JOHN R. BROWN, Chief Judge:
Vividly illustrating the increasingly complex character of the retail grocery trade, this appeal also incorporates such diverse elements as a Walt Disney movie, frozen shrimp, canned beef stew and, most significantly, allegations of price discrimination under § 2(d) of the Robinson-Patman Act, 15 U.S.C.A. § 13(d).1 The impetus for our consideration of this amalgam of entertainment, cuisine and trade regulation law is provided by the Federal Trade Commission’s determination that petitioner Colonial Stores, Inc. (Colonial) had practiced an unfair method of competition in commerce2 by inducing from its suppliers discriminatory advertising allowances that Colonial knew or should have known had not been offered to its competitors on proportionally equal terms. We affirm and enforce in its entirety the order of the Commission.
Background: Colonial Falls On Its “Sword”
Colonial is a large, well-established retail grocery chain operating approximately 430 stores in nine States3 with annual sales in the half-billion dollar range. Its activities are divided on a geographical basis into six operating divisions, each of which is supervised by a vice president and a general manager, and most of the buying and merchandising decisions originate at the division level. Within its own trade area the division is more or less autonomous, maintaining a warehouse and keeping separate records regarding purchases, sales, advertising and promotional activities.
Traditionally Colonial has promoted sales of its products in a number of different ways, including direct mail, radio and television advertising and in-store display of particular items. It has also utilized periodically so-called “special event promotions,” in which a variety of advertising and merchandising techniques are devoted to a particular theme derived either from the season (for example, Thanksgiving or Christmas) or from elaborately planned contests involving games or prizes. In addition to soliciting suppliers to participate in these promotions, selecting the themes, and establishing the time period for which they are to run, Colonial also dictates the terms for the events and determines the rate to be paid by suppliers in return for promotional assistance.
Early in 1964 Colonial initiated a pio-motion based on the Walt Disney motion picture “Sword in the Stone,” a feature-length cartoon then being shown throughout the United States. The film’s release was accompanied by a nationwide saturation advertising campaign in[737]*737itiated by its producers, and Colonial sought to capitalize on this extensive publicity by purchasing from a professional supermarket game promoter a packaged promotional campaign4 built around a “Sword in the Stone” theme and employing, among other things,5 color brochure advertising of its suppliers’ products. Although each division utilized a slightly different format, in general each brochure contained approximately fourteen pages of 8 x 5-inch four-color advertising space, and altogether several million of them were mailed to customers in Colonial’s nine-State trade area. Not all suppliers purchased space in this mailer but instead participated in other promotional arrangements involving either in-store displays or cooperative mass media advertising.6
Colonial sold to its suppliers — that is, persuaded them to purchase — brochure advertising space for a variety of well-known products, including Coca-Cola, Alcoa aluminum foil and Gordon’s potato chips. Only two participants in the promotion are relevant for present purposes: Tradewinds Company, a supplier of seafood products which were ordinarily sold through Colonial retail stores, and Poss’ Famous Foods, Inc., producers of a line of canned meat items.7 During the first three months of 1964 Trade-winds paid a total of $7700 for brochure advertising of its breaded frozen shrimp in four Colonial division mailers, while Poss paid $1700 for the advertising of its Brunswick stew in the Columbia division mailer and for the display of its products in Colonial’s stores during the first two weeks of 1965. The Hearing Examiner found, and the Commission agreed, that the promotional consideration paid by each of these suppliers was discriminatory because proportionally equal offers had not been made to Colonial’s competitors.
The Commission’s Findings
With respect to Tradewinds, the evidence establishes that during 1964 it maintained with Colonial a regular cooperative advertising program under which Colonial received a 1% advertising allowance on all purchases of Tradewinds products. Tradewinds also gave to Colonial periodic off-invoice discounts on particular items in return for promotional consideration. There is no dispute that both of these arrangements were offered to all of Colonial’s competitors and were not discriminatory.
