Mid Continent Steel & Wire, Inc. v. United States, No. 15-00213 (Ct. Int'l Trade 2021)

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This opinion or order relates to an opinion or order originally issued on March 23, 2017.

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Slip Op. 21-4 UNITED STATES COURT OF INTERNATIONAL TRADE MID CONTINENT STEEL & WIRE, INC. ET AL., Plaintiff and Consolidated Plaintiffs, v. Before: Claire R. Kelly, Judge UNITED STATES, Consol. Court No. 15-00213 Defendant, and PT ENTERPRISE INC. ET AL., Defendant-Intervenors and Consolidated DefendantIntervenors. OPINION AND ORDER [Sustaining Commerce’s decision to use a simple average to calculate a pooled standard deviation as part of its differential pricing analysis in its antidumping duty investigation of certain steel nails from Taiwan.] Dated: January 8, 2021 Adam H. Gordon and Ping Gong, The Bristol Group PLLC of Washington, DC, for plaintiff and consolidated defendant-intervenor Mid Continent Steel & Wire, Inc. Bruce M. Mitchell, Ned H. Marshak, Andrew T. Schutz, and Dharmendra Choudhary, Grunfeld Desiderio Lebowitz Silverman & Klestadt LLP of Washington, DC, and New York, NY, for consolidated plaintiffs and defendant-intervenors PT Enterprise Inc., Pro-Team Coil Nail Enterprise Inc., Unicatch Industrial Co., Ltd., WTA International Co., Ltd., Zon Mon Co., Ltd., Hor Liang Industrial Corp., President Industrial Inc., and Liang Chyuan Industrial Co., Ltd. Mikki Cottet, Senior Trial Counsel, Commercial Litigation Branch, Civil Division, U.S. Department of Justice, of Washington, DC, for defendant. Also on the brief were Consol. Court No. 15-00213 Page 2 Jeffrey Bossert Clark, Acting Assistant Attorney General, Jeanne E. Davidson, Director, and Patricia M. McCarthy, Assistant Director. Of counsel on the brief was Vania Wang, Attorney, Office of the Chief Counsel for Trade Enforcement & Compliance, U.S. Department of Commerce of Washington, DC. Kelly, Judge: Before the court is the U.S. Department of Commerce’s (“Commerce”) second remand redetermination in the antidumping duty (“ADD”) investigation of certain steel nails from Taiwan, pursuant to the court’s order implementing the Court of Appeals for the Federal Circuit’s (“Court of Appeals”) mandate in Mid Continent Steel & Wire, Inc. v. United States, 940 F.3d 662 (Fed. Cir. 2019) (“Mid Continent III”) rev’g in part 41 CIT __, 219 F. Supp. 3d 1326 (2017) (“Mid Continent I”). See also Mid Continent Steel & Wire, Inc. v. United States, 41 CIT __, 273 F. Supp. 3d 1161 (2017) (“Mid Continent II”); Final Results of Redetermination Pursuant to Court Order, June 16, 2020, ECF No. 144-1 (“Second Remand Results”); Order, Dec. 3, 2019, ECF No. 132 (“Order”). The court remanded to Commerce for further proceedings in conformity with Mid Continent III, see Order, where the Court of Appeals found wanting, for several reasons, Commerce’s explanation of its use of a simple average when determining the pooled standard deviation in its Cohen’s d test. See Mid Continent III, 940 F.3d at 673–75. The Court of Appeals observed that: Commerce failed to address that the relevant part of the literature Commerce itself cites, calls for the use of weighted averages; Commerce’s statement that simple averaging will not “skew” the outcome of its analysis, was conclusory; Commerce neither supported its dismissal of PT’s charge that simple averages would distort the outcome of its Cohen’s d test, nor Consol. Court No. 15-00213 Page 3 explained why simple averaging was preferable; and, Commerce appeared to assume that weighted averaging must be done by counting the number of transactions, as opposed to quantities, sold within every transaction. See id. On remand, Commerce reconsiders whether its “calculation of the pooled standard deviation based on a simple average of the variances determined for the test and comparison groups was appropriate,” and finds that it is. Second Remand Results at 4–17. Commerce explains that a simple average of the variances for each group accurately represents pricing behaviors within each group because it is the group pricing that matters, and not the individual pricing amongst all sales, for the purposes of its analysis. See id. at 15–17, 35–36. Thus, using a simple average of the variances within each group in the pooled standard deviation, as the denominator in the Cohen’s d analysis, will not mask possible targeted dumping that only exists within one group. See id. Conversely, a weighted