[34]*34Opinion for the Court filed by District Judge AUBREY E. ROBINSON, Jr.
Concurring opinion filed by Circuit Judge WALD.
Opinion dissenting in part filed by Circuit Judge MacEINNON.
AUBREY E. ROBINSON, Jr., District Judge:
INTRODUCTION
Petitioner seeks review of Federal Energy Regulatory Commission orders issued in Opinion Nos. 471 and 47-A2 which increased rates for two interstate pipeline companies, Columbia Gas Transportation Corporation and Columbia Gulf Transmission Company.3 The City of Charlottesville, Virginia4 challenges a commission change in policy on the tax component of the cost of service.5 The Commission allowed the Columbia pipeline companies to include in their rates the tax costs they would incur if they separately filed federal income tax returns (“stand-alone” tax costs). In fact, these companies do not separately file but are members of a corporate group that files a consolidated tax return.6 The tax costs allowed these companies by the Commission are greater than their proportionate shares of the consolidated tax liability.7
The Commission allowed the pipeline companies to include “stand-alone” tax costs in their rates so their parent company could retain the savings obtained from filing a consolidated tax return for use by the exploration and development affiliates8 whose losses in part made possible the savings. In addition, the Commission found that the rate orders accounted for the [35]*35method by which the affiliates acquired capital from' their parent.9 Finally, the Commission found that a one-time loss reducing the consolidated tax liability should not be used in computing a prospective rate order.10 Petitioners challenge the authority and factual support for the orders that issued.
We find that the Commission failed to adequately specify the evidence on which the rate orders were premised. Therefore, we remand the case to the Commission for further consideration.
I. PROCEEDING BELOW
In 1975, Columbia Gulf and Columbia Gas filed for rate increases of $3.7 million and $87.9 million respectively. The Commission suspended the proposed rate increases and allowed a number of parties, including the Petitioner, to intervene. Settlement was reached on all issues except those of consolidated tax treatment and two other issues not relevant here. Hearings were conducted before an Administrative Law Judge, who ruled against the pipeline companies.11 Columbia argued that the pipelines should benefit from consolidated return savings. The Judge found that the consolidated tax liability for the Columbia system was lower than the aggregate of the tax liabilities if every company within the system had filed a separate return.12
Tax losses used to lower consolidated tax liability were generated by three sources: (1) the parent company (which was always in a loss posture because it “lent” capital to affiliates at a loss yet did not have to report dividends paid to it by affiliates);13 (2) by exploration and development companies (Columbia Gas Development Corp., Columbia Gas Development of Canada, Ltd., and Columbia Coal Gasification Corp.); and (3) by Columbia of West Virginia (whose losses Columbia argued were of a non-recurring nature and should be disregarded).
The ALJ found that for the test period, the pipeline companies’ Federal income tax liability was $98.5 million (through consolidated returns).14 Had the pipeline companies filed independent returns, their liability for the three-year test period would have been $159.4 million.15 The principal basis for the ALJ’s ruling disallowing the rate increase was his finding that a large portion of the consolidated tax savings retained by the parent company were not used for exploration and development (e & d), as contended by the pipeline companies but rather went for general corporate purposes.16
This matter came before the Commission, which on June 29, 1978 reversed the initial decision of the Administrative Law Judge in its entirety.17 The City lodged a petition for rehearing which was denied on December 20, 1979 in Opinion 47-A.18 The City then filed its appeal in this Court.
II. STANDARD OF REVIEW
A. Historical Perspective
The issue of whether jurisdictional ratepayers or corporate shareholders should benefit from reduced consolidated tax liability resulting from non-jurisdictional loss[36]*36es has been a subject of controversy in ratemaking for almost two decades.19 The first major consideration of this issue came in 1964 when the Tenth Circuit reversed the Federal Power Commission and ordered it to allow the corporation and not the ratepayers the benefit of a- reduction in tax liability effected by consolidated returns. Cities Service Gas Co. v. FPC, 337 F.2d 97, 101 (10th Cir. 1964).20 The Court found that connecting the losses of non-jurisdictional businesses to the jurisdictional rates was a violation of a Congressional requirement that profits and losses of regulated and non-regulated companies be kept separate. Id. The Fifth Circuit followed the lead of Cities Service in United Gas Pipeline Co. v. FPC, 357 F.2d 230 (5th Cir. 1966),21 by holding that the federal income tax allowance in a rate should have been computed on a separate return basis.22
The Supreme Court reversed the Fifth and Tenth Circuits in FPC v. United Gas Pipeline Co., 386 U.S. 237, 87 S.Ct. 1003, 18 L.Ed.2d 18 (1967). The Court declared that the Commission has the power to take into account consolidated tax savings — generated from whatever source — when determining a company’s cost of service tax allowance.23 At the same time, however,” the Court declared that there is no specific treatment mandated for the allocation of consolidated tax savings.24
United Gas Pipe Line Co. was a subsidiary of the United Gas Corporation. The parent corporation filed consolidated tax returns for the years 1957 to 1961. The losses of United’s two oil and gas production exploration affiliates over this five year period reduced the group’s consolidated tax liability. United Gas Pipeline claimed that its allowance for federal taxes in its rate should have been computed on a standalone basis at the full statutory rate (then 52 percent). The FPC denied the claimed allowance and spread the consolidated taxes among the affiliated companies in the United Group. United Pipe Line was allocated $9.9 million, which was $2.1 million less than its stand-alone claim.
