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OPINION OF THE COURT BECKER, Chief Judge. This opinion addresses a number of sentencing issues presented by the consolidated appeal of three defendants: Dennis Nathan, who pled guilty to importing goods into the United States that were not marked with the country of origin in violation of 18 U.S.C. § 545; Victor Lander, who pled guilty to unlawfully introducing merchandise into the United States in violation of 18 U.S.C. § 542; and Electrodyne Systems Corporation, which pled guilty to violating the Arms Export Control Act, 22 U.S.C. § 2778, and making false statements in violation of 18 U.S.C. § 1001. Only two of the issues are of general interest and precedential value. The first involves the proper definition of a “stipulation” under U.S.S.G. § 1B1.2, the presence of which may take a sentence to a higher guideline level. We conclude that statements made during the factual basis portion of the plea colloquy after the plea agreement has been made are not stipulations for the purpose of section 1B1.2, as such statements cannot be said to be part of a plea agreement. Because the District Court relied on such non-cognizable statements in finding that Nathan and Lander had stipulated to the greater offense of fraud, we will reverse the judgment to the extent that it relied on the fraud guidelines in sentencing the defendants. The second question concerns whether the president of a defense contracting company occupies a position of trust with regard to the government, an issue we must resolve to decide whether the District Court correctly applied the adjustment for the abuse of a position of trust. We conclude that the District Court’s findings that Nathan held a position of trust, and that he breached that trust, are supported by the record and are legally correct. We will therefore affirm the District Court’s decision to increase Nathan’s base offense level two points on this ground. For these reasons and the reasons that follow in our discussion of the other more fact-bound issues before us, we will affirm in part, reverse in part, and remand to the District Court so that each defendant can be resen-tenced. I. Facts and Procedural History A. The Charges and the Pleas Electrodyne Systems Corporation, a defense contracting company, specialized in providing military components to the United States government. Nathan was Elec-trodyne’s president and vice-president. ' Lander was its director of marketing. Between November 1989 and March 1994, Electrodyne entered into six contracts to provide United States government agencies and the United States military — including the National Aeronautics and Space Administration (“NASA”) and the United States Air Force — with electronic components to be used in research, communications, radar, and weapons systems. Each contract required Electrodyne to comply -with the Buy American Act, 41 U.S.C. § 10a-10d (1988), and in each contract Nathan (on Electrodyne’s behalf) represented that Electrodyne (a) intended to manufacture the components in the United States; (b) would not use foreign components; and (c) would not use offshore manufacturing sites. Despite their contractual and statutory obligations, Nathan and Electrodyne entered into agreements with foreign companies in Russia and the Ukraine to build the components specified in the contracts. In so agreeing, Nathan disclosed to the foreign manufacturers the drawings, specifications, and technology of the contracted for components. To conceal this plan, Nathan instructed Electrodyne’s employees not to disclose the use of foreign components, instructed the foreign manufacturers not to mark the components with the country of manufacture, and directed his own employees to mark the components to make it appear as if they had been manufactured in the United States. Nathan failed to disclose these foreign contracts to the government and failed to register with the State Department as a manufacturer or exporter of defense articles. A federal grand jury returned a thirteen-count indictment charging Electro-dyne, Nathan, and Lander with, inter alia, violating the Arms Export Control Act (“AECA”) and the International Traffic in Arms Regulations (“ITAR”), making false or fraudulent claims, and smuggling goods into the United States. A few months later, pursuant to written plea agreements, all three defendants pled guilty to various parts of the indictment. Electrodyne pled guilty to exporting defense-related items in violation of the AECA and to making false statements in violation of 18 U.S.C. § 1001. Nathan pled guilty to Count 12 of the indictment, which alleged that he had illegally imported goods into the United States because he failed to mark the items with the country of origin, in violation of 18 U.S.C. § 545. Lander pled guilty to a one-count information alleging unlawful introduction of merchandise into the commerce of the .United States in violation of 18 U.S.C. § 542. As part of their plea agreements, Nathan and Lander and the government drafted a schedule of stipulations. They stipulated that the applicable sentencing guideline was the smuggling guideline, which is found at section 2T3.1, and that the government would not seek an upward departure for either defendant. They also stipulated that Nathan’s and Lander’s actions did not threaten national security. In Nathan’s plea agreement, the government stated that it did not suffer a tax loss as a result of Nathan’s conduct. Finally, each of Nathan’s and Lander’s agreements recited that the schedule attached to the agreement contained all of their stipulations and that any changes to the agreement had to be in writing and signed by both the defendant and the government. At the plea hearing for Nathan and Lander, the District Court questioned them on their understanding of the agreement, and then asked each of them to provide a factual basis for the plea, using questions contained in a government plea memorandum. During this questioning, Nathan admitted that, when he entered into a contract with the Naval Research Laboratory (“NRL”) to provide it with amplifiers, he knew that Lander had ordered the amplifiers from a Ukrainian company. He also admitted that he had instructed Electro-dyne’s employees to obscure markings indicating foreign manufacturing and to affix Electrodyne labels to the amplifiers in an effort to deceive the NRL. Lander in turn conceded that Electrodyne had contracted with the Ukrainian company, that he had instructed the Ukrainian manufacturer not to mark the components in a way that indicated where they were made, and that he had informed the manufacturer that Electrodyne would relabel all future shipments of amplifiers to indicate that the amplifiers were made in the United States. Lander admitted that he knowingly assisted Electrodyne in deceiving the United States government. B. The Sentencing Proceedings 1. The Factual Record Prior to sentencing, Nathan submitted to the Court a report from Retired Rear Admiral Lawrence Layman of the United States Navy stating that no American troops had been put in danger by Nathan’s disclosure of information. In addition, the government researched whether the defendants had divulged any sensitive information and concluded: (i) that they had not revealed sensitive information; (ii) that all relevant information was already in the public domain; and (iii) that the parts supplied by the defendants to the government agencies