OPINION OF THE COURT
Curtis Evans appeals from his conviction on various fraud-related charges. The primary question presented, which arises out of Evans’ judgment of sentence, is whether the district court erred in conditioning his supervised release on reimbursement of the cost of court-appointed counsel. See 18 U.S.C. § 3583(d). We conclude that it did, and therefore vacate that portion of the judgment. We also remand for further sentencing proceedings because of the inadequacy of the district court’s findings supporting its determination of the amount of loss from fraudulent ■ conduct. See U.S.S.G. § 2F1.1(b)(1) (1997). 1
I.
A federal grand jury returned a forty-six count indictment against Evans and eleven other individuals. Evans was convicted by a jury of nineteen counts of mail fraud in violation of 18 U.S.C. § 1341; two counts of use of a fictitious name to commit mail fraud in violation of 18 U.S.C. § 1342; three counts of wire fraud in violation of 18 U.S.C. *248 § 1343; and one count of conspiracy in violation of 18 U.S.C. § 371. The fraud inhered in a scheme of staging automobile accidents and then submitting insurance claims for non-existent medical treatment. The scheme, which operated in New York, Pennsylvania, and New Jersey, was masterminded by Alexander Grichener, but Evans played an apparently significant role in its Pittsburgh, Pennsylvania operations, particularly those involving the Keystone Medical clinic. Evans was sentenced to forty-two (42) months imprisonment and three (3) years supervised release for each count, to run concurrently; a $1250 special assessment; and payment of $2500 in restitution. The supervised release was conditioned upon the reimbursement of the costs of Evans’ court-appointed counsel, in a monthly amount of not less than ten percent of his gross monthly income.
During the trial it was revealed that Evans’ financial affidavit, submitted as part of his application for court-appointed counsel, inaccurately represented Evans’ and his wife’s annual joint income as $48,000, when their actual joint income was $104,000. Evans testified that the court clerk filling out the affidavit had asked about joint take-home pay ($48,000), not gross pay ($104,000). At the sentencing hearing the court found that Evans had made “material misstatements” in his affidavit, and ordered Evans to repay the cost of his attorney as a condition of supervised release. Upon further questioning by Evans’ counsel, the court explained that the condition was imposed because Evans “had enough income that he was not entitled to a Public Defender,” and that the condition was not punishment for the misrepresentation.
The presentence investigation report stated that the amount of loss incurred by the insurance companies was $2,851,872.42, and thus exceeded $2.5 million for sentencing guideline purposes, A government agent testified at the sentencing hearing that he had calculated the amount of loss based on insurance company reimbursement checks deposited to the bank accounts of the eleven medical clinics and supply companies involved in the scheme. On cross-examination, the agent indicated that he did not know whether every deposit was associated with a staged accident. The district court then found “from the preponderance of the evidence [at the sentencing hearing] and the trial ... that the amount of loss as a result of the conspiracy for which defendant knowingly took part and was expected and foreseeable exceeded] 2.5 million dollars.” Accordingly, Evans’ base offense level of six was increased thirteen levels pursuant to U.S.S.G. § 2F1.1(b)(1). 2 Evans filed this timely appeal. 3
II.
Evans contends that the conditioning of his supervised release on the reimbursement of counsel fees is violative of the supervised release statute, 18 U.S.C. § 3583. This contention was not raised in the district court, and thus we review it under the familiar plain error standard set forth infra in Part II.D. For the reasons that follow, we find that the district court committed plain error requiring the exercise of our discretion to vacate the judgment.
The supervised release statute is not open-textured. An order may be a condition of supervised release only to the extent that it:
(1) is reasonably related to the factors set forth in § 3553(a)(1), (a)(2)(B), (a)(2)(C), and (a)(2)(D);
(2) involves no greater deprivation of liberty than is reasonably necessary for the purposes set forth in § 3553(a)(2)(B), (a)(2)(C), and (a)(2)(D); and
(3) is consistent with any pertinent policy statements issued by the Sentencing Commission pursuant to 28 U.S.C. § 994(a).