In upholding the Commission, the Supreme Court stated:
There is no frustration of the tax laws inherent in the Commission’s action.
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[34]*34Opinion for the Court filed by District Judge AUBREY E. ROBINSON, Jr.
Concurring opinion filed by Circuit Judge WALD.
Opinion dissenting in part filed by Circuit Judge MacEINNON.
AUBREY E. ROBINSON, Jr., District Judge:
INTRODUCTION
Petitioner seeks review of Federal Energy Regulatory Commission orders issued in Opinion Nos. 471 and 47-A2 which increased rates for two interstate pipeline companies, Columbia Gas Transportation Corporation and Columbia Gulf Transmission Company.3 The City of Charlottesville, Virginia4 challenges a commission change in policy on the tax component of the cost of service.5 The Commission allowed the Columbia pipeline companies to include in their rates the tax costs they would incur if they separately filed federal income tax returns (“stand-alone” tax costs). In fact, these companies do not separately file but are members of a corporate group that files a consolidated tax return.6 The tax costs allowed these companies by the Commission are greater than their proportionate shares of the consolidated tax liability.7
The Commission allowed the pipeline companies to include “stand-alone” tax costs in their rates so their parent company could retain the savings obtained from filing a consolidated tax return for use by the exploration and development affiliates8 whose losses in part made possible the savings. In addition, the Commission found that the rate orders accounted for the [35]*35method by which the affiliates acquired capital from' their parent.9 Finally, the Commission found that a one-time loss reducing the consolidated tax liability should not be used in computing a prospective rate order.10 Petitioners challenge the authority and factual support for the orders that issued.
We find that the Commission failed to adequately specify the evidence on which the rate orders were premised. Therefore, we remand the case to the Commission for further consideration.
I. PROCEEDING BELOW
In 1975, Columbia Gulf and Columbia Gas filed for rate increases of $3.7 million and $87.9 million respectively. The Commission suspended the proposed rate increases and allowed a number of parties, including the Petitioner, to intervene. Settlement was reached on all issues except those of consolidated tax treatment and two other issues not relevant here. Hearings were conducted before an Administrative Law Judge, who ruled against the pipeline companies.11 Columbia argued that the pipelines should benefit from consolidated return savings. The Judge found that the consolidated tax liability for the Columbia system was lower than the aggregate of the tax liabilities if every company within the system had filed a separate return.12
Tax losses used to lower consolidated tax liability were generated by three sources: (1) the parent company (which was always in a loss posture because it “lent” capital to affiliates at a loss yet did not have to report dividends paid to it by affiliates);13 (2) by exploration and development companies (Columbia Gas Development Corp., Columbia Gas Development of Canada, Ltd., and Columbia Coal Gasification Corp.); and (3) by Columbia of West Virginia (whose losses Columbia argued were of a non-recurring nature and should be disregarded).
The ALJ found that for the test period, the pipeline companies’ Federal income tax liability was $98.5 million (through consolidated returns).14 Had the pipeline companies filed independent returns, their liability for the three-year test period would have been $159.4 million.15 The principal basis for the ALJ’s ruling disallowing the rate increase was his finding that a large portion of the consolidated tax savings retained by the parent company were not used for exploration and development (e & d), as contended by the pipeline companies but rather went for general corporate purposes.16
This matter came before the Commission, which on June 29, 1978 reversed the initial decision of the Administrative Law Judge in its entirety.17 The City lodged a petition for rehearing which was denied on December 20, 1979 in Opinion 47-A.18 The City then filed its appeal in this Court.