were not defective. In its sentencing memorandum, the government: (1) represented that all affected government agencies approved of the plea agreement; (2) conceded that the defendants had taken action to prevent classified material from being disclosed; and (3) noted that some of the components imported by the defendants actually represented a flow of technology into, rather than out of, the United States. Also prior to sentencing, the U.S. Probation Office submitted a proposed Presen-tence Investigation Report (“PSI”). The PSI recommended that Nathan and Lander be sentenced under the fraud guidelines (section 2F1.1), rather than the smuggling guidelines (section 2T3.1). The PSI acknowledged that, under section IB 1.2, the more severe fraud guidelines would in normal circumstances apply only if Nathan and Lander stipulated to the greater offense of fraud, but opined that their statements during the District Court’s “factual basis” inquiry at the plea hearing were stipulations sufficient to establish fraud offenses. The PSI also suggested that the case was “atypical” under Appendix A of the Guidelines, such that the fraud guidelines might at all events apply. Both Nathan’s and Lander’s counsel objected to a number of paragraphs in the PSI. In addition, Lander informed the Court that he intended to move for a downward departure at sentencing based upon his status as a political refugee. The Probation Office issued a revised PSI. The PSI continued to recommend that the fraud guidelines should apply, but now implicitly conceded that the defendant’s verbal admissions were not stipulations. For example, the PSI for Lander stated, “Although not a stipulation, the probation office posits that the defendant’s verbal admissions, under oath and on the record, are more persuasive or, at least, as binding as a stipulation to a more serious offense.” Lander PSI ¶ 148 (emphasis added). An addendum to Nathan’s revised PSI argued that, if the court applied section 2T3.1 rather than section 2F1.1, Nathan could be subject to an upward departure under section 5K2.0 on the ground that the smuggling guidelines inadequately captured the seriousness of Nathan’s offense. The District Court sentenced Electro-dyne to a five year term of probation, $1,000,000 in fines, and restitution to three government agencies, part in cash and part in kind. Electrodyne filed a timely notice of appeal from the judgment on the ground that the corporation lacked the ability to pay such fines. In United States v. Electrodyne Systems Corp., 147 F.3d 250 (3d Cir.1998) (Electrodyne I), we vacated the $1,000,000 fine and remanded 'with instructions to the District Court to make more detailed findings on the company’s ability to pay. 2. The Present Sentences At sentencing for Nathan and Lander, both the government and the defendants’ attorneys asked the Court to sentence them in accordance with their plea agreements, but the Court declined to do so. It offered two bases for the sentences it was about to impose. First, it found that the parties had stipulated to a more serious offense under section 1B1.2 based on Nathan’s and Lander’s responses to the questions posed at the plea colloquy. The Court deemed the facts that came out at the colloquy to be “stipulations” to fraud offenses, rendering the fraud guidelines applicable. Second, the Court stated that even if it sentenced the defendants under the smuggling guidelines, it would reach the same ultimate sentence by relying on Application Note 2 of section 2T3.1 and section 5K2.0. Application Note 2 provides that an upward departure may be warranted where the items for which the defendant evaded paying import duties were items whose import was prohibited or limited, since the duties evaded may not adequately reflect the harm to society. The Court determined that the duties evaded by Nathan and Lander did not adequately reflect the harm to society and that the dismissed counts of the indictment more accurately measured that harm. Finding that Nathan and Lander had shared with the Ukraine and Russia information that was “not generally known,” see United States v. Electrodyne Sys. Corp., 28 F.Supp.2d 213, 268 (D.N.J.1998) (Electrodyne II), the Court repeatedly stated that the defendants’ conduct threatened national security and the safety of United States troops, see, e.g. id. at 262-63, 268, 269, 270. On this basis, the Court departed upward nine levels from section 2T3.1’s base offense level of four. The Court also determined that Nathan was in a position of trust vis-a-vis the government because he received military data, and that he abused this trust by sharing the information with foreign manufacturers. It therefore added two points to his offense level in accordance with section 3B1.3. We now describe the actual sentences: first Nathan, then Lander, then Electrodyne. The District Court concluded that Nathan’s base offense level under the fraud guidelines was six; that the loss was between $350,000 and $500,000 and thus, in accordance with the table set out in section 2Fl.l(b)(l), Nathan warranted a nine-level increase of his base offense level; that he deserved a two-level increase for more than minimal planning and a four-level increase under section 3Bl.l(a) for his role as the leader or organizer of an extensive criminal activity; and that he should receive a three-point reduction for acceptance of responsibility. This calculation led to a total offense level of eighteen, and with a criminal history category of I, the Guideline imprisonment range is 27-33 months. The District Court imposed a thirty-month sentence. The Court calculated an alternative sentence for Nathan as follows, using the smuggling guidelines: a base offense level of four; an increase of two points for use of sophisticated means; an increase of four points for his role in the offense; an increase of two points for abuse of trust; a nine-level upward departure for the atypical nature of the offense (based on the national security threats resulting from the offense, the violations of the Buy American Act and the AECA, and the fraud that the defendants committed); and a three-point reduction for acceptance of responsibility. The total offense level in the wake of these calculations is also eighteen. As noted above, with a criminal history category of I, the Guidelines imprisonment range is 27-33 months; the thirty-month sentence imposed was mid-range. The Court determined that Lander’s offense level under the fraud guidelines was fourteen: his base offense level was six; the loss was between $350,000 and $500,-000, which, under section 2F1.1(b)(1), calls for a nine-level increase of his base offense level; he deserved a two-level increase for more than minimal planning; and he should receive a three-point reduction for acceptance of responsibility. With a criminal history category of I, the Guideline imprisonment range was therefore 15-21 months. The Court sentenced Lander to eighteen months in prison, which was in the middle of that range. As it did with Nathan, the Court sentenced Lander in the alternative under the smuggling guidelines: it calculated a base offense level of four; an increase of two points for use of sophisticated means; a nine-level upward departure for the atypical nature of the offense (based on the security threats seen to have resulted from the offense, the violations of the Buy American Act and the AECA, and the fraud that the defendants committed); and a two point