This case is an appeal by Rose Brock-Davis (“Brock-Davis”) of an order of restitution to cover, among other things, testing and cleanup costs for a motel room she occupied during the course of a conspiracy to manufacture methamphetamine. Restitution was imposed pursuant to the Mandatory Victims Restitution Act of 1996 (“MVRA”), 18 U.S.C. § 3663A. The parties agree that this statute applies and we accept their agreement that it applies. We address in turn Brock-Davis’ multiple contentions.
Brock-Davis contends, first, that there was no statutory authorization for the restitution imposed, because the MVRA does not authorize remediation costs for a motel room. Second, she argues that the motel was not a “victim” of her offense as defined by the MVRA. Third, she contends that there was an intervening cause of the loss to the motel that prevents her from being liable for restitution. Fourth, she urges that inconsistencies in the amounts requested invalidate them. Fifth, she argues that she should not have been liable for lost income.' Finally, she contends that she should not have been held liable for costs related to asbestos testing performed at the motel because these costs were not directly related to her offense of conviction. We have jurisdiction pursuant to 28 U.S.C. § 1291 and 18 U.S.C. § 3742(a). We affirm in part and vacate in part and remand.
In sum, Brock-Davis’ first four contentions are unpersuasive but, as to the fifth and sixth issues, we conclude that the district court erred when it awarded restitution for the motel’s lost income from the motel room and when it required restitu *994 tion for the total amount of the unsegregated bill, which included asbestos-related costs. Accordingly, the restitution order will be vacated and remanded as to the issues of lost income and asbestos-related costs. 1
I. BACKGROUND
Brock-Davis was charged with conspiracy to manufacture methamphetamine in violation of 21 U.S.C. § 841(a)(1) and 846 (Count 1), and several fraud and identity theft counts (Counts 2 through 5). She pled guilty without a plea agreement to Counts 1 through 4, and Count 5 was dismissed with prejudice upon the government’s motion. Count 1 charged that the conspiracy between Brock-Davis and her codefen-dant, Perry Carl Willingham, occurred “[o]n or about October 18, 2005, at or around Missoula, in the State and District of Montana.”
As outlined at the plea colloquy, Brock-Davis and Willingham checked into a motel room in Missoula, Montana, on October 15, 2005. While they were absent from the room, on October 18, 2005, a housekeeper discovered such items as a white powdery substance on the bathroom vanity, and identification cards, in the room. These items were reported to the manager and then to police. Brock-Davis and Willing-ham were apprehended soon thereafter. In a search of the trunk of their car, police found precursors to the manufacture of methamphetamine such as cold tablets and beakers, and found a liquid that tested positive for methamphetamine. The police also found a microwave oven and other items in the motel room.
Willingham told police after he was arrested that they had “better check room 107 at the Aero Inn in Kalispell” (“Room 107”). This information was relayed to the Kalispell Police Department, and Kalispell detective Brian Fulford investigated this report. In Room 107, Fulford discovered an ice bucket with dark purple stains both on the bottom and floating in clear liquid, an empty box for a microwave oven, a white powdery substance, and other items he considered indicative of a meth lab. He called the Northwest Drug Task Force and advised them that there was a meth lab in Room 107. A motel clerk identified Brock-Davis as the individual who had rented the room.
The pre-sentence investigation report (“PSR”) included a recommendation of restitution to the Aero Inn. At the sentencing, Brock-Davis objected to that recommendation. The government then called the owner and manager of the Aero Inn, Gilbert Bissell, to testify in support of restitution. Bissell testified about what was found in Room 107, the initial cleaning and testing of the room, and that he and his housekeeper spent two days cleaning the room with bleach, upon the advice of the police.
Bissell further testified that approximately one month later he received a letter from the Montana Department of Environmental Quality (“DEQ”), informing him that Room 107 was listed as a “hazardous meth site” on the basis of reporting from a law enforcement agency. The letter specified that Bissell could have the room de-listed by having it decontaminated as provided in the Montana Administrative Rules. He forwarded to DEQ a copy of *995 the police report and a record of the testing he had initially conducted, but DEQ responded by telling Bissell that the entity that had conducted the testing was not one of its recognized test agencies and that Bissell would have to have the room inspected and cleaned by a recognized agency. Bissell then selected WTR Consulting Engineers (“WTR”) from DEQ’s approved list to do the methamphetamine testing and cleanup work. After testing, cleaning, and some negotiations, Bissell, WTR, and DEQ created a scope of work, which DEQ approved. The room’s adjoining doors were disposed of, along with furniture and other items, and Bissell received a letter from DEQ stating that Room 107 was no longer a hazardous site.