18 U.S.C. § 3583(d). Section 3553(a), referenced in paragraphs (1) and (2) above, provides for consideration of:
*249 (1) the nature and circumstances of the offense and the history and characteristics of the defendant; [and]
(2) the need for the sentence imposed—
(B) to afford adequate deterrence to criminal conduct;
(C) to protect the public from further crimes of the defendant; and
(D) to provide the defendant with needed educational or vocational training, medical care, or other correctional treatment in the most effective manner.
The question before us is whether a reimbursement order authorized by the Criminal Justice Act (“CJA”), 18 U.S.C. § 3006A, which permits a court to order repayment of fees for appointed counsel whenever it finds that funds are available,
4
satisfies the requirements of the supervised release statute. This is a question of first impression for us. The only other court of appeals to have addressed this issue in a published opinion was the Ninth Circuit in
United States v. Eyler,
A.
As to the factors identified in § 3553(a)(1), we considered a cognate question in
United States v. Spiropoulos,
The government submits that Evans’ material misstatements on his financial affidavit, which qualified him for appointment of counsel, are directly related to his filing of fraudulent insurance claims because they represent a continuation of the same criminal conduct. It is possible that without the misstatements Evans may not have been eligible for court-appointed counsel, 18 U.S.C. § 3006A(b), or would have otherwise been subject to a reimbursement order, see discus *250 sion infra. Furthermore, making misstatements on an affidavit is similar in nature and character to making fraudulent insurance claims in that both acts involve deception and lying. However, as we have explained, the district court made it quite clear that the reimbursement condition was not imposed because of Evans’ misstatements, but rather because of his financial ability.
Moreover, even if the district court had imposed the reimbursement condition because of Evans’ misstatements, the condition is nonetheless not reasonably related to the statutory goals of § 3553(a)(2)(B)-(D). As in
Spiropoulos,
where we found no “reason to believe” that assessing the costs of imprisonment acts as a deterrent, protects the public, or rehabilitates the defendant,
see
B.
The government also relies on cases under the old Federal Probation Act, 18 U.S.C. § 3651 (repealed 1984),
5
in which courts upheld the imposition of repayment of attorney fees as a condition of probation, for its contention that the reimbursement condition satisfies the supervised release statute. The cases are inapposite because § 3651 is materially different from the supervised release statute. The language of § 3651 was “broad and inclusive” and provided the sentencing court with an “exceptional degree of flexibility.”
United States v. Gurtunca,
In contrast, the supervised release statute is limited by the statutory requirements of § 3553(a)(1) and (a)(2)(B)-(D),
see
18 U.S.C. § 3583(d), and thus the imposition of conditions on supervised release must satisfy a more exacting standard. To the extent that the broad language of § 3651 may have been constrained by the same factors identified in § 3553(a)(2)(B)-(D),
see Beros,
Subsection (f) of [the CJA] does not authorize a judicial officer to require reimbursement as a condition of probation, and the Judicial Conference believes that reimbursement of the cost of representation under the Act should not be made a condition of probation under any other authority.
VII Guide to Judiciary Polices and Procedures: Appointment and Payment of Counsel ¶ 2.22E (1997). In the context of the judiciary guidelines, we believe there is no difference between probation and supervised release because conditions of probation are now statutorily restricted in the same manner as *251 conditions of supervised release. Compare 18 U.S.C. § 3563(b) (probation statute) with 18 U.S.C. § 3583(d) (supervised release statute). 6
C.
For the foregoing reasons, the district court clearly violated the first requirement of the supervised release statute when it imposed a condition that had no reasonable relationship to the factors identified in # 8E8E # 3553(a)(1) and (a)(2)(B)-(D). This, of course, is not to suggest that the district court lacks power to order the reimbursement of the cost of counsel fees, because the CJA provides for such an order. District courts frequently impose such orders at the time counsel is appointed, and can in fact do so at any time. Furthermore, if a defendant fails to satisfy such an order, the district court can seek enforcement by instituting contempt proceedings, or by entering a judgment against the defendant which will act as a hen against his property.
See Lorenzini,
D.
We must stih decide whether the district court’s mistake amounts to a plain error that warrants the exercise of our discretion to correct. We believe that it does. As noted above, we review for plain error.
See
Fed.R.Crim.P. 52( b);
United States v. Olano,
First, the district court clearly violated the supervised release statute, and thus committed error.