However, the FTC found that the payments received by Colonial’s Atlanta Division in connection with the Sword in the Stone promotion were in addition to, rather than part of, the regular advertising allowances and that they were [738]*738therefore unlawful because at least three of Colonial’s competitors had not been offered similar payments.8 This finding was grounded mainly on the fact that, in order for the $2400 payment to fall within the 1% allowance, Colonial would have had to purchase more than a quarter of a million dollars’ worth of Trade-winds products during the first quarter of 1964, although the sales invoices reflected purchases during that period totaling only $33,553.80. Concluding that the “Sword” payments were in addition to the regular advertising allowance, and that equivalent payments had neither been offered nor made to at least some of Colonial's competitors, the Commission held that the promotional consideration paid was discriminatory and that Colonial knew or should have known of that fact.
With respect to Poss, the record reveals that its general manager testified that the company’s standing policy was to offer all customers free goods in return for promotional consideration, in addition to an alternative advertising plan operated on a bill-back basis. However, Poss’ records also showed that during 1964 the value of free goods and allowances offered to the trade generally under its usual programs was grossly disproportionate to the value of the payments made to Colonial for the Sword in the Stone promotion.9 As a result the Commission found that (i) Poss’ payments to Colonial were discriminatory because they so greatly exceeded the payments made to competitors under the usual arrangements, and (ii) Colonial should have known the payments were discriminatory because they so far exceeded the amounts allowed on its own purchases from Poss that there could be no realistic possibility for Poss to offer equivalent payments to competitors.
In addition, several representatives of Colonial’s competitors testified that they had received no offers of proportionally equal promotional consideration equivalent to that paid by Poss for participation in the Sword in the Stone arrangement. At most this evidence establishes that Associated Grocers received $39 during the same quarter for an advertisement in its weekly order books, along with some free goods, but that no cash payments on the scale made by Poss to Colonial had ever been offered or accepted.
Colonial’s Counterattack
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JOHN R. BROWN, Chief Judge:
Vividly illustrating the increasingly complex character of the retail grocery trade, this appeal also incorporates such diverse elements as a Walt Disney movie, frozen shrimp, canned beef stew and, most significantly, allegations of price discrimination under § 2(d) of the Robinson-Patman Act, 15 U.S.C.A. § 13(d).1 The impetus for our consideration of this amalgam of entertainment, cuisine and trade regulation law is provided by the Federal Trade Commission’s determination that petitioner Colonial Stores, Inc. (Colonial) had practiced an unfair method of competition in commerce2 by inducing from its suppliers discriminatory advertising allowances that Colonial knew or should have known had not been offered to its competitors on proportionally equal terms. We affirm and enforce in its entirety the order of the Commission.
Background: Colonial Falls On Its “Sword”
Colonial is a large, well-established retail grocery chain operating approximately 430 stores in nine States3 with annual sales in the half-billion dollar range. Its activities are divided on a geographical basis into six operating divisions, each of which is supervised by a vice president and a general manager, and most of the buying and merchandising decisions originate at the division level. Within its own trade area the division is more or less autonomous, maintaining a warehouse and keeping separate records regarding purchases, sales, advertising and promotional activities.
Traditionally Colonial has promoted sales of its products in a number of different ways, including direct mail, radio and television advertising and in-store display of particular items. It has also utilized periodically so-called “special event promotions,” in which a variety of advertising and merchandising techniques are devoted to a particular theme derived either from the season (for example, Thanksgiving or Christmas) or from elaborately planned contests involving games or prizes. In addition to soliciting suppliers to participate in these promotions, selecting the themes, and establishing the time period for which they are to run, Colonial also dictates the terms for the events and determines the rate to be paid by suppliers in return for promotional assistance.
Early in 1964 Colonial initiated a pio-motion based on the Walt Disney motion picture “Sword in the Stone,” a feature-length cartoon then being shown throughout the United States. The film’s release was accompanied by a nationwide saturation advertising campaign in[737]*737itiated by its producers, and Colonial sought to capitalize on this extensive publicity by purchasing from a professional supermarket game promoter a packaged promotional campaign4 built around a “Sword in the Stone” theme and employing, among other things,5 color brochure advertising of its suppliers’ products. Although each division utilized a slightly different format, in general each brochure contained approximately fourteen pages of 8 x 5-inch four-color advertising space, and altogether several million of them were mailed to customers in Colonial’s nine-State trade area. Not all suppliers purchased space in this mailer but instead participated in other promotional arrangements involving either in-store displays or cooperative mass media advertising.6
Colonial sold to its suppliers — that is, persuaded them to purchase — brochure advertising space for a variety of well-known products, including Coca-Cola, Alcoa aluminum foil and Gordon’s potato chips. Only two participants in the promotion are relevant for present purposes: Tradewinds Company, a supplier of seafood products which were ordinarily sold through Colonial retail stores, and Poss’ Famous Foods, Inc., producers of a line of canned meat items.7 During the first three months of 1964 Trade-winds paid a total of $7700 for brochure advertising of its breaded frozen shrimp in four Colonial division mailers, while Poss paid $1700 for the advertising of its Brunswick stew in the Columbia division mailer and for the display of its products in Colonial’s stores during the first two weeks of 1965. The Hearing Examiner found, and the Commission agreed, that the promotional consideration paid by each of these suppliers was discriminatory because proportionally equal offers had not been made to Colonial’s competitors.