reduction for acceptance of responsibility, for a total offense level of thirteen. The applicable imprisonment range under the smuggling guideline was 12-18 months, so the Court’s eighteen-month sentence was at the very top of that range. Before re-sentencing, Electrodyne argued' — and the government agreed — -that the appropriate loss amount was $189,-255.65. Nevertheless, the District Court, referencing the PSI’s statement that Electrodyne had stipulated to paying $369,105.70 in restitution, concluded that the restitution amount served as an appropriate measure of loss. The District Court calculated that the restitution broke down as follows: $170,660 was for investigation and reprocurement costs associated with two Air Force contracts; $139,200 reflected the value of a settlement agreement between the Air Force and Electrodyne relating to one of the contracts, because the settlement agreement had been canceled as a result of the plea agreement; $2000 was to go to the Naval Research Lab (“NRL”); and either (a) $14,595.65 plus three converters or (b) $42,650.05 plus one converter was to go to NASA. The Court also ordered Electro-dyne to pay $500,000 in fines. All three defendants appeal from the District Court’s sentencing determinations. We have jurisdiction under 28 U.S.C. § 1291 and 18 U.S.C. § 3742(a). Nathan and Lander argue that the District Court erred in applying the fraud guidelines since, they contend, their factual basis statements did not constitute a stipulation to the greater offense of fraud. Second, assuming that the District Court did err in using the fraud guidelines, they submit that the Court abused its discretion in departing upward under the smuggling guidelines and section 5K2.0. Nathan contests the District Court’s conclusion that he abused a position of trust. Lander objects to the Court’s decision not to depart downward based on his status as a political refugee. Electrodyne argues that the District Court overvalued the loss the company caused to the government and that the Court erred in concluding that Electrodyne had the current or future ability to pay any amount over $140,000. Each defendant argues that, on remand, we should assign the case to a different judge. II. Nathan and Lander A. Sentencing Under Section 2F1.1 (Fraud Guidelines): Was There a “Stipulation”? A court must sentence a defendant under the guideline most applicable to the offense of conviction (here, smuggling) unless: (1) as explained in Appendix A of the Guidelines, the case is an “atypical” case such that the guideline section indicated for the statute of conviction is inappropriate for the particular conduct involved; or (2) under U.S.S.G. § lB1.2(a), the parties stipulated to a more serious offense in a written or oral plea agreement. The relevant smuggling guideline’s introductory commentary states: “This Sub-part deals with violations of 18 U.S.C. §§ 496, 541-45, 547, 548 ... and is designed to address violations involving revenue collection or trade regulation.” The text of the section 2T3.1 guideline states: (a) Base Offense Level: (1) The level from § 2T4.1 (Tax Table) corresponding to the tax loss, if the tax loss exceeded $1,000; or (2) 5, if the tax loss exceeded $100 but did not exceed $1,000; or (3) 4, if the tax loss did not exceed $100. For purposes of this guideline, the “tax loss” is the amount of the duty. U.S.S.G. § 2T3.1. While the District Court expressly determined that this case was not “atypical” in the context of Appendix A, see Electrodyne II, 28 F.Supp.2d at 244-45, it did find that Nathan’s and Lander’s answers to the factual basis questions were stipulations to fraud (which the Guidelines treat more seriously than smuggling) and thus that section 2F1.1 was the proper sentencing guideline. We must perforce determine whether the District Court erred as a matter of law by treating Nathan’s and Lander’s oral statements at the factual basis hearing as “stipulations,” an issue over which we have plenary review. See United States v. Morelli, 169 F.3d 798, 803 (3d Cir.1999). This Court has not yet determined what constitutes a stipulation for the purpose of U.S.S.G. § lB1.2(a). If the statements on which the District Court based its finding of fraud were not stipulations, then it erred in applying the fraud guidelines rather than the smuggling guidelines. Nathan and Lander contend that: (i) the PSI conceded that their statements at the hearing were not stipulations; (ii) the plea agreement and its attendant stipulations contained a “four corners” provision that all stipulations between the parties were contained therein and could only be modified in writing; and (in) they never signed the plea memorandum from which the government asked its questions at the factual basis colloquy. The government does not argue that the District Court was correct to deem Nathan’s and Lander’s responses “stipulations”; in fact, it argues only that, since the District Court properly sentenced Nathan under section 2T3.1, we need not resolve this issue. However, the Court clearly relied on the fraud guidelines in sentencing Nathan. See Electrodyne II, 28 F.Supp.2d at 251 (“Accordingly, the Individual Defendants stipulated to the more serious offense of fraud and Section 2F1.1 is the applicable Guideline.”). We therefore must determine the meaning of “stipulation” in the section lB1.2(a) context. The Supreme Court was presented with (but did not decide) the meaning of “stipulation” in Braxton v. United States, 500 U.S. 344, 111 S.Ct. 1854, 114 L.Ed.2d 385 (1991). The version of section 1B1.2 that existed in 1991 stated: Provided, however, in the case of conviction by plea of guilty ... containing a stipulation that specifically establishes a more serious offense than the offense of conviction, [the court should] determine the offense guideline section ... most applicable to the stipulated offense. U.S.S.G. § lB1.2(a) (emphasis added). In Braxton, the defendant pled guilty to assault but not to attempted murder, though there was no formal plea agreement. Nevertheless, he agreed with the version of the facts proffered by the government at the plea hearing, which facts included a basis for an attempted murder charge. The district court, which sentenced him under the attempted murder guidelines, found — and the court of appeals agreed— that the defendant had stipulated to the more serious charge. Before the Supreme Court, the defendant argued that a stipulation had to be part of a formal plea agreement. The Court acknowledged a circuit split on the meaning of “stipulation” but declined to resolve the question, since the Sentencing Commission had just requested public comment on whether section IB 1.2(a) should be “amended to provide expressly that such a stipulation must be as part of a formal plea agreement.” See Braxton, 500 U.S. at 348, 111 S.Ct. 1854 (quoting 56 Fed.Reg. 1891 (1991)). In 1991, the Sentencing Commission amended section lB1.2(a) to read: [A court must determine] the offense guideline section ... most applicable to the offense of conviction.... Provided, however, in the case of a plea agreement (written or made orally on the record) containing a stipulation that specifically establishes a more serious offense than the offense of conviction, [the court must] determine the offense guideline section ... most applicable to the stipulated offense. U.S.S.G. § lB1.2(a) (emphasis added); U.S.S.GApp. C, amend. 