average, based either on the number of transactions, sales volume or value, would skew the results towards the group with greater transactions or sales volume or value (and thus dilute the results from the other group). See id. at 2, 15–17. Commerce, therefore explains that a simple average is preferable because the purpose of the analysis is to identify masked dumping within the test group. See id. at 8, 14–17. For the following reasons, the court sustains Commerce’s decision to use a simple average to calculate the pooled standard deviation. Consol. Court No. 15-00213 Page 4 BACKGROUND On June 25, 2014, in response to a petition filed by Mid Continent, Commerce initiated an ADD investigation of certain steel nails from six countries, including Taiwan. See Certain Steel Nails from India, the Republic of Korea, Malaysia, the Sultanate of Oman, Taiwan, the Republic of Turkey, and the Socialist Republic of Vietnam, 79 Fed. Reg. 36,019 (Dep’t Commerce June 25, 2014) (initiation of less-thanfair-value investigations). Commerce selected Taiwanese exporters PT Enterprise Inc. et al.’s (“PT”) 1 and its affiliated producer, Pro-Team, and Quick Advance, Inc. and its affiliated producer, Ko’s Nails Inc., as mandatory respondents for the investigation. See Certain Steel Nails from Taiwan, 79 Fed. Reg. 78,053, 78,054 (Dep’t Commerce Dec. 29, 2014) (preliminary determination of sales at less than fair value, postponement of final determination) (“Prelim. Results”); Decision Memorandum for the Preliminary Determination in the Antidumping Duty Investigation of Certain Steel Nails from Taiwan at 2, PD 225, bar code 3247845-01 PT Enterprise Inc., Pro-Team Coil Nail Enterprise Inc., Unicatch Industrial Co., Ltd., WTO International Co., Ltd., Zon Mon Co., Ltd., Hor Liang Industrial Corp., President Industrial Inc. and Liang Chyuan Industrial Co., Ltd. 1 Consol. Court No. 15-00213 Page 5 (Dec. 17, 2014) (“Prelim. Decision Memo”); 2 see also Section 777A of the of the Tariff Act of 1930, as amended 19 U.S.C. § 1677f-1(c)(2)(B) (2012). 3 On December 29, 2014, Commerce issued its negative preliminary determination. See Prelim. Results, 79 Fed. Reg. at 78,053; see also Prelim. Decision Memo at 1. Commerce applied its differential pricing analysis and determined that, although 41.73 percent of PT’s U.S. sales passed the Cohen’s d test, a meaningful difference did not exist in the dumping margins that would result from using the standard average-to-average (“A-to-A”) methodology and the alternate mixed methodology. See Prelim. Decision Memo at 12. Commerce accordingly applied the standard A-to-A methodology to all of PT’s sales, and preliminarily determined that respondents’ steel nails from Taiwan “are not being, or are not likely to be, sold in the United States at less than fair value.” Id. at 1. 4 Commerce preliminarily assigned On October 16, 2015, Defendant submitted indices to the public and confidential administrative records underlying Commerce’s Final Results. These indices are located on the docket at ECF No. 17. All further references in this opinion to administrative record documents are identified by the numbers assigned by Commerce in those indices and preceded by “PD” and “CD” to denote public or confidential documents. 2 Further citations to the Tariff Act of 1930, as amended, are to the relevant provisions of Title 19 of the U.S. Code, 2012 edition. 3 Commerce uses what it refers to as a differential pricing analysis to determine whether there is a pattern of prices for comparable merchandise which differed significantly and then considers whether those differences can be taken into account using an A-to-A, a transaction-to-transaction or an average-to-transaction methodology. See 19 U.S.C. § 1677f-1. Specifically, the statute provides: 4 (footnote continued) Consol. Court No. 15-00213 Page 6 PT a weighted-average dumping margin of 0.00 percent. See Prelim. Results, 79 Fed. Reg. at 78,054. On May 20, 2015, Commerce issued its final determination. See Certain Steel Nails from Taiwan, 80 Fed. Reg. 28,959 (Dep’t Commerce May 20, 2015) (final determination of sales at less than fair value) (“Final Results”) and accompanying Issues and Decision Memorandum for the Affirmative Final Determination in the Less than Fair Value Investigation of Certain Steel Nails from Taiwan, May 13, 2015, ECF No. 17 (“Final Decision Memo”). As an initial matter, Commerce determined that it made ministerial errors which impacted the dumping margins it calculated in the