The Commission’s Findings
With respect to Tradewinds, the evidence establishes that during 1964 it maintained with Colonial a regular cooperative advertising program under which Colonial received a 1% advertising allowance on all purchases of Tradewinds products. Tradewinds also gave to Colonial periodic off-invoice discounts on particular items in return for promotional consideration. There is no dispute that both of these arrangements were offered to all of Colonial’s competitors and were not discriminatory.
However, the FTC found that the payments received by Colonial’s Atlanta Division in connection with the Sword in the Stone promotion were in addition to, rather than part of, the regular advertising allowances and that they were [738]*738therefore unlawful because at least three of Colonial’s competitors had not been offered similar payments.8 This finding was grounded mainly on the fact that, in order for the $2400 payment to fall within the 1% allowance, Colonial would have had to purchase more than a quarter of a million dollars’ worth of Trade-winds products during the first quarter of 1964, although the sales invoices reflected purchases during that period totaling only $33,553.80. Concluding that the “Sword” payments were in addition to the regular advertising allowance, and that equivalent payments had neither been offered nor made to at least some of Colonial's competitors, the Commission held that the promotional consideration paid was discriminatory and that Colonial knew or should have known of that fact.
With respect to Poss, the record reveals that its general manager testified that the company’s standing policy was to offer all customers free goods in return for promotional consideration, in addition to an alternative advertising plan operated on a bill-back basis. However, Poss’ records also showed that during 1964 the value of free goods and allowances offered to the trade generally under its usual programs was grossly disproportionate to the value of the payments made to Colonial for the Sword in the Stone promotion.9 As a result the Commission found that (i) Poss’ payments to Colonial were discriminatory because they so greatly exceeded the payments made to competitors under the usual arrangements, and (ii) Colonial should have known the payments were discriminatory because they so far exceeded the amounts allowed on its own purchases from Poss that there could be no realistic possibility for Poss to offer equivalent payments to competitors.
In addition, several representatives of Colonial’s competitors testified that they had received no offers of proportionally equal promotional consideration equivalent to that paid by Poss for participation in the Sword in the Stone arrangement. At most this evidence establishes that Associated Grocers received $39 during the same quarter for an advertisement in its weekly order books, along with some free goods, but that no cash payments on the scale made by Poss to Colonial had ever been offered or accepted.