434. Application Note 1 to this section provides: Where a stipulation ... made between the parties on the record during a plea proceeding specifically establishes facts that prove a more serious offense or offenses than the offense or offenses of conviction, the court is to apply the guideline most applicable to the more serious offense or offenses established. Id. at application note 1. Section 6B1.4 of the Guidelines, which governs stipulations, states, “A plea agreement may be accompanied by a written stipulation of facts relevant to sentencing.” See id. § 6B1.4(a) (emphasis added). The Commentary to this section notes that [b]ecause of the importance of the stipulations and the potential complexity of the factors that can affect the determination of sentences, stipulations ordinarily should be in writing. However, exceptions to this practice may be allowed by local rule. The Commission intends to pay particular attention to this aspect of the plea agreement procedure as experience under the guidelines develops. Id. (emphasis added). Though the Commission has not foreclosed the possibility that stipulations may be oral, it clearly favors written stipulations over oral ones. While neither the language of section lB1.2(a) itself nor the language of section 6B1.4 is dispositive of whether Nathan’s and Lander’s statements during the factual basis were stipulations, section lB1.2(a)’s reference to a stipulation as something contained within the plea agreement strongly suggests that statements made in factual basis colloquies are not stipulations. Section lB1.2(a) speaks of stipulations as part of a plea agreement. A scrupulous reading of section IB 1.2(a), which will require that all of the defendant’s stipulations be either part of or annexed to his plea agreement, would provide notice to the defendant as to exactly what facts underlying his offense he is agreeing to and will ensure that the defendant receives the benefit of his bargain. In addition, though section IB 1.2 itself provides for oral plea agreements and, presumably, oral stipulations contained therein, the Guidelines favor written stipulations over oral ones. The Application Note also suggests that we should give a common sense reading to “stipulation,” such that it refers to situations in which both parties specifically and explicitly agree, on the record, to the truth of the relevant facts. We thus think the language of the Guidelines compels the conclusion that Nathan’s and Lander’s statements should not be construed as stipulations. We find support for our position in the caselaw, especially in United States v. Guerrero, 863 F.2d 245 (2d Cir.1988). Guerrero held that a stipulation between the government and defense counsel, entered into to obviate fact-finding at a sentencing hearing, did not trigger the proviso of section lB1.2(a). The court explained that section lB1.2(a) applies only to a stipulation contained in a plea of guilty or nolo contendere, not to a stipulation negotiated after a plea in connection with sentencing. Prior to plea, the prosecution has the opportunity to condition its willingness to accept a plea to less than all counts of an indictment on the defendant’s willingness to stipulate that he committed crimes in addition to those to which he is pleading guilty. In offering to reduce the defendant’s maximum exposure to the penalties in the conviction counts, the prosecution is entitled to extract an admission of facts that may justify a substantial sentence within that maximum. But once the Government agrees to a plea bargain without extracting such an admission, facts admitted by the defendant to shorten or obviate a sentencing hearing do not establish a “stipulated offense” within the meaning of section lB1.2(a). Id. at 248; see also United States v. Gardner, 940 F.2d 587, 591 (10th Cir.1991) (requiring a “knowing agreement by the defendant, as part of a plea bargain, that facts supporting a more serious offense occurred and could be presented to the court” for the court to apply section lB1.2(a)); United States v. McCall, 915 F.2d 811, 816 n. 4 (2d Cir.1990) (requiring that any stipulation be part of the plea agreement itself); United States v. Rutter, 897 F.2d 1558, 1561 (10th Cir.1990) (explaining that once the government agrees to a plea bargain without extracting an admission, facts admitted by the defendant can be considered only as relevant conduct in determining the appropriate guideline range, not as stipulations under section lB1.2(a)). But see United States v. Loos, 165 F.3d 504, 508 (7th Cir.1998) (concluding that the objective behind section lB1.2(a) is best achieved by reading “stipulation” to mean any acknowledgment by the defendant that he committed the acts that justify use of the more serious guideline), cert. denied, — U.S. -, 119 S.Ct. 1090, 143 L.Ed.2d 90 (1999); United States v. Domino, 62 F.3d 716, 722 (5th Cir.1995) (assuming that the factual resume — the equivalent of the “factual basis” in this case — can contain stipulations). In this case, where the parties drafted and agreed to a document that explicitly contained all of the relevant stipulations between them, it is clear that their “deal” encompassed only those stipulations contained in that document. Though it is trae that Nathan, Lander, and them attorneys had, in advance, read the plea memorandum from which the government asked its questions at the factual basis, see Electrodyne II, 28 F.Supp.2d at 228 n. 20 & 231 n. 22, the defendants never signed it or in any other way assented to it. Here the facts at issue came out at the plea hearing itself while the judge was deciding whether to accept the plea, rather than in negotiations after the plea had been accepted, as in Guerrero. We nevertheless conclude that the plea agreements between the government and the defendants were complete before the factual basis hearing, and that the facts admitted in the factual basis hearing were in no way part of the government’s “deal” with Nathan and Lander. We also think it significant that the government did not attempt to defend the District Court’s determination that Nathan’s and Lander’s comments were stipulations. In sum, we conclude that the text of section lB1.2(a), examined especially in light of the changes the Commission made from the earlier version of that section, indicates that a statement is a “stipulation” only if: (i) it is part of a defendant’s written plea agreement; (ii) it is explicitly annexed thereto; or (iii) both the government and the defendant explicitly agree at a factual basis hearing that the facts being put on the record are stipulations that might subject a defendant to the provisions of section lB1.2(a). Nathan’s and Lander’s statements at the factual basis hearing do not meet this definition of “stipulation,” and we conclude that the District Court erred in finding otherwise. Because the District Court rejected the only other ground on which it could have relied to invoke the fraud guidelines when it concluded that the defendants’ case was not atypical under Appendix A of the Guidelines, we hold that the District Court erred in applying the fraud guidelines in sentencing Nathan and Lander. In light of this, we examine whether he correctly sentenced Nathan and Lander in the alternative using the smuggling guidelines. B. Sentencing Under Section 2TS.1 (Smuggling Guidelines) As noted above, after sentencing Nathan and Lander under the fraud guidelines, the District Court held that even if the defendants did not stipulate to fraud, it