheless argues that the fair market value was ascertainable in this case. He claims that the court should have used the Seventh Circuit’s method for determining the fair market value of stolen property: the amount a willing buyer (Genetics Institute) would pay a willing seller (Wilson).
See United States v. Bakken,
We disagree. The Ninth Circuit has refused to require a strict market value approach in determining the value of stolen goods.
See United States v. Drebin,
As the district court recognized, the figures Wilson advocates are relevant in a market for industrial espionage, but not necessarily in an open market: “In my view stolen information always commands less than legitimate information so I think in terms of market value it has got to be many times higher.” Yet the district court was faced with a virtually nonexistent open market. The evidence presented by both Wilson and the Government illustrated the uniqueness of the information and the limited application such information would have, even to one of the few companies who could make any use of it. It was not clearly erroneous for the district court to find that market value was difficult to ascertain in these circumstances. Moreover, we give due deference to the court’s dеcision to measure Amgen’s loss according to the company’s development costs and find that the court’s computation under a development cost analysis also was not clearly erroneous.
*1357 CONCLUSION
The Sentencing Guidelines did not violate Wilson’s due process rights, either facially or as applied. We interpret the Guidelines, however, to require that the sentencing court find facts underlying the appliсable sentencing factors by at least a preponderance of the evidence to satisfy the constitutional demands of due process. In addition, Guidelines § 2F1.1 is not limited to a victim’s actual loss, but requires the district court to consider the intended loss to the victim to reach a proper valuation and sentence level increase. Nor is the district court limited to a strict market valuation of loss under § 2F1.1. Whеn, as here, market value is difficult to ascertain, the court may use any reasonable method to measure the loss to the victim. Under the circumstances of this case, assessing the company’s development costs was a reasonable method of measuring the intended loss to Amgen.
AFFIRMED.
Notes
. Wilson also claims that the Sentencing Guidelines offend due process by restricting the sentencing court’s discretion and infringing a defеndant’s right to an individualized sentence. Our recent decision in
United States v. Brady,
. The
Davis
court rejected this argument, claiming that, "as to major factors which affect substantial periods of incarceration, when the matter is genuinely unclear, the all-or-nothing solution proposed by the Government produces more obvious and profound relative injustice than could be produced under the exercise of unfettered discretion, except in cases of clear abuse.”
. Wilson challenges only the constitutional standard of proof required under the Guidelines. We limit our decision, therefore, to the minimum standard of proof necessary to satisfy constitutional due process requirements. We do not decide, however, whether a higher standard of proof may be required on other grounds.