Prelim. Results. See Final Results, 80 Fed. Reg. at 28,960. Additionally, Commerce made other adjustments, including changes to the margin calculation. See Final Decision Memo at 1; Final Results, 80 Fed. Reg. at 28,960; Mid Continent I, 41 The administering authority may determine whether the subject merchandise is being sold in the United States at less than fair value by comparing the weighted average of the normal values to the export prices (or constructed export prices) of individual transactions for comparable merchandise, if-(i) there is a pattern of export prices (or constructed export prices) for comparable merchandise that differ significantly among purchasers, regions, or periods of time, and (ii) the administering authority explains why such differences cannot be taken into account using a method described in paragraph [19 U.S.C. § 1677f-1(1)(A)(i) or (ii)]. 19 U.S.C. § 1677f-1(d)(1)(B). In its analysis, Commerce creates a ratio where the numerator is the difference between the mean of the test group’s prices and the mean of the comparison group’s prices and the denominator is the “pooled” variance of the test and comparison groups. See Mid Continent III, 940 F.3d at 671. Mid Continent III found wanting Commerce’s explanation for its decision to use simple averaging to calculate the pooled variance as opposed to weighted averaging. See id. at 673–675. Consol. Court No. 15-00213 Page 7 CIT at __, 219 F. Supp. 3d at 1331. Commerce determined that 42.27 percent of PT’s U.S. sales had passed the Cohen’s d test, and accordingly applied the mixed methodology, by which Commerce applies the average-to-transaction (“A-to-T”) method to PT’s sales that passed the Cohen’s d test and the A-to-A method to PT’s sales that did not pass the Cohen’s d test, to calculate a respondent’s weightedaverage dumping margin. See Final Decision Memo at 19. Commerce determined that a meaningful difference existed between the resultant A-to-A margin and mixed methodology margin, so it applied the mixed methodology (A-to-T) to calculate PT’s weighted-average dumping margin. See Final Decision Memo at 15–17. Commerce subsequently assigned PT a weighted-average dumping margin of 2.24 percent. See Final Results, 80 Fed. Reg. at 28,961. The final determination resulted in an ADD order on subject nails from Taiwan. See Certain Steel Nails from the Republic of Korea, Malaysia, the Sultanate of Oman, Taiwan, and the Socialist Republic of Vietnam, 80 Fed. Reg. 39,994, 39,994–97 (Dep’t Commerce July 13, 2015) ([ADD] orders). 5 On September 4, 2015, Mid Continent Steel & Wire, Inc. (“Mid Continent”) challenged Commerce’s final determination. See Compl., Sept. 4, 2015, ECF No. 9. On September 18, 2015, PT moved to intervene as a defendant-intervenor, see Con. Mot. to Intervene as of Right, Sept. 18, 2015, ECF No. 11, which the court granted. See Order, Sept. 21, 2015, ECF No. 15. Later, Mid Continent’s challenge was consolidated with a challenge by PT in Ct. No. 15-00220, a parallel proceeding involving the same parties, facts and record. See Joint Status Report & Proposed Briefing Schedule at 2, Nov. 16, 2015, ECF No. 18; Order, Nov. 16, 2015, ECF No. 19. All of the issues raised in either Mid Continent’s or PT’s original complaints have 5 (footnote continued) Consol. Court No. 15-00213 Page 8 On March 23, 2017, the U.S. Court of International Trade (“CIT”) sustained Commerce’s determination including its decision to use a simple average to calculate the pooled standard deviation. See Mid Continent I, 41 CIT at __, 219 F. Supp. 3d at 1340–43. On October 3, 2019, the Court of Appeals vacated and remanded in part the CIT’s judgment sustaining Commerce’s decision. See Mid Continent III, 940 F.3d at 675. The Court of Appeals disagreed with PT’s challenge to Commerce’s use of zeroing and Commerce’s requirement to have a Cohen’s d coefficient of at least 0.8, and thus sustained this court’s ruling upholding Commerce on those issues. See Mid Continent III, 940 F.3d at 672. However, the Court of Appeals instructed the CIT to remand to Commerce to provide additional reasoning in support of its decision to use a simple average to calculate the pooled standard deviation. See id. at 673–75. On December 3, 2019, the CIT remanded to Commerce to provide further explanation in accordance with the Court of Appeals’ directive. See Order, Dec. 3, 2019, ECF No. 132. On March 3, 2020, Commerce released its draft remand redetermination and invited the parties to comment. See Draft Results of Redetermination Pursuant to been resolved before this court, and the Court of Appeals, but for the issue of whether Commerce’s decision to use a simple average (as opposed to weighted average) to calculate the pooled standard deviation was reasonable. See generally Mid Continent I, 41 CIT __, 219 F. Supp. 3d 1326; Mid Continent II, 41 CIT __, 273 F. Supp. 3d 1161; Mid Continent III, 940 F.3d 662. Consol. Court No. 15-00213 Page 9 Court Order [Mid Continent III], PRRs 3–5, bar codes 3949998-01–03 (Mar. 3, 2020). 