would have reached the same sentence had it used the smuggling guidelines, which were the guidelines to which the defendants had stipulated. See Electrodyne II, 28 F.Supp.2d at 272. Because a court may properly sentence in the alternative, we must analyze the propriety of the sentence under section 2T3.1. See United States v. Bermingham, 855 F.2d 925, 934-35 (2d Cir.1988) (noting that a court may still affirm a sentence despite an alleged error in the application of the Guidelines when it is clear that the sentencing judge would have imposed the same sentence under the alternative Guidelines scheme proposed); see also United States v. Barnes, 185 F.3d 869, (9th Cir.1999) (reviewing each of two alternative Guidelines grounds on which District Court sentenced defendant); United States v. Gonzalez-Lopez, 911 F.2d 542 (11th Cir.1990) (considering both of District Court’s alternative grounds for sentencing and reversing on both grounds). Having invoked the smuggling guidelines, the District Court found that an upward departure under section 5K2.0 was appropriate based on the “seriousness of the offenses.” Electrodyne II, 28 F.Supp.2d at 266. The Court relied on Application Note 2 to section 2T3.1, which states: Particular attention should be given to those items for which entry is prohibited, limited, or restricted. Especially when such items are harmful or protective quotas are in effect, the duties evaded on such items may not adequately reflect the harm to society or protected industries resulting from their importation. In such instances, an upward departure may be warranted. Id. The Court concluded that the duties evaded by the defendants did not adequately measure the harm they caused. Specifically, the Court found that four aspects of the defendants’ conduct rendered this case an “atypical” smuggling case: the fact that the defendants defrauded the government for their own financial gain; the fact that the actions of the defendants compromised and may in the future compromise the national security of the United States; the fact that they violated the AECA; and the fact that they violated the Buy American Act, which permitted them to gain an unfair financial advantage over those companies that complied with the statute. The Court appears to have used the fraud guidelines as a framework to help it determine how large an upward departure to impose, since it reached a total offense level of 18 under the smuggling guidelines, just as it did under the fraud guidelines. Nathan and Lander object to the upward departure for several reasons. First, the Court earlier had found that this case was not atypical under section 2T3.1, and so should not have departed upwards in light of the Commentary to section 5K2.0, which requires that a case be “sufficiently atypical” before a court may depart upward. Second, the Court’s four bases for an upward departure — that Nathan and Lander defrauded the government for their own financial gain, that they violated the BAA, that they violated the AECA and the regulations promulgated thereunder, and most importantly that their actions threatened the operational integrity of the United States military — were either not factually supported by the record or could not be said to render their offense atypical. Third, even if one of the four bases was a proper basis on which to upwardly depart, they argue that we must remand for re-sentencing under Koon v. United States, 518 U.S. 81, 98-99, 116 S.Ct. 2035, 135 L.Ed.2d 392 (1996), since the other bases were improper. The government responds that the Court properly relied on Application Note 2 to section 2T3.1 to conclude that acts like those committed by the defendant warranted an upward departure. The government stresses that the components at issue here were, contrary to the defendants’ assertions, “prohibited, limited, or restricted” under 19 U.S.C. § 1304(d), which says that items that do not bear proper markings may not be brought into United States commerce. It submits that, because of the prohibited nature of the components, Application Note 2 suggests that an upward departure may be warranted. Nevertheless, the government also acknowledges that it never alleged that the defendants’ actions posed any threat to national security. Section 5K2.0 states: Under 18 U.S.C. § 3553(b), the sentencing court may impose a sentence outside the range established by the applicable guidelines, if the court finds that “there exists an aggravating or mitigating circumstance of a kind, or to a degree, not adequately taken into consideration by the Sentencing Commission in formulating the guidelines that should result in a sentence different from that described.” Id. The Commentary to this section requires that the case be “sufficiently atypical” before a departure is warranted. As a preliminary matter, we note an anomaly in this case. In discussing whether the case was sufficiently atypical to take it out of the smuggling guidelines under the terms of Appendix A, the Court found that, because the smuggling guidelines intended to target offenses involving revenue collection or trade regulation, Nathan’s case was not atypical. It stated, “Accordingly, the instant matter is not atypical as to the Guideline section ordinarily applicable to the offense of conviction.” Electrodyne II, 28 F.Supp.2d at 245. For the Court to later find that the case is sufficiently atypical to warrant an upward departure is enigmatic. We believe that the Court’s later decision can be reconciled on the theory that it thought the case was mechanically similar enough to a typical smuggling case for it to fall within the smuggling guidelines, but was so much more offensive than most smuggling cases that an upward departure was warranted. At all events, the District Court decided that the case was sufficiently atypical that it would depart upward from the base offense level. We must examine the bases for the District Court’s departure under section 5K2.0 under an abuse of discretion standard. See Koon, 518 U.S. at 97-98, 116 S.Ct. 2035. The dominant basis for the District Court’s upward departure was its conviction that the defendants had threatened the national security of the United States. At the sentencing hearing, the District Court stated: I find the position [that there was no threat to national security or the safety of any member of the military] laughable.... Maybe [there was no threat to national security] on a strategic basis, but for the ships’ crews, the troops in place, for the pilots, it certainly did. I think [the government’s] position flies in the face of logic and I can’t and will not accept it. Sent. Tr. at 14. In its opinion, the Court wrote, “The actions of the Individual Defendant potentially could have compromised, and in the future may compromise, the operational safety of the military and/or the operational readiness and effectiveness of communications, weapons and radar systems.” Electrodyne II, 28 F.Supp.2d at 268. It repeated this theme several more times. See, e.g., id. at 262-63, 269, 270. Despite the Court’s oft-expressed concern that the defendants’ actions posed a current or future threat to national security, its reference to the fact that the defendants shared information with the Ukraine that was not generally known, and its determination that this harm was not adequately captured by the monetary duties evaded by the defendants, there is no support in the record for the District Court’s concerns. In