Colonial’s Counterattack
Colonial advances three distinct arguments to justify its contention that the PTC’s cease and desist order cannot stand. The first is a Charge of the Light Brigade 10 head-on assault, mounted on the assertion that the findings of discriminatory payments are not supported by substantial evidence. The second is a flanking movement which proceeds on the theory that, even if the payments were not offered to Colonial’s competitors on proportionally equal terms, Colonial may not be held responsible because it had neither actual knowledge nor reason to know of their illegality. The last is a strategic retreat necessitated by a concession for the sake of argument: assuming that the payments were discriminatory, and that Colonial was aware [739]*739of facts placing their legality into question, Colonial asserts that it satisfied its duty to make reasonable inquiry by eliciting from each participating supplier a signed statement to the effect that payments made in connection with the Sword in the Stone promotion were being offered to all Colonial competitors on a proportionally equal basis.11
FTC, Not Court, Finds Facts
At this point a preliminary remark is necessary. As is frequently the case in appeals from orders of Federal regulatory commissions, Colonial finds itself in the unenviable position of challenging fact-findings made by an administrative agency whose primary function, by explicit Congressional mandate,12 is the finding of facts. We have consistently reiterated — and we emphasize the point again now — that when Congress has vested in a Federal agency plenary authority to investigate and regulate particular forms of commercial or economic activity, entrusting it with primary responsibility for the resolution of complex and usually sharply disputed factual issues, appellate court review of the exercise of that authority is confined by the narrow perimeter of the substantial evidence rule.13 Findings of fact cannot and will not be set aside if the evidence in the record reasonably supports the administrative conclusion, even though suggested alternative conclusions may be equally or even more reasonable and persuasive. The findings must [740]*740stand unless they were wrong, and they cannot be wrong — that is, reversibly wrong — if substantial evidence supports them.14
The wisdom of this rule is unassailable. If the corner grocery store — locally owned and competitively supreme within the ambit of the immediate neighborhood —has not yet died out entirely, it is nevertheless well on the way toward extinction. Its successor is the supermarket chain, operating hundreds of stores on a grandiose interstate scale, with thousands of employees, annual sales totaling hundreds of millions of dollars, and the initiative to devise merchandising and marketing techniques of a progressively intricate character.15 Effective Federal regulation of such commercial giants, in order to preserve competition and thereby promote the public interest as formulated by Congress would be impossible if the FTC’s factual determinations are periodically undermined in the courts. Judges are not equipped to explore the esoteric mysteries of the retail grocery business. The necessary expertise, acquired by long experience in the handling of complex problems involving a given activity, is administrative rather than judicial.
To state those premises, under present circumstances, is almost to state the conclusion. The FTC, following extensive hearings in which both sides presented voluminous testimonial and documentary evidence,16 determined that Colonial had induced from its suppliers illegal promotional payments which it knew or should have known were not being offered to its competitors on proportionally equal terms. Both direct and circumstantial evidence in the record supports this conclusion. The Commission’s findings and order must therefore stand.
Evidence of Discriminatory Payments
Colonial argues first that the finding of discriminatory payments is not supported by substantial evidence because (i) no evidence excludes the possibility that the Tradewinds payments were not made pursuant to the standing 1% of purchases advertising agreement, (ii) no evidence excludes the possibility that Tradewinds made offers of free goods to Colonial’s competitors in lieu of cash payments, (iii) the fact that Poss’ payments to Colonial on a percentage of purchases basis were much greater than those received by competitors is not evidence that Poss did not offer similar arrangements to those competitors, and (iv) even if such offers were not made, the larger payments were not necessarily [741]*741discriminatory because the standard is a comparative one, depending upon the type of promotional benefits received.
None of these assertions can withstand serious scrutiny. In the first place, although there was no direct evidence adduced to prove that the Atlanta Division’s $2400 payment was not part of the regular 1% allowance — and under the circumstances it is difficult to see what form such proof would have taken — the circumstantial evidence introduced on the issue has a probative value equivalent to Thoreau’s trout in the milk. The division’s sales invoices reflect total first quarter purchases from Tradewinds of $33,553.80,17 no single division purchase amounting to more than $8,000 in any one week. For the same period Colonial’s billing under the 1% allowance amounted to $181.25.18 Thus the total first quarter payments to Colonial’s Atlanta Division totaled $2581.25 against a 1% allowance on purchases amounting at most to $335.54. We think this fact alone constitutes substantial evidence supporting the FTC’s conclusion that the $2400 Sword payment was in addition to, rather than pursuant to, the 1% advertising allowance.19 “Figures speak and when they do, Courts listen.” 20
[742]*742Nor is there any substance to Colonial’s further speculation — also wholly devoid of any evidentiary support ■ — that the $2400 payment might have been offset by a Tradewinds offer of free goods to Colonial’s competitors. Such a supposition is beyond credulity when — in a record of several hundred pages following proceedings which spanned nearly a year — the only facts bearing on the point reveal that the total value of such offers amounted to no more than $35 (CX 521c). Even if Colonial had advanced a viable hypothesis, however, the FTC was nevertheless not compelled to accept it, particularly in the absence of evidence establishing it and in the face of evidence refuting it. See note 13, supra.
For similar reasons the finding that Poss’ $1700 payment was discriminatory must stand, since Colonial does not really dispute the evidence upon which this finding is based but instead merely asserts that other evidence is more persuasive and thus dictates a different result.