6 On March 19, 2020, PT and Mid Continent submitted comments to Commerce. See Second Remand Results at 3. On April 9, 2020, Commerce gave the parties an opportunity to submit factual information to rebut, clarify or correct the information contained in the comments submitted on March 19, 2020. See id. On May 4, 2020, Mid Continent submitted new factual information in response to PT’s comments. See id. On June 16, 2020, Commerce published its Second Remand Results. See generally id. It continues to find that it was justified in using a simple average of the variances to calculate the pooled standard deviation. See generally id. 7 On June 23, 2020, Defendant submitted indices to the public and confidential administrative records underlying Commerce’s Second Remand Results. These indices are located on the docket at ECF Nos. 147-2 and 147-3, respectively. All further references in this opinion to administrative record documents are identified by the numbers assigned by Commerce in those indices and preceded by “PRR” and “CRR” to denote public or confidential documents. 6 PT filed comments on the Second Remand Results on July 28, 2020, see Pl. [PT]’s Cmts. on Remand Results, July 28, 2020, ECF No. 150, and Mid Continent and Commerce each filed a reply to PT’s comments on the remand results. See Pl. & Consol. Def.-Intervenor [Mid Continent]’s Rely to Cmts. on Remand Results, Sept. 10, 2020, ECF No. 154; Def.’s Resp. to Cmts. on Remand Results, Sept. 10, 2020, ECF No. 155. Later, PT made a motion to file additional comments, see Mot. for Leave to File Add. Cmts., Sept. 16, 2020, ECF No. 156, which the court granted. See Order, Oct. 8, 2020, ECF No. 164. PT filed additional comments on October 15, 2020, see Pl. [PT]’s Add. Cmts. on Remand Results, Oct. 15, 2020, ECF No. 165 (“PT.’s Add. Cmts.”), and Mid Continent and Commerce each filed a reply to the additional comments. See Def. [U.S.]’s Reply to Cmts. on Remand Results, Oct. 22, 2020, ECF No. 166; Pl. & Def.-Intervenor [Mid Continent]’s Reply to Cmts. on Remand Results, Oct. 22, 2020, ECF No. 167. 7 Consol. Court No. 15-00213 Page 10 JURISDICTION AND STANDARD OF REVIEW The court has jurisdiction pursuant to 19 U.S.C. § 1516a(a)(2)(B)(i), and 28 U.S.C. § 1581(c) (2012), 8 which grant the court authority to review actions contesting the final determination in an investigation of an ADD order. The court will uphold Commerce’s determination unless it is “unsupported by substantial evidence on the record, or otherwise not in accordance with law[.]” 19 U.S.C. § 1516a(b)(1)(B)(i). “The results of a redetermination pursuant to court remand are also reviewed ‘for compliance with the court’s remand order.’” Xinjiamei Furniture (Zhangzhou) Co. v. United States, 38 CIT __, __, 968 F. Supp. 2d 1255, 1259 (2014) (quoting Nakornthai Strip Mill Public Co. v. United States, 32 CIT 1272, 1274, 587 F. Supp. 2d 1303, 1306 (2008)). DISCUSSION In the results of its second remand redetermination, Commerce again decides to calculate a simple average of the variances in its Cohen’s d analysis, because in the present context it is more accurate to assign the test and comparison groups equal weight. See Second Remand Results. PT contends that a simple average is inconsistent with the statute and unreasonable as applied to this case, while the use of a weighted average is consistent with the statute, reasonable and produces a more accurate result. See Pl. [PT]’s Cmts. on Remand Results, July 28, 2020, ECF No. 150 (“PT’s Br.”). For the following reasons, Commerce’s decision is sustained. 