For purposes of restitution, Bissell claimed amounts in damages including miscellaneous furnishing replacement charges, and $7,186 to be paid to WTR. He testified that these costs were an accurate listing of the costs incurred in order to satisfy DEQ and to be able to rent Room 107. Bissell also estimated that the closure of Room 107 for cleaning resulted in lost revenue of $4,000, which he determined through a formula of the room being shut for approximately six months, with an occupancy rate during those winter months of 40 percent, and similar room rentals of $40-$50 per night. He also stated, however, that because the room was closed during the winter rather than the summer, he “had the luxury of not renting it.” Bissell further allocated $120 in wages for the time that he and his housekeeper spent cleaning the room with bleach.
With respect to asbestos testing WTR conducted, the government conceded in its questioning at the sentencing hearing that “[n]o one is contending [that the asbestos testing that was done] has a direct relationship to a methamphetamine cooking operation,” and elsewhere that the asbestos testing “was not directly related to the meth.” In explanation of the asbestos costs, Bissell simply indicated that DEQ had requested asbestos testing and that if asbestos had been present, the motel would “have had to hire another special contractor to deal with the asbestos removal.” Consistent with this testimony, the WTR reports reflected that asbestos testing and cleanup had been conducted which was “[i]n addition to the [m]eth cleanup and decontamination.” In total, ceiling panels from Room 107 and from four other rooms and a storage area were tested for asbestos. Brock-Davis was ordered to pay $125 to replace ceiling tiles removed for asbestos testing, as well as the unsegregated WTR bill.
In support of her position in the sentencing proceedings, Brock-Davis relied on an affidavit and testimony from forensic scientist Gene Gietzen, who commented on the evidence collected and concluded that he “[could not] state within a reasonable degree of scientific certainty that th[e items found in Room 107] would constitute a meth lab.” Gietzen also commented on alternative remediation techniques that WTR could have employed, but he admitted that the type of testing in which WTR engaged would be necessary to tell whether there had been a meth lab in a location. With respect to the asbestos testing, Giet-zen assented to defense counsel’s characterization that it had nothing to do with methamphetamine. Noting that the ceiling was tested for methamphetamine, moreover, Gietzen indicated that “asbestos was part of the construction, not related to any 'potential meth lab that could or could not have been in that room.” (Emphasis added.)
The court sentenced Brock-Davis to a term of imprisonment of 32 months, 3 years of supervised release, and ordered *996 restitution, which included $13,248.45 to the Aero Inn for the cleanup costs and a fraud claim.
II. STANDARD OF REVIEW
The legality of an order of restitution is reviewed
de novo,
and factual findings supporting the order are reviewed for clear error.
United States v. Hackett,
III. DISCUSSION
A. Statutory Authorization
Brock-Davis argues, first, that the district court erred in imposing restitution as to Room 107 because the MVRA does not authorize restitution to remediate a motel room. Courts cannot order restitution without statutory authorization,
United States v. DeSalvo,
The MVRA limits restitution for an offense resulting in damage to or loss or destruction of property to either the return of the property or, if that is “impossible, impracticable, or inadequate,” to payment of “the greater of ... the value of the property on the date of the damage, loss, or destruction; or ... the value of the property on the date of sentencing, less ... the value (as of the date the property is returned) of any part of the property that is returned.” 18 U.S.C. § 3663A(b)(l). Because of the similarities between the MVRA and the Victim and Witness Protection Act of 1982 (“VWPA”), 18 U.S.C. § 3663, we may look to cases decided under the VWPA for guidance in interpreting the MVRA.
See United States v. Gordon,
In a case upon which Brock-Davis relies, the Fifth Circuit stated that under the VWPA’s comparable language, “[t]here is no provision authorizing restitution for ...
cost of restoring property to its pre-theft condition .... ” United States v. Mitchell,
We have, however, specifically authorized restitution comparable to the restitution ordered here.
See United States v. De La Fuente,
In rejecting this contention, we pointed to the observation in
Hackett
that the MVRA “directs that both physical injury and financial loss are compensable,”
id.
at 774 (quoting
Hackett,
Although these calculation instructions are not easy to apply where property is rendered temporarily unusable, rather than completely destroyed or permanently damaged, we agree with the Third Circuit that in this specific factual situation the district[] court’s ‘only practical option was to order [the defendant] to pay the cost of ensuring that the mail room was in the same condition as just prior to the time it became unusable.’
Id.
at 774 n. 6 (quoting
United States v. Quillen,
In the Third Circuit case to which we referred, the court similarly affirmed an order of restitution under the MVRA to cover cleanup costs by a hazmat team employed by the recipient of a letter, the parole board, in the case of an anthrax scare caused by the defendant’s mailing that contained (innocuous) white powder.