fact, the record is uniformly and explicitly to the contrary. The government stipulated that: (a) there were no defects in the products imported by the defendants; (b) no confidential information was disclosed to Russia or the Ukraine; and (c) the defendants’ acts posed no threat to national security or the safety of the military. More importantly, the government consulted each affected government agency before it agreed to accept the defendants’ plea agreements, all of which assented. In addition, the government conceded in its sentencing memorandum that the defendants had taken affirmative action to prevent classified material from being disclosed. It also noted that some of the components imported by the defendants represented a flow of technology into, rather than out of, the United States. In sum, the District Court clearly erred to the extent that it found that the defendants’ conduct created a threat to national security and it abused its discretion in departing upward on the ground that the defendants’ actions threatened national security, since there is no support in the record for that conclusion. Nor was the District Court correct in using the presence of fraud as a reason to find the instant case atypical. The Court stated, “The focus and intent of the conduct underlying the crimes ... were to criminally and fraudulently deviate from the contract provisions entered into with the United States Government....” Elec-trodyne II, 28 F.Supp.2d at 268. Conceiving of the smuggling as a way to further that fraud, the Court treated the fraud as something that made the defendants’ smuggling case atypical. But this use of fraud is problematic. Smuggling by definition involves some element of fraud, and often occurs to further fraud. The statute to which Lander pled guilty, 18 U.S.C. § 542, states: Whoever enters or introduces ... into the commerce of the United States any imported merchandise by means of any fraudulent or false invoice, declaration ... or by means of any false statement ... or by means of any false or fraudulent practice ... shall be fined for each offense under this title or imprisoned not more than two years, or both. Id. Likewise, 18 U.S.C. § 545, to which Nathan pled guilty, states: Whoever knowingly and willfully, with intent to defraud the United States ... passes ... any false, forged, or fraudulent invoice ... or [wjhoever fraudulently or knowingly imports or brings into the United States, any merchandise contrary to law ... [s]hall be fined under this title.... Id. A number of courts have noted that “the intent to defraud element of that statute should be construed as meaning intent to avoid and defeat the United States customs laws ...' rather than the narrower construction ‘intent to deprive the United States of revenue.’ ” See United States v. Robinson, 147 F.3d 851, 853 (9th Cir.1998), cert. denied, — U.S. -, 119 S.Ct. 1249, 143 L.Ed.2d 346 (1999); see also United States v. Borello, 766 F.2d 46, 51 (2d Cir.1985). Given that fraud is a critical part of the crime of smuggling, the mere fact that Nathan and Lander engaged in fraud as part of their smuggling violation does not render the smuggling atypical. Third, the District Court’s upward departure was in part based on the defendants’ violations of the AECA and the ITAR, violations that the Court found had been established by a preponderance of the evidence. See Electrodyne II, 28 F.Supp.2d at 269-70. However, as with fraud, the fact that the defendants’ smuggling scheme also violated the AECA does not render their smuggling atypical. The AECA provides that “no defense articles or defense services ... may be exported or imported without a license for such export or import....” 22 U.S.C. § 2778(b)(2). The smuggling offenses to which Nathan and Lander pled guilty included this self-same conduct: knowingly and willfully bringing certain merchandise into the United States contrary to law or introducing such merchandise into the commerce of the United States by means of a false or fraudulent practice. A violation of the AECA is arguably the archetypal smuggling offense. To the extent that there is anything about a violation of the AECA that makes such act an atypical smuggling offense, it is the fact that the AECA applies only to defense articles and services, to which national security concerns may attach. However, as discussed supra, any violations of national security in this case are chimerical. Therefore, the District Court abused its discretion to the extent that it relied on the presence of an AECA violation to find this case to be an atypical smuggling case. Finally, the District Court stated that the defendants’ violations of the Buy American Act created additional harm that was not accounted for under the smuggling guidelines, thereby rendering the case atypical. See Electrodyne II, 28 F.Supp.2d at 270. The Court reasoned that Congress enacted the BAA to protect American labor and industry, that the defendants received an unfair commercial advantage by using cheaper manufacturers abroad, and that they profited financially from this advantage. The BAA is a civil statute, and the penalty for its violation is simply that a contractor shall not be awarded such contracts for three years after the violation is detected. See 41 U.S.C. § 10b. This facet of the sentencing decision appears to be only a small factor in the upward departure, given the Court’s emphasis on the threat to national security, as well as fraud. At all events, to the extent that the BAA, standing alone, would be a ground for upward departure, it could not begin to support one of the magnitude applied here. Because the District Court improperly determined that national security concerns, fraud, and an AECA violation rendered this case an atypical smuggling case, we will vacate Nathan’s and Lander’s sentences under the smuggling guidelines and remand for further sentencing proceedings. The District Court may consider on remand whether their violations of the BAA caused harm to “society or protected industries” to an extent not captured by the smuggling guidelines and, if so, whether this factor justifies an upward departure. C. Abuse of Position of Trust In determining that Nathan should receive a thirty-month sentence, the District Court concluded that Nathan had abused a position of trust under U.S.S.G. § 3B1.3 and, in accordance with that section, added two points to his total offense level. The Court opined that a double-counting problem would arise if it enhanced Nathan’s section 2F1.1 sentence based on abuse of a position of trust, but concluded that it was appropriate to enhance his section 2T3.1 sentence for that factor. See Electrodyne II, 28 F.Supp.2d at 260 n. 80. Under section 3B1.3, the court must find (i) that the defendant was in a position of trust; and (ii) that he abused the position of trust in a manner that significantly facilitated the crime. See United States v. Sokolow, 91 F.3d 396, 412 (3d Cir.1996). Nathan argues that he and the government should be treated merely as arm’s length parties to a contract, and thus that he held no specific position of trust. He points out that the government assigned Electrodyne a quality assurance representative, who was to monitor Electrodyne’s compliance with its government contracts. He also submits that if he held such a position of trust, that position did not facilitate the offenses here. The Court found significant facilitation based on the fact that Nathan