8 Further citations to Title 28 of the U.S. Code are to the 2012 edition. Consol. Court No. 15-00213 Page 11 In its second remand redetermination, Commerce again examines whether PT’s sales reflect a “pattern of export prices” for “comparable merchandise that differ[ed] significantly among purchasers, regions, or periods of time” and whether the differences can be “taken into account” using an A-to-A or A-to-T methodology. See Second Remand Results at 5. Commerce determines whether there is a pattern of export prices using a test known as Cohen’s d, which tests differences among subsets within a complete set of data. See id.; Mid Continent III, 940 F.3d at 671. The subsets here are called the test group and the comparison group. See Mid Continent III, 940 F.3d at 671. The Cohen’s d test requires Commerce to create a ratio in which the numerator is the difference between the mean of the test group’s prices and the mean of the comparison group’s prices. See Mid Continent III, 940 F.3d at 671. The denominator is the “pooled” variance of the test and comparison groups. See Mid Continent III, 940 F.3d at 671. Although the pooled variance could either be a weighted average or a simple average, Commerce chooses in its analysis to use a simple average. See Second Remand Results at 15– 16; see also Final Decision Memo at 28–29. Ultimately, Commerce divides the difference in the mean by the pooled variance to determine the Cohen’s d coefficient. See Mid Continent III, 940 F.3d at 671. If the Cohen’s d coefficient is 0.8 or greater, Commerce will deem the test group’s pricing significantly different from the comparison group’s pricing for purposes of meeting the “pattern” condition. See Mid Continent III, 940 F.3d at 671. Consol. Court No. 15-00213 Page 12 In the Second Remand Results, Commerce further explains that it uses a simple average, rather than a weighted average, for the pooled standard deviation to calculate an average of the comparison and test group’s pricing behaviors that equally reflects both groups: [T]he purpose of Commerce’s Cohen’s d test is to determine whether U.S. prices differ significantly among purchasers, regions, or time periods – i.e., do prices to each purchaser, region, or time period differ significantly from all other prices of the comparable merchandise. Although these are all prices in the U.S. market made by the respondent, this analysis requires that these prices be subdivided into separate distinct groups to consider separately whether the respondent’s pricing behavior for sales to one specific group differs from its pricing behavior for all other sales. In other words, these prices, all of which are used to evaluate: 1) a respondent’s pricing behavior in the U.S. market; and 2) whether the respondent is dumping, are now considered to represent two distinct pricing behaviors which may differ significantly. For the purpose of this particular analysis, Commerce finds that these two distinct pricing behaviors are separate and equally rational, and each is manifested in the individual prices within each group. Second Remand Results at 8–9, 32. Commerce reasons that the appropriate yardstick by which to gauge the difference in the means between the groups is a simple average of each group’s standard deviation, rather than one that weights the deviation based on the individual sales. See id. at 9–10. Commerce explains, given the objective of comparing pricing behavior of two distinct groups of sales, weight-averaging by sales volume or value (or number of transactions), would inappropriately move the pooled standard deviation toward the pricing behavior of either the test or comparison group. See Second Remand Results at 7–9, 14–16, 32. Thus, in its Second Remand Results, Commerce continues to find that using a simple average is preferable to a weighted Consol. Court No. 15-00213 Page 13 average, and Commerce further addresses the specific points for which the Court of Appeals ordered further explanation. See generally id. In using a simple average, Commerce acknowledges that the Cohen’s d literature supports the use of a weighted average, but further explains that the literature varies depending on the given context. See Second Remand Results at 32– 33 (invoking the literature produced by Cohen, Ellis and Coe); Mid Continent III, 940 F.3d at 673–74 (the Court of Appeals found Commerce’s argument to be deficient because “Commerce said that it was simply using a widely accepted statistical test; yet it did not acknowledge that the only cited literature source for the relevant aspect of the test itself calls for the use of weighted averages.”). In this context, Commerce examines a company’s pricing behavior within a group of sales, and therefore, the effect of the standard deviation within that group should not be diluted by the effect of the standard deviation within another group. 