See Olano,
This error affects substantial rights because, if Evans fails to reimburse the cost of his attorney, he would be subject to possible incarceration for all or part of the term of supervised release.
See
18 U.S.C. § 3583(e)(3);
United States v. Dozier,
III.
Evans also contends that the district court erred in determining that the amount of loss from fraudulent conduct, for purposes of § 2F1.1 of the sentencing guidelines, exceeded $2.5 million. Evans presented this objection in the district court. Therefore our review of the district court’s interpretation of “loss” under § 2F1.1 is plenary, and our review of the district court’s application of the guidelines is governed by the clearly erroneous standard.
See United States v. Collado,
A.
Evans first submits that the court improperly considered funds obtained from legitimate insurance claims submitted on behalf of legitimate accident victims. We ad
*253
dressed a similar issue in
United States v. Maurello,
[t]o the extent that the unauthorized services provided by [the] defendant have not harmed their recipients, but to the contrary have benefited them, we conclude that [the] defendant’s base offense level should not be enhanced.
Id. at 1312.
Thus, the actual loss determination must be predicated upon the harm caused by Evans’ offenses. Evans was convicted of fraud and conspiracy in connection with the unauthorized and fraudulent submission of insurance claims. To the extent that this activity harmed the insurance companies, Evans’ sentence should be augmented. However, to the extent that any claims were legitimate and insurance companies were properly obligated to pay them, there was no harm and Evans’ sentence should not be augmented.
The government contends that Evans presented no evidence of legitimate patients at the time of his involvement in the scheme, and that to the extent there were any legitimate accidents, the claims were inflated. The burden, however, is on the government to prove by a preponderance of the evidence the facts in support of a sentence enhancement; the defendant does not have to “prove the negative” to avoid the enhanced sentence.
United States v. McDowell,
The evidence of fraudulent claims was considerable, and it may be that the government made a sufficient showing that there were no legitimate claims, or that the fraudulent claims alone exceeded $2.5 million. 9 However, despite the extensive record, the district court did not make any findings on the record as to the basis for its conclusion that the loss exceeded $2.5 million. The district court only made a conclusory one sentence statement regarding its loss determination. Although the district court’s determination need not be exact and can be based on the trial record as well as the sentencing record, see Fed.R.Crim.P. 32(c), we should not be asked to rummage through the entire record without guidance from the district court as to the legal and factual basis for its determination. In light of our remand on the supervised release issue, we direct the district court to make findings on the record as to the actual loss incurred from fraudulent claims. 10
B.
Evans also claims that since his activity was limited to a single clinic, the losses from the other ten clinics were not foreseeable and should not be attributed to him.
*254
The district court, in making adjustments based on specific offense characteristics, must take into account all conduct relevant to the offense.
See
U.S.S.G. § lB1.3(a). This includes “all reasonably foreseeable acts and omissions of others in furtherance of [a] jointly undertaken criminal activity.” U.S.S.G. § lB1.3(a)(l)(B). In making the accomplice attribution assessment, the court must consider whether the loss resulting from the actions of coeonspirators was (1) “in furtherance of the jointly undertaken criminal activity,” (2) within “the scope of the criminal activity the ... defendant agreed to jointly undertake,” and (3) “reasonably foreseeable in connection with that criminal activity.” U.S.S.G. § 1B1.3, application note 2. In explaining the operation of § 1B1.3 in
Collado,
we stated that “it is not enough to merely determine that the defendant’s criminal activity was substantial.”
The district court concluded, without making any references on the record to specific evidence, that the losses caused by the eleven clinics were “a result of the conspiracy ... and foreseeable” to Evans. This finding is inadequate to support the sentence because it appears to focus on the scope of the conspiracy as a whole, rather than on the scope of Evans’ undertaking and involvement as required. See id. at 991. The conspiracy, which involved eleven medical clinics and supply companies owned and operated by Alexander Grichener and Vladimir Shats, was quite extensive. There is evidence that clearly indicates that Evans was involved with Keystone Medical, and which also suggests that Evans was involved with other clinics. 11 But, there is no indication that the district court made a “searching and individualized inquiry” into the extent of Evans’ involvement, or the extent to' which the co-conspirators’ conduct was in furtherance of and foreseeable from Evans’ undertaking. Consequently, on remand, the district court should conduct further individualized fact finding as to the accomplice conduct attributable to Evans.