Quillen,
Noting that the MVRA mandated recovery for “damages” to property and reasoning that “[tjhere is no question that [the defendant’s] ostensible contamination of the Parole Board’s mail room effectively eliminated that facility’s usefulness until proved to be contamination free” and thereby damaged it,
id.
at 225, the court agreed with the Fourth and Seventh Circuits holdings that “clean-up or repair costs may be ordered under the MVRA....”
Id.
at 226 (quoting
United States v. Menza,
*998
Accordingly, we reject Brock-Davis’ contention that the restitution award against her lacked statutory authorization. Although “restitution in a criminal ease may only compensate a victim for actual losses caused by the defendant’s criminal conduct,”
United States v. Gamma Tech Indus., Inc.,
B. Presence of a “Victim”
Second, Brock-Davis contends that Bissell does not qualify as a “victim” under the MVRA. Specifically, Brock-Davis argues that Bissell was not directly and proximately harmed by the criminal conduct to which she pled guilty, which was a conspiracy to manufacture methamphetamine in Missoula, Montana on or about October 18, 2005. As Brock-Davis points out, Room 107 of the Aero Inn is located in a separate motel in
Kalispell,
Montana&emdash; not in Missoula&emdash;, and Gietzen suggested that there was no proven manufacturing of methamphetamine in Room 107. In addition, the indictment and the plea hearing did not mention Kalispell, the Aero Inn, or Bissell. Although this Circuit has warned against the risk of vague allegations in an indictment in
DeSalvo,
In accordance with the general rule that “the government has the burden of establishing by a preponderance of the evidence that the victim’s damages were caused by the conduct of which the defendant was convicted,”
United States v. Rice,
This language, however, stems from cases, such as Sharp, which interpreted the V1?\TPA as it stood before it was amended in 1990. See Reed,
[T]he term ‘victim’ means a person directly and proximately harmed as a result of the commission of an offense for which restitution may be ordered including, in the case of an offense that involves as an element a scheme, conspiracy, or pattern of criminal activity, any person directly harmed by the defendant’s criminal conduct in the course of the scheme, conspiracy, or pattern.
18 U.S.C. § 3663A(a)(2) (emphasis added).
In other words, “when the crime of conviction includes a scheme, conspiracy, or pattern of criminal activity as an element of the offense, ... the restitution order[may] include
acts of related conduct for lohich the defendant was not convicted.” Lawrence,
Even were the law of restitution not more expansive for convictions for conspiracy than for other crimes, the district court would not have committed clear error in finding that the same conspiracy was at issue in Missoula and Kalispell. The evidence disclosed the existence of two partial meth labs (in the first hotel room and in Room 107) being created by Brock-Davis and Willingham at the same time — with one room containing the microwave and the other containing the microwave box — and items in the trunk of the car in which Brock-Davis and Willingham were apprehended that would have supplemented either lab (or even have constituted the lab itself) at the motels Brock-Davis and Willingham chose. In addition, Willingham pointed the police to the Aero Inn in Kalispell after his arrest, and Brock-Davis had checked into that room— which contained evidence consistent with the existence of a meth lab, as even defense witness Gietzen acknowledged.
Finally, the fact that the Aero Inn was not mentioned in the indictment is immaterial.
See United States v. Dickerson,
On these bases, it is clear that Bissell was a “victim” under the MVRA of Brock-Davis’ crime of conviction.
C. Intervening Cause
Third, Brock-Davis contends that the “excessive and ridiculous cleanup costs imposed by DEQ” constituted an intervening cause of the loss to the Aero Inn and render the restitution amount unwarranted. “[T]he main inquiry for causation in restitution cases becomes whether there was an intervening cause and, if so, whether this intervening cause was directly related to the offense conduct.”
United States v. Meksian,
Courts have regularly awarded restitution for cleanup and remediation costs as they were incurred, and even, in
De La Fuente
and
Quillen,
in cases involving a suspected chemical that turned out to be harmless.
See, e.g., United States v. Phillips,
To this end, Brock-Davis assumed the risk that DEQ would impose extensive costs and requirements for cleanup. As we have reasoned (in a fraud case), “[t]hough the extent of [the defrauded company’s] loss may have been affected by outside forces, [the defendant’s conduct—
*1001
and his alone — directly resulted in the loss.”
Gordon,
Moreover, this case is distinguishable from the Seventh Circuit’s decision in
Mema,
D. Factual Discrepancies
Fourth, Brock-Davis contends that factual discrepancies undermine and require reduction of the restitution amount. We disagree. 7
We reject her challenge based on purported discrepancies in Bissell’s statement of the amounts spent to replace carpeting
*1002
and other items. Bissell made an overall statement of his final request’s accuracy that Brock-Davis fails to discredit. There was no clear error, and no plain error, in the district court’s finding. Brock-Davis also argues that there are discrepancies between the items that were disposed of and those for which she was charged. Although the government fails to provide any substantive response to these arguments, we conclude that the district court did not clearly err in accepting Bissell’s testimony that the victim statement accurately reflected what items were required to be disposed of, notwithstanding the cited inconsistencies reflected in various other documents. There was no impeachment of Bissell’s credibility or any evidence that specific furnishings were not necessary replacements or that Bissell could have avoided these disposal or replacement costs. Bissell was involved in all aspects of the methamphetamine cleanup, and he attempted to limit his costs. Accordingly, these arguments fail.