9 See Second Remand Results at 33– 36. Commerce explains that the pricing behaviors categorized by purchaser, region or time period are “equally genuine,” and thus deserve equal weight. See id. at 32. Commerce’s analysis of the literature and the varying alternatives to calculate a pooled standard deviation implicates the Court of Appeals’ second and third concerns regarding whether the simple average or the weighted average will skew the results Further, Commerce states that the relevant literature deals with sampled data, thus PT’s emphasis on “statistical significance and inferences, including sample size” as taken from the literature is misplaced in this context because Commerce is not conducting any sampling, but rather is “calculate[ing] means and variances of the U.S. prices [which] are the actual values of the entire population of U.S. sales.” See Second Remand Results at 37–38. 9 Consol. Court No. 15-00213 Page 14 and why a simple average is more accurate than a weighted average. 10 See Mid Continent III, 940 F.3d at 674. Commerce also confronts the examples PT provided to the Court of Appeals, and the Court of Appeals referenced in its holding, which PT argues prove that simple averaging to get the pooled variance distorts the results of the Cohen’s d test. See Second Remand Results at 10–14; Mid Continent III, 940 F.3d at 674. As a preliminary matter, Commerce claims, as it did in the Final Decision Memo, that PT relies upon a flawed assumption in the use of its examples. Namely, Commerce claims that PT’s examples rest on the assumption that the standard deviation will increase with the group size. 11 The Court of Appeals noted that Commerce’s determination that the assumption PT was purportedly making—that standard deviation will increase with the group size—is not always true was unsupported and, in any event, did not substitute for an explanation of why using the weighted-average methodology would distort the results. See Mid Continent III, 940 F.3d at 674. PT refutes Commerce’s characterization of its argument and states unequivocally “that Further, Commerce explains that contrary to PT’s contentions, the term “skew” as used in statistical analysis is not relevant here because Commerce is not sampling data, it is using all available data. See Second Remand Results at 38. Commerce simply uses “skew” in a generic sense to discuss the appropriate weight to be given to each subset of data relevant to calculating the variances. See id. 10 Commerce states that “[t]he Department disagrees with Respondents’ argument that using a simple average rather than a weighted average, by number of observations, undervalues the pooled standard deviation, which thereby distorts the results of the Cohen’s d test. Respondents’ conclusion is based on its assumptions that the number of observations and the variance of the U.S. prices to the test groups will both be smaller than the number of observations and the variance of the U.S. prices to the comparison groups.” See Final Decision Memo at 29. 11 Consol. Court No. 15-00213 Page 15 PT’s proposed methodology has nothing to do with ‘the assumption that the standard deviation increases as the size of the group increases.’” PT’s Br. at 34. Indeed, PT provides other examples to illustrate its point that Commerce’s characterization of its argument is incorrect and that its approach is reasonable while Commerce’s is not. See PT’s Br. at Ex. 1. Thus, PT and Commerce agree that the standard deviation does not necessarily increase as the sample size increases. See Second Remand Results at 11–12; PT’s Br. at 34. Nonetheless, PT’s examples do not demonstrate that Commerce’s approach is unreasonable. PT claims its examples show that using a simple average is objectively unreasonable, but it offers no explanation in support of its assertion, other than pointing out that the use of a simple average results in a dumping margin for PT, while the use of a weighted average produces a de minimis rate. See PT’s Br. at 3, 8–12. In response to the Court of Appeals concerns, Commerce explains how its approach effectuates its statutory objective. Commerce further states that PT’s argument that Commerce’s choice of methodology may produce different results does not on its own demonstrate that Commerce’s chosen methodology is unreasonable. See Fujitsu Gen. v. United States, 88 F.3d 1034, 1043 (Fed. Cir. 1996) (“To survive judicial scrutiny, an agency's construction need not be the only reasonable interpretation or even the most reasonable interpretation.”). Finally, although