II. STANDARD OF REVIEW
A. Historical Perspective
The issue of whether jurisdictional ratepayers or corporate shareholders should benefit from reduced consolidated tax liability resulting from non-jurisdictional loss[36]*36es has been a subject of controversy in ratemaking for almost two decades.19 The first major consideration of this issue came in 1964 when the Tenth Circuit reversed the Federal Power Commission and ordered it to allow the corporation and not the ratepayers the benefit of a- reduction in tax liability effected by consolidated returns. Cities Service Gas Co. v. FPC, 337 F.2d 97, 101 (10th Cir. 1964).20 The Court found that connecting the losses of non-jurisdictional businesses to the jurisdictional rates was a violation of a Congressional requirement that profits and losses of regulated and non-regulated companies be kept separate. Id. The Fifth Circuit followed the lead of Cities Service in United Gas Pipeline Co. v. FPC, 357 F.2d 230 (5th Cir. 1966),21 by holding that the federal income tax allowance in a rate should have been computed on a separate return basis.22
The Supreme Court reversed the Fifth and Tenth Circuits in FPC v. United Gas Pipeline Co., 386 U.S. 237, 87 S.Ct. 1003, 18 L.Ed.2d 18 (1967). The Court declared that the Commission has the power to take into account consolidated tax savings — generated from whatever source — when determining a company’s cost of service tax allowance.23 At the same time, however,” the Court declared that there is no specific treatment mandated for the allocation of consolidated tax savings.24
United Gas Pipe Line Co. was a subsidiary of the United Gas Corporation. The parent corporation filed consolidated tax returns for the years 1957 to 1961. The losses of United’s two oil and gas production exploration affiliates over this five year period reduced the group’s consolidated tax liability. United Gas Pipeline claimed that its allowance for federal taxes in its rate should have been computed on a standalone basis at the full statutory rate (then 52 percent). The FPC denied the claimed allowance and spread the consolidated taxes among the affiliated companies in the United Group. United Pipe Line was allocated $9.9 million, which was $2.1 million less than its stand-alone claim.
In upholding the Commission, the Supreme Court stated:
There is no frustration of the tax laws inherent in the Commission’s action. The affiliated group may continue to file consolidated returns and through this mechanism set off system losses against system income. The tax law permits this, but it does not seek to control the amount of income which any affiliate may have. Nor does it attempt to set United’s rates. This is the function of the Commission, a function performed here by rejecting that part of the claimed tax expense which was no expense at all, by reducing cost of service and therefore rate, and allowing United only a fair return on its investment.
386 U.S. at 246-47, 87 S.Ct. at 1009.
Despite endorsement by the Supreme Court of its tax cost treatment, the Federal Power Commission changed its policy in [37]*371972. In Florida Gas Transmission Co.-25 the Commission departed from its policy which required that ratepayers receive the benefits of consolidated tax savings. It declared that a “utility should be considered as nearly as possible on its own merits and not on those of affiliates.” 26 The Commission allowed the gas pipeline company in that case to include as its tax cost the amount it would pay on a stand-alone basis despite the fact that the company was part of a group filing a consolidated tax return.27 The Florida Gas decision was not appealed and the Commission policy has never been subjected to judicial scrutiny 28
The policy decision in this case must be examined on its own merits. The issues here on appeal, while analogous to those in the Florida Gas decision, are shaped by justifications not offered by the Commission in that earlier case. In Florida Gas, the losses reducing the consolidated tax liability were generated by a regulated affiliate, the parent distribution company, which was not engaged in exploration and development. Additionally, the Commission emphasized the complexity of business affiliations as the principal reason for its decision and made only passing reference to incentives for development as a basis for the change in policy.29 While the effect of the Florida Gas decision may be the same as the effect of the Commission’s decision in this case, the underlying rationales are distinct. Thus, the regulatory decision reached by the Commission in this case must be examined afresh.
B. Review Criteria
The Natural Gas Act fails to prescribe specific standards for ratemakers to follow. In fact, the only requirement is that a rate be “just and reasonable”.30 This paucity of statutory guidance has resulted in judicial deference to administrative ratesetting.31 However deferential the judiciary may be, courts have never given regulators carte blanche. While the Act itself may be lacking in standards for the Commission to follow, the judiciary has inferred certain requirements from the “just and reasonable” standard.
Judicial review evolved from the end result test enunciated by Justice Douglas in Federal Power Comm. v. Hope Natural Gas Co., 320 U.S. 591, 64 S.Ct. 281, 88 L.Ed. 333 (1944):
Under the standard of “just and reasonable”, it is the result reached and not [38]*38the method employed which is controlling. (citation omitted).... If the total effect of the rate order cannot be said to be unjust and reasonable, judicial inquiry is at an end.