was able to provide plans to Russia and the Ukraine for the components in question, but Nathan reminds us that those plans were public. And to the extent that the Court found facilitation based on Nathan’s order to his employees that they conceal foreign markings, he contends that this offense was included in the “role in the offense” adjustment and that to consider it here would be double-counting. The government responds that the quality assurance representative was not assigned to oversee the contracts in question here. It also notes that Nathan’s position allowed him to cover his tracks by directing employees to cover over foreign markings, and it contends that the District Court’s finding on this point does not constitute double-counting because the two different enhancements serve different sentencing goals: the aggravating role targets those whose conduct uses others to create more extensive harm, while the abuse of trust role targets those defendants who abuse their own positions. The government argues that we can affirm on the ground that Nathan’s abuse of trust consisted of instructing his employees to cover foreign markings, and that we need not address whether Nathan abused his trust by transferring military data. We review de novo whether Nathan occupied a position of trust, and we review for clear error whether he used his position of trust to significantly facilitate the offense. See id. 1. Existence of a Position of Trust In deciding whether a defendant holds a position of trust, a court must consider: (1) whether the position allows the defendant to commit a difficult-to-detect wrong; (2) the degree of authority which the position vests in defendant vis-a-vis the object of the wrongful act; and (3) whether there has been reliance on the integrity of the person occupying the position. United States v. Pardo, 25 F.Sd 1187, 1192 (3d Cir.1994). Application Note 1 to section 3B1.3 states: “Public or private trust” refers to a position of public or private trust characterized by professional or managerial discretion (i.e., substantial discretionary judgment that is ordinarily given considerable deference). Persons holding such positions ordinarily are subject to significantly less supervision than employees whose responsibilities are primarily non-discretionary in nature. § 3B1.3 application note 1. The Court found that Nathan’s position allowed him to commit hard-to-detect crimes, since he was able to breach contracts without interference from superiors and was able to conceal those breaches through instructions to subordinates. (Though it also found that the government had relied on Nathan’s integrity in revealing military information to him, this finding has no potency in light of the fact that the information was already in the public domain.) The Court took note of the fact that Nathan submitted to the government an agreement acknowledging all of his responsibilities under United States export control laws and stating that he would not provide access to critical military data to persons other than Electrodyne’s employees without Department of Defense consent. We have frequently determined that individuals who held high positions in their companies had positions of trust. For example, in Sokolow, we concluded that the defendant, as president and owner of his company, held a position of trust because he “was able to commit difficult-to-detect wrongs, as he had sole control over [the company’s] accounts without oversight or supervision.” Sokolow, 91 F.3d at 413. We also noted that he had the authority to withdraw his victims’ funds from his company and that such authority was necessary to complete the offense. See id. Nathan similarly had the authority to determine how his company would fulfill its contracts, which authority was critical to the success of his fraud. In United States v. Bennett, 161 F.3d 171 (3d Cir.1998), petition for cert. filed, 67 U.S.L.W. 3758 (U.S. June 4, 1999) (No. 98-1957), we held that the defendant, who held a fiduciary position “as president and sole director of the ... organizations” and who possessed “absolute control over the organizations,” id. at 195, held a position of trust. The defendant created a phony board of directors, invented benefactors, and used the contributions for his own businesses. The court concluded that his victims — donors who were told that their money would be used for charitable purposes — trusted him and that his position enabled him to abuse that trust. See id. at 196. Like Bennett, Nathan held the highest position in the company, managed to conceal the breaches of contract for five years, and owned a controlling block of stock. In analyzing whether a defendant held a position of trust in a contracting situation, courts have given weight to whether the victim reposed additional trust in the defendant by ceding its ability to confirm compliance with the contract, thus relying more heavily on the honesty of the defendant than an ordinary party to a contract would. In a government contract case, United States v. Glymph, 96 F.3d 722 (4th Cir.1996), the Fourth Circuit concluded that a defense contractor who was allowed to certify his own compliance with his contract with the Department of Defense (“DoD”) deserved an abuse of position of trust enhancement. The defendant, who was convicted of knowingly supplying to the DoD parts that did not conform to the agency’s specifications, owned a company that was approved to participate in the DoD’s “Alternate Release Procedure.” This procedure allowed the company to ship parts without prior inspection by a government quality assurance representative so long as Glymph certified that each shipment had passed the required tests and conformed to the specifications. Though Glymph argued that he was merely an arm’s length contractor with the government, the court held that in light of the self-certification procedure and the difficulty in detecting the fraud, he held a position of trust. Likewise, in United States v. Velez, 168 F.3d 1137 (9th Cir.1999), the defendant, who operated a private immigration consulting firm, helped aliens file applications with the INS. He also directed a group that was a “qualified designated entity” (QDE), which meant that it had been given statutory authority to assist aliens in preparing legalization applications. Over three years, Velez submitted six thousand applications to the INS, many of which contained false information. At some points in time, the INS was only accepting applications from QDEs. The Ninth Circuit affirmed the district court’s conclusion that Velez held a position of trust because of his special status with the INS as a director of a QDE and because his false documents could not be discovered as a matter of routine. See id. at 1139. It also affirmed that he had used his position to facilitate the offense, since he used his status to attract clients and to expedite the filing process at a time when only QDEs could file applications. Velez is a more clear-cut case than the present one, since Velez had statutory authorization (comparable to an oligopoly) that entitled him to benefits — and responsibilities — other entities did not have. However, like Velez, Nathan had a formal understanding with the government that he would perform certain services in a certain way, and it was difficult for the government to monitor compliance with that understanding. See also United States v. Sherman, 160 F.3d 967, 970 (3d