Although Poss’ general manager, Mr. Mangleburg, testified that the company’s salesmen were under direct orders to proportionalize promotional payments by making equivalent offers to the trade generally, he did not testify that such offers had in fact been made in connection with the Sword in the Stone promotion.21 On the other hand Mr. Ponder of Associated Grocers testified unequivocally that Poss made no offers of cash promotional consideration during the period in question, that it was ordinarily the policy of Associated to accept such offers when they were made, that if an otherwise acceptable offer had been made it would have been accepted, and that Associated had actually received from Poss no more than a few cases of free goods and three dollars a week for an ad in its order book (App. 162). In addition Mr. Veach of Bi-Lo, Inc., another Colonial competitor, stated that he did not recall any offers of promotional consideration from Poss that would have approximated Poss’ payment to Colonial.22 At this stage, then, the [743]*743evidence reasonably supports the finding that, regardless of what its “established policy” might have been, Poss failed to follow up its Sword payment with offers of proportionally equal payments to all Colonial competitors.
Moreover, the Commission then nailed the lid on the coffin of the discrimination issue with evidence establishing that Colonial either knew or had reason to know that Poss’ payments were illegal because they so greatly exceeded the normal proportion of allowances to purchases. Although not conclusive in itself, that evidence strongly reinforces the other testimony regarding the absence of equivalent offers.
Proportionality: The “Payments Made-Benefits Received” Theory
Finally, Colonial advances the contention that even though Poss may not have followed its payment to Colonial by offering to competitors payments proportion-alized on a strict percentage of purchases basis, there can still be no finding of discrimination because Poss realized more valuable promotional benefits from Colonial than it would have received from any of its competitors. In other words, the argument is that the more effective promotional techniques employed in the Sword in the Stone contest justified payments that were comparatively larger than those made for promotional efforts of less commercial value. Or, to put it still another way, only Colonial had a Sword in the Stone project, so the suppliers could not have offered similar allowances to competitors who were not undertaking a similar promotional scheme.
Unfortunately the cases cited by Colonial23 do not justify such an expansive interpretation of § 2(d)’s requirement of “proportional equality.” Obviously a multi-million dollar supermarket chain will be capable of providing promotional services of considerably greater utility and sophistication than those of a smaller competitor, and such services will be worth more to the supplier. But the requirements of proportionality are not satisfied merely because the supplier gives the competitors a choice between initiating a promotion comparable in scale to the Sword in the Stone game and foregoing any corresponding promotional consideration whatever.24 Some minimal effort to pro-[744]*744portionalize in good faith must be made, and while promotional benefits received may enter into the calculation, they cannot obliterate entirely the fact that the fundamental relationship is one of proportionality among o//ers.25 To hold otherwise would result in widely varying promotional payments in amounts almost directly related to the size and mercantile prowess of the individual payee, a consequence which § 2(d) was enacted to preclude.
The conclusion is thus inevitable that Poss did not simply offer more for promotional activities that provided more, but rather failed altogether to offer Colonial’s competitors anything approximating a proportionally equal arrangement. It made some offers of free goods, but these were trifling when compared to the $1700 lump payment made to Colonial. Several competitors testified that no equivalent offer had ever been made. Under these circumstances there is ample evidentiary support for the Commission’s conclusion that the Poss payment was discriminatory.
The problem with Colonial’s whole line of attack on these factual issues is that it mistakenly assumes that the Commission must affirmatively negate every conceivable adverse inference which can be drawn from the evidence. That is not the law. If substantial evidence reasonably supports the conclusion reached, the fact that alternative conclusions may have remained unexplored is totally irrelevant. We judge only the sufficiency of the proof, not the propriety of the FTC’s investigative methods. See Niresk Industries, Inc. v. F.T.C., 7 Cir., 1960, 278 F.2d 337, 343 (concurring opinion), cert, denied, 364 U.S. 883, 81 S.Ct. 173, 5 L.Ed.2d 104.
Did Colonial Have Reason To Know That The Payments Were Discriminatory?
Given the fact of discrimination, the question now becomes whether substantial evidence supports the Commission’s finding that Colonial knew or should have known of it. J. Weingarten, Inc., 1963, 62 F.T.C. 1521, 1525. Clearly it does.