320 U.S. at 602, 64 S.Ct. at 287. Experience has taught that a determination of whether the result reached is just and reasonable requires an examination of the method employed in reaching that result. Permian Basin Area Cases, 390 U.S. 747, 791-92, 88 S.Ct. 1344, 1372-1373, 88 L.Ed. 333 (1968).32 In examining Commission methodology, “[w]hat is basic is the requirement that there be support in the public record for what was done.” American Public Gas Ass’n v. Federal Power Comm’n, 567 F.2d 1016, 1029 (D.C.Cir.1977).
In reviewing the record, this Court engages in an inquiry akin to the “substantial evidence” inquiry mandated by the Administrative Procedure Act, 5 U.S.C. § 706(2)(E) (1976). City of Chicago v. Federal Power Comm’n, 458 F.2d 731, 743 (D.C.Cir.1971).33 Indeed, this Court has required the Commission to specify the evidence on which it relied and to explain how that evidence supports the conclusion it reached. Columbia Gas Transmission Corp. v. FERC, 628 F.2d 578, 589 n.51 (D.C.Cir.1979). “In every ease, the object of review is to determine whether a reasoned conclusion from the record as a whole could support the premise on which the Commission’s action rests. City of Chicago, 458 F.2d at 744.34
These propositions on the standard of review apply to this case. An even more particular standard applies when the Commission seeks, as here, to encourage exploration and development through increased rates to consumers. This Court in City of Detroit v. FPC, 230 F.2d 810 (D.C.Cir.1955) stated that:
[i]f the Commission contemplates increasing rates for the purpose of encouraging exploration and development ... it must see to it that the increase is in fact needed and is no more than is needed for the purpose. Further than this we think the Commission cannot go without additional authority from Congress.
Id. at 817.
Our task is to determine whether there is factual support in the record for the rate order that issued and the resulting change [39]*39in policy. 35 As to that part of the rate order premised on the encouragement of exploration and development, we must determine whether there is evidentiary support for the proposition that a stand-alone tax cost in the rate base, with a resulting increase in rates, will directly result in such development.
III. THE COMMISSION RECORD
The Commission fails to meet the substantial evidence test on two of the three major justifications offered in support of Orders 47 and 47-A. First, apparently recognizing that ratepayers should receive the consolidated tax benefits resulting from the Columbia parent’s peculiar method of distributing capital to affiliates, the Commission maintains that its rate order will insure the ratepayers the benefits; however, the record is sketchy. Second, the one-time losses of the Columbia West Virginia affiliate which reduced tax liability for the test period should not be reflected in a prospective rate order according to FERC; the Commissions findings in this regard were based on substantial evidence. Finally, the Commission urges that the rate order will encourage exploration for the development of natural gas resources; here, the Commission is on weakest ground.
A. Columbia’s Capital Distribution
Almost half of the consolidated tax benefits stem from the relationship between the parent company and the subsidiaries, whereby the parent borrows money at high rates and lends it at low rates, resulting in a balance sheet loss. This loss reduces Columbia’s consolidated tax liability. There is no principled basis for giving Columbia, and denying the ratepayers, the benefit of this tax savings. No policy of the Natural Gas Act would be furthered by allowing Columbia to keep the benefits of this bookkeeping device. FERC does not contest this point.
The Commission claims that the standalone tax liability reflects a reduction in the subsidiaries’ taxable income resulting from the deduction of the parent’s cost of capital, the “real” cost, as an expense. Alternatively, the “book” cost (calculated at the lower rate at which the parent “lent” to the affiliate) could have been used as a deduction, which would have resulted in a larger stand-alone tax liability than that reflected in the rate order. FERC explains that the calculation of stand-alone tax liability passes through the benefits of the parent’s capital distribution losses to the ratepayers. The Commission concluded that the reduction in stand-alone taxable income results in an income tax exactly equal to that calculated by using a higher taxable income (arrived at by deducting the affiliates’ “book” interest expense) and then subtracting the tax benefit of the losses attributable to the affiliates’ use of the parent’s capital.
The City of Charlottesville challenges the Commission’s conclusion that ratepayers receive the tax benefit of this capital distribution plan. Petitioner alleges that the rate base of each affiliate is calculated using the parent’s capital costs. Accordingly, with an increased rate base, there is an increase in income which must be recouped from ratepayers, which diminishes the prior adjustment to taxable income. Under this analysis, the tax benefit is passed-through to ratepayers in the tax cost component of the affiliates’ rates but is concurrently recouped by the Company through higher af[40]*40filiate rates premised on a rate base reflecting the parent’s higher cost of capital.