Cir.1998) (holding that doctor who committed insurance fraud abused a position of trust because the victim-insurer used an honor system and costs to insurer of double-checking doctor’s submissions would be prohibitively high). Much like the defendants in Glymph, Velez, and Sherman, Nathan, as president of the company, was in a unique position to make decisions for the company and to decide how Electrodyne would fill the government contracts. Since no one else— neither the government nor anyone at Electrodyne — was supervising his acts, he held a position that allowed him to commit wrongs, and that permitted him to make those wrongs harder to detect by requiring subordinates to mark over foreign labels and add “Made in the U.S.A.” labels. Importantly, the government did not appoint a quality assurance representative to monitor the contracts at issue here, diverging from what appears to be its regular practice; thus, the government vested a significant degree of authority in Nathan. Finally, the government relied on Nathan’s integrity not only in opting to contract with him (as the head of Electro-dyne), but also in deciding not to assign an enforcement representative to ensure that he was complying with his contracts. Applying this court’s abuse of position of trust jurisprudence, which is captured in the tripartite test set forth in Pardo, we conclude that the District Court correctly determined that the government was a victim within the meaning of Sokolow and that accordingly Nathan held a position of trust vis-a-vis the government. 2. Abuse of Position of Trust Since we conclude that Nathan held a position of trust, we must determine whether the evidence supports the conclusion that he used that position of trust to significantly facilitate his crimes. The District Court concluded that he abused his position because he revealed technical plans that had been entrusted to him. As discussed above, none of the evidence suggests that Nathan revealed confidential information. The Court also found, however, that his position allowed him to instruct his employees to paint over marks that identified the goods as made in Russia and the Ukraine and to re-mark the items as made in the United States. We review this finding of fact for clear error. See United States v. Coyle, 63 F.3d 1239, 1250 (3d Cir.1995). In United States v. Hickman, 991 F.2d 1110 (3d Cir.1993), we stated, “To abuse a position of trust, a defendant must, by definition, have taken criminal advantage of a trust relationship between himself and his victim.” Id. at 1112. In Sokolow, we found such abuse where the defendant’s role as president facilitated the commission of the money laundering offenses, and by virtue of his position, he was free to spend the money as he wished. See Soko-low, 91 F,3d at 413. The Sherman court readily concluded that “by virtue of the discretion given to Sherman [a doctor] in his position of trust,” he was able to submit medical charges with no supervision, and he abused his position of trust when he submitted bills to the insurance company for services never provided and created fraudulent progress notes to support the fraudulent bills. See Sherman, 160 F.3d at 970. In a similar vein, in United States v. Lieberman, 971 F.2d 989 (3d Cir.1992), we stated: Lieberman stresses that he was only one of 40 vice presidents of the bank, that he merely transferred the funds from one account to another, and that the detection of missing funds occurred in a routine examination. We believe, to the contrary, that the apparent ease with which Lieberman was able to effect the crime over a four-year period shows the nexus between the position of trust which he held and the commission and concealment of the embezzlement. Id. at 993. The District Court did not clearly err in concluding that Nathan had abused his position of trust, since Nathan (i) was able to order his employees to help him cover up the telltale signs that his products were not being made in the United States; (ii) could instruct the Ukrainian and Russian companies not to label their products; and (iii) was successful in covering up the operation for five years. D. Summary We will reverse the District Court’s decision to apply the fraud guidelines to Nathan and Lander. We also will vacate its alternative sentence based on the smuggling guidelines. However, we will remand for the District Court to re-sentence Nathan and Lander under the smuggling guidelines, cautioning that violations of the BAA cannot merit an upward departure of the magnitude previously imposed. We will affirm to the extent that the District Court concluded that Nathan abused a position of trust. We dispose in the margin of Lander’s appeal of the District Court’s refusal to grant a departure based on his alleged status as a refugee who fled oppression and religious persecution in the Soviet Union, finding the argument lacking in merit. III. Electrodyne The District Court calculated that Electrodyne’s conduct caused a loss of $369,105.70. “Loss” as defined in the Guidelines represents the loss to the victims before restitution takes place, and is used to set a fíne corresponding to the monetary harm caused by the defendants’ conduct. The Court imposed a $500,000 fine, which was within the Guideline range for losses of that magnitude, after finding that Electrodyne had the ability to pay such a fine. Our review of the District Court’s findings of fact is for clear error. See United States v. Figueroa, 105 F.3d 874, 876 (3d Cir.), cert. denied, 520 U.S. 1248, 117 S.Ct. 1860, 137 L.Ed.2d 1061 (1997). A. The Loss Calculation Loss must be established by a preponderance of the evidence. See United States v. Evans, 155 F.3d 245, 253 (3d Cir.1998). Application Note 9 (formerly Note 8) to section 2F1.1 states, however, that a loss need not be determined with precision, but can be a reasonable estimate. Here, where Electrodyne pled guilty to unlawfully exporting defense-related items and to making false statements, we think that its conduct should be treated as loss from fraud rather than loss from theft. In general, the loss from fraud is the financial loss actually suffered by the victim, or the loss that the criminal intended the victim to suffer if that is greater. See United States v. Maurello, 76 F.3d 1304, 1309 (3d Cir.1996). Because of the nature of the crime, which involved manufacturing fully functional parts, albeit in foreign countries, it is difficult to see what the monetary loss was, though both Electrodyne and the government use the restitution amount as a starting point. Because Electrodyne agrees that some version of the restitution amount is the touchstone for the loss calculation, we direct our attention to that figure. The District Court found that Electro-dyne stipulated to a $369,105.70 loss by stipulating to that amount in restitution. However, because the restitution agreement contained various provisions, including in-kind transfers, it does not have an obvious face value. Electrodyne offers a loss calculation of $189,255.65, calculated by eliminating two items that the District Court and the Probation Office considered part of the restitution, on the ground that those two items did not reflect any actual or intended loss. The government acceded to Electrodyne’s calculation in the District Court, though it argues before us that the Court did not clearly err in finding otherwise. We turn to the specific items whose valuation Electrodyne contests. 1. The Air Fo