See Rice,
Thus, although “the government must provide the district court with more than just ... general invoices ... ostensibly identifying the amount of their losses,”
Menza,
E. Lost Income
Fifth, we agree with Brock-Davis that the district court erred by ordering restitution for consequential damages for lost income due to Bissell’s inability to rent Room 107 during the cleanup. As it did in the sentencing hearing for Brock-Davis’ co-defendant, the government now concedes that the $4,000 in lost income should not have been included in the restitution order. For one thing, the motel did not lose any income because it always had other rooms available to rent during the slow winter season. Even if the motel had lost income, moreover, lost revenue is a consequential damage and is excluded from restitution in cases such as this.
See
18 U.S.C. § 3663A(b)(1);
Stoddard,
F. Asbestos
Finally, we are persuaded by Brock-Davis’ contention that she is not liable for the asbestos testing that WTR conducted and the associated ceiling tile replacement cost, to the extent that these charges were not directly related to the offense conduct.
See Gamma Tech,
As Brock-Davis points out, the government’s statements before the district court strongly suggest that it recognized that she did not directly cause the asbestos testing that was included in the DEQ-demanded remediation. The government explicitly stated during its examination of Bissell that “[n]o one is contending [that the asbestos testing that was done] has a direct relationship to a methamphetamine cooking operation.” In addition, Gietzen testified that asbestos testing was “not related to any potential meth lab that could or could not have been in that room,” and he agreed that testing for asbestos did *1003 not “have anything to do with methamphetamine.” Because WTR presented an unsegregated lump-sum bill to the court, however, the restitution ordered included asbestos testing costs and the cost for ceiling tile replacement from this testing.
Contrary to the government’s contention on appeal, there was no explanation below — whether from Bissell or otherwise— that linked the asbestos testing to the methamphetamine cleanup. The testimony to which the government refers indicated simply that DEQ wanted asbestos testing done in addition to methamphetamine testing. The government now contends that the asbestos testing was necessary in case items containing asbestos had to be removed due to methamphetamine contamination, which would have required a special contractor to handle the asbestos and, on that basis, was directly related to the methamphetamine testing and cleanup plan. Although evidence to this effect might justify the inclusion of asbestos-testing costs in the restitution order, no such showing has been made. In addition, the government’s assertion is strongly belied by the WTR reports’ statement that the asbestos testing was “in addition to” the methamphetamine concern and by the fact that a storage area and four rooms other than Room 107 were tested for asbestos.
Thus, we conclude that the district court clearly erred in awarding full recovery on WTR’s unsegregated bill. We vacate the payment of restitution as it relates to the tested ceiling tiles and WTR, and remand to the district court for additional consideration of this issue. On remand, a determination should be made whether the asbestos testing and ceiling tile replacement can be linked to the methamphetamine contamination and, even if they can properly be linked, a breakdown must be done as to how much of the associated costs can be attributed specifically to Room 107.
See, e.g., Hicks,
IV. CONCLUSION
For the foregoing reasons and as set forth herein, the order of restitution is AFFIRMED in part, VACATED in part, and REMANDED.
Notes
. Brock-Davis also raises a claim under
United States v. Booker,
. Section 853(g) provided, at the time relevant to the offense, that ''[t]he court, when sentencing a defendant convicted of an offense ... involving the manufacture of amphetamine or methamphetamine, shall ... order restitution to any person injured as a result of the offense....” 21 U.S.C. § 853(g)(3).
. These holdings are consistent with our holding in
Hackett,
. Because the MVRA and VWPA utilize the same definition of victim, our interpretation of the definition is the same for both the VWPA and the MVRA.
See Grice,
. As a separate point warranting mention, there is no substantiation for Brock-Davis’ argument that Montana's cleanup protocol is “unknown and apparently totally arbitrary” and may have been misapplied to her case. In addition, this argument was not presented to the district court. The occurrence of negotiations to determine what items would be disposed of, and Bissell’s testimony that he thought the case would be disposed of earlier than it was, do not demonstrate that DEQ's procedures were arbitrary or cast doubt on the costs Bissell incurred.
. By way of contrast, this case is distinguishable from the circumstances warranting the reversal of restitution orders in
Meksian
and
United States v. Tyler,
. Several of Brock-Davis’ arguments are reviewed for plain error because she did not raise them below.