Instances in which the FTC will be able to prove actual knowledge of a § 2(d) violation are likely rare, since the only direct evidence of a state of mind must come from the testimony of the individuals who have broken the law. As a consequence, “although knowledge must be proved, it need not be by direct evidence; circumstantial evidence, permitting the inference that petitioners knew, or in the exercise of normal care would have known, of the disproportionality of the payments is sufficient.” American News Co. v. F.T.C., 2 Cir., 1962, 300 F.2d [745]*745104, 110, cert, denied, 371 U.S. 824, 83 S.Ct. 44, 9 L.Ed.2d 64; Grand Union Co. v. F.T.C., 2 Cir., 1962, 300 F.2d 92, 100; Giant Food Inc. v. F.T.C., 1962, 113 U.S.App.D.C. 227, 307 F.2d 184, 187, cert, denied, 1963, 372 U.S. 910, 83 S.Ct. 723, 9 L.Ed.2d 718; cf. Automatic Canteen Co. of America v. F.T.C., 1953, 346 U.S. 61, 73 S.Ct. 1017, 97 L.Ed. 1454.
The Commission’s findings with respect to both the Tradewinds and the Poss payments are based on the theory that, by virtue of its own experience with the cooperative advertising agreements and off-invoice and free goods allowances of both suppliers, Colonial must have known that the $2400 and $1700 payments were so grossly disproportionate to the ordinary allowances computed on a percentage of purchases basis that neither supplier was making offers of proportionally equal payments to all competitors. Thus, Tradewinds’ Sword in the Stone payment amounted to approximately 7% of Colonial’s total first quarter purchases, in addition to whatever it received under the usual off-invoice allowances. Yet it knew that competitors were receiving payments under the cooperative agreement amounting to no more than 1% of purchases, and it must have known that Tradewinds simply could not have afforded to make offers proportional in value to all other dealers, a fact confirmed by the testimony of Mr. Mueller, Colonial’s expert on grocery advertising and promotional programs.26
The $1700 payment received from Poss should have been even more suspect from Colonial’s standpoint, since that amount represented 46% of the first quarter purchases of the product advertised,27 while Poss’ usual promotional allowance of one case of free goods for each ten cases purchased amounted to only 10%, with a few other payments of lesser percentages. From its own experience Colonial had reason to know that its competitors were being short-changed by Poss, and it cannot now reasonably contend that it was unaware of facts that gave more than fair warning.
The “Clean Bill of Health” Provision
Colonial’s final argument is that, conceding it was aware of facts placing it under a duty to inquire about the legality of the payments, it nevertheless satisfied that duty by requiring both Tradewinds and Poss to sign written representations (see note 11, supra) that similar payments were being offered to competitors on a proportionally equal basis. We think the FTC justifiably concluded that the inducement of this self-serving declaration was entitled to no evidentiary weight whatever under the circumstances.
In the first place the forms were not signed by Tradewinds until nearly a month after, nor by Poss until more than a month after, the Sword in the Stone promotion began (CX 25, 61). Consequently their ex post facto character limits if not precludes the possibility of their being considered as evidence of precautions taken by Colonial before the promotional agreement was reached.
[746]*746Even more significant, however, the requirement that a supplier sign such a representation is simply not sufficient, by itself, to offset actual knowledge of facts strongly suggesting, if not establishing, that despite disclaimers to the contrary the supplier is not offering proportionally equal payments to competitors. A written agreement, which by its nature is to be treated as a substitute for inquiry, cannot take the place of an independent investigation if, as found by the Commission, there are ample grounds for believing that the other party may not be complying with the requirements of the law.28 And while the exigencies of the trade may make such painstaking verification difficult, the obvious answer — in this case, at least— is that any sort of inquiry would have confirmed what there was already good reason for suspecting. It would surely have confirmed what the facts were, leaving perhaps some uncertainty as to their legal consequences. But on that score no amount of written statements, disclaimers, protestations of clean health, noble purpose or purity of heart made by another could exculpate the recipient from bearing what the law imposes. When the warning signs are so clear, the recipient must either devise some practicable method for allaying its doubts— and thereby satisfying its duty of inquiry — or it must forego entirely the opportunity to solicit a lucrative but highly suspect promotional arrangement. An alternative, of course, is to risk ~ a disastrous engagement with’ the FTC and, as here, to lose.
The order of the Commission is affirmed and enforced in its entirety.
Affirmed and enforced.