IV.
For the foregoing reasons, we will vacate the judgment and remand for further sentencing proceedings consistent with this opinion.
Notes
. Additionally, Evans submits that plain error was committed by the seating of a juror who purportedly expressed an inability to be fair, and the wasting of a peremptory challenge on another juror who also purportedly expressed an inability to be fair. These contentions are unfounded. Alternatively, Evans contends that trial counsel’s failure to move to strike either of these jurors constituted ineffective assistance of counsel. We will not address this claim on direct appeal.
See United States v. Cocivera,
. Evans' offense level was further increased two levels, pursuant to U.S.S.G. § 2F1.1(b)(2), to a final level of twenty-one because the scheme involved multiple victims.
. The district court had jurisdiction pursuant to 18 U.S.C. § 3231. We exercise appellate jurisdiction under 28 U.S.C. § 1291.
. Section 3006A(f) provides in part:
Whenever ... the court finds that funds are available for payment from or on behalf of a person furnished representation, it may authorize or direct that such funds be paid to the appointed attorney, to the bar association or legal aid agency or community defender organization which provided the appointed attorney, ... or to the court for deposit in the Treasury as a reimbursement to the appropriation ....
. Section 3651 provided in part:
[W]hen satisfied that the ends of justice and the best interest of the public as well as the defendant will be served thereby, [the court] may suspend the imposition or execution of sentence and place the defendant on probation for such period and upon such terms and conditions as the court deems best.
. Although not at issue in this case, the imposition of conditions under the current probation statute likely also necessitates a more restrictive analysis than was required under the old statute.
See
18 U.S.C. § 3563(b) (requiring discretionary conditions to be reasonably related to factors set forth in § 3553(a)(1), (2));
Lorenzini,
. Evans has also relied on
United States v. Cottman,
. The district court may, as we mentioned above, impose a reimbursement order independent of supervised release if it “finds that the person is financially able to obtain counsel or to make partial payment for the representation” or "finds that funds are available for payment from or on behalf of a person furnished representation.” 18 U.S.C. § 3006A(c), (f). The focus is on the defendant's
present
ability to pay for his representation.
See
18 U.S.C. § 3006A(c) (referring to person that "is” financially able to obtain counsel); 18 U.S.C. § 3006A(f) (referring to funds that "are” available);
United States v. Jimenez,
The burden is on the defendant to prove by a preponderance of the evidence that he is financially unable to reimburse the cost of representation.
United States v. Lefkowitz,
The district court ordered the reimbursement of Evans’ counsel fees because it found that Evans had been ineligible for court-appointed counsel at the time of his CJA application. This finding focused on Evans’ prior ability to afford counsel, and therefore was inadequate to support a reimbursement order. We do not condone Evans' deception, intentional or otherwise, and his misstatements clearly raise doubts as to his purported inability to afford counsel. Thus, if the district court on remand wishes to consider imposing a reimbursement order (independent of the supervised release sentence), it should conduct an appropriate inquiry into Evans' current financial ability to pay for all or part of his representation.
. The government contends that the $2,851,-872.42 amount is a gross underestimation of the actual amount of loss, and thus even if there were legitimate claims included, the loss still exceeded $2.5 million.
. We note that if the district court finds that the properly calculated loss "does not fully capture the harmfulness and seriousness of the conduct,” the court may depart upwards from the normal sentencing range. U.S.S.G. § 2F1.1, application note 10;
United States v. Kopp,
. Evans acted on behalf of Keystone Medical in Pittsburgh by opening a bank account and being the signatory on the account, leasing office space, and representing the clinic at a zoning board hearing. Evans was a participant in a staged accident in Solebury, Pennsylvania in May 1993, and submitted fraudulent claims for the accident to an insurance company. He also purchased car insurance and recruited participants for a November 1993 accident in Brooklyn, New York, and posed as a claimant in a subsequent meeting with an insurance adjuster investigating the accident. Evans also received various payments during the course of the conspiracy from clinics other than Keystone Medical, and he met with Grichener on various occasions at a New York clinic. However, while the indictment cited twenty staged accidents, there does not appear to be evidence of Evans’ involvement in more than two.