An evaluation of Petitioner’s claim requires an examination of the interaction between the tax calculation and other portions of the ratemaking formula not briefed to the Court. The record before the Court is incomplete on the relationship between the tax costs and capital costs included in the rate base. On remand, the Commission should consider whether the capital distribution tax benefits are in fact passed-through to ratepayers or whether the pass-through is vitiated by rates premised on a rate base which is inflated by the parent’s cost of capital.
B. The West Virginia Losses
The losses incurred by Columbia of West Virginia during the test period on which the rates at issue were based were the result of a temporary rate moratorium imposed by state regulators. The Commission found, based upon substantial evidence, that the losses would be non-recurring and that the West Virginia affiliate would not generate tax benefits during the term of the prospective rate order. The Commission adjusted the base-period expenses by ignoring the losses and their associated tax benefits before estimating future tax liabilities.
This aspect of the contested rate order is affirmed. The Commission’s treatment of losses of the West Virginia affiliate was a wholly sensible solution to a problem that frequently arises in ratemaking. Ratemakers must project future expenses from past expenses.36 When there is evidence that past expenses are inaccurate predictors, the Commission may ignore them.37 The Commission is affirmed on its treatment of the one-time losses incurred by Columbia of West Virginia.
C. Encouraging Exploration and Development
The Commission is not obligated to follow any particular formula for the apportionment of consolidated tax savings.38 The United ruling allowed flow-through to ratepayers but did not mandate it. FPC v. United Gas Pipe Line Co., 386 U.S. at 246, 87 S.Ct. at 1008. The Commission had authority to allow Columbia the benefits of consolidated tax savings as an incentive to exploration and development39 by adjusting the tax cost component of affiliates’ rates. Adjustment of rates to encourage exploration for and development of natural gas is a proper Commission activity. Permian Basin Area Rate Case, 390 U.S. 747, 798, 88 [41]*41S.Ct. 1344, 1376, 20 L.Ed.2d 312 (1968); City of Detroit, 230 F.2d at 817. While the Commission has legal authority to do what it did in this case,40 it lacked factual support for Orders 47 and 47 — A.
In Opinion No. 47, the Commission declared:
To require Columbia to pay its pipeline customers the tax savings from losses incurred in the search for new gas supplies will operate as a disincentive to continued gas supply development activities by pipelines and other regulated utilities.41
Thus, as justification for allowing the parent corporation to keep tax savings created by e & d companies by attributing standalone tax costs to the affiliates, the Commission suggests that retention will result in greater e & d.42 While the Commission did not fully explain its incentive theory, it appears that the incentive to invest may take effect in two ways: (1) a company may initially invest in e & d with the knowledge that some of the investment will be returned through a tax benefit for general use; or (2) a company may reinvest money returned by e & d losses. Under the first form of incentive, it would not matter to what use the returned investment is put since a company would spend more in the first place knowing that some of the money would be returned. Under the alternative formulation, the money returned via a tax benefit would have to be reinvested for the incentive to work.
The Commission’s reliance on the incentive effect of retained tax benefits is not supported by evidence in the record.43 There is no indication that Columbia’s e & d investments were any greater after FERC’s change in tax cost policy44 than before the supposed incentive was created. And it appears that there was only a partial incentive to reinvest. The FERC ALJ found that only a portion of the tax savings were routed to e & d companies, with the remainder being used for general corporate purposes.45
[42]*42The Commission was obviously aware of the conflict between the evidence of record and the Commission declaration on the incentive effect of retained tax savings. Commission counsel attempted to excuse the disparity between the savings retained and tax savings devoted to e & d. The Commission urged in its brief that tax savings not directly reinvested eventually find their way to the e & d' companies since the parent company finances exploration and development.46 The Commission cites no evidence that tax savings “trickle down” from the parent e & d affiliates. FERC asks this Court to take it on faith that such funneling of tax savings does occur.47
For this Court to uphold the Commission, we must deteimine that the rate order was premised on substantial evidence. We find evidence of the incentive effect offered as justification for corporate retention of tax savings insubstantial. Moreover, there is substantial evidence that retained tax savings go for general corporate purposes.
When the Commission acts in its rate-making role, it must act with statutory authority and factual support. Having determined that the Commission had the statutory authority in this case, we reverse because the- Commission’s orders were not based upon substantial evidence 48.
CONCLUSION
This case is remanded to the Commission for proceedings not inconsistent with this Opinion. It is so ordered.