the Court of Appeals found that Commerce’s view—that simple averaging was more predictable, while weighted averaging can conceal manipulation—appeared to be based on the assumption that weight averaging must Consol. Court No. 15-00213 Page 16 be done by counting the number of transactions, as opposed to quantities, see Mid Continent III, 940 F.3d at 674, Commerce now explains that that distinction is immaterial. See Second Remand Results at 15–16. Commerce states that no matter how it weights the smaller group, either by volume, value or number of transactions, using a weighted average “would improperly give preference to one pricing behavior over another.” 12 See id. at 16. Before the court, PT supplies various examples as to why, in its view, weightedaveraging leads to reasonable results and a simple average does not. See PT’s Br. at 8–16. Defendant argues that PT’s examples and arguments relying on these examples are barred by the doctrine of exhaustion. See Second Remand Results at 18–25. “[T]he Court of International Trade shall, where appropriate, require the exhaustion of administrative remedies.” 28 U.S.C. § 2637(d). Where the doctrine of exhaustion applies, and a party fails to exhaust its remedies by not raising a particular issue(s) in the case brief to the agency, those issues cannot be considered by the court. See id.; Consol. Bearings Co. v. United States, 348 F.3d 997, 1003 (Fed. Cir. 2003) (citations omitted). The purpose of exhaustion is to afford the agency an opportunity to consider an interested party’s concerns before the courts review the agency determination for reasonableness. See Jacobi Carbons AB v. United States, 41 CIT __, __, 222 F. Supp. 3d 1159, 1170 (2017). Commerce further states that this preference would “vary wildly for the same purchaser, region or time period for different products.” See Second Remand Results at 16. 12 Consol. Court No. 15-00213 Page 17 Much of the information to which Defendant objects further illustrates arguments that PT already made. 13 To the extent that these examples provide further illustrations of PT’s examples provided to the Court of Appeals and considered by Commerce, they are not barred by the doctrine of exhaustion. See Apex Frozen Foods Private Ltd. v. United States, 41 CIT __, __, 208 F. Supp. 1398, 1404 (2017) (“Apex”) (finding that plaintiffs “fully developed and squarely addressed” the relevant issue in prior litigation with the government). To the extent that PT seeks to illustrate insights beyond those illustrated in the examples previously supplied, those arguments are barred by the doctrine of exhaustion. Nonetheless, as further examples they do no more than reveal that the results of a simple average and weighted average pooled standard deviation are different. See PT’s Br. at 17–18 (presenting and explaining Table 1, which shows the number of times that the simple average and weighted average produced different results). Although PT repeatedly concludes that the weighted average results are reasonable, while the simple average results are not, it offers no analysis of why its PT justifies its submission as a response to Commerce’s argument that PT’s examples are “cherry-picked” and as further evidence that Commerce’s use of the simple average is unreasonable. See Consol. Pl. [PT’s] Add. Cmts. on Redetermination at 1–2, Oct. 15, 2020, ECF No. 165. Commerce first raised the point that the examples were cherry-picked in its draft results for the second remand redetermination, see Draft Results of Redetermination Pursuant to Ct. Order at 12, PRRs 3–5, bar codes 3949998-01–03 (Mar. 30, 2020), and therefore Defendant argues PT could have raised its additional information in response to the draft results. See Zehejiang Mach. Imp. & Exp. Corp. v. United States, 44 CIT __, __, Slip Op. 20-122 at 26–30 (Aug. 21, 2020) (finding that plaintiff failed to exhaust its remedies on a particular issue where Commerce raised the issue in its preliminary results and plaintiff failed to respond). 13 Consol. Court No. 15-00213 Page 18 pronouncements are accurate. See, e.g., PT’s Br. at 19 (“examples of [simple average] results being more reasonable than [weighted average] results, if they exist at all, are much harder to find”); see also, e.g., id. at 23 (“for certain scenarios Commerce’s [simple average] methodology does not work”). The one point that PT appears to make with these visuals is that the test group may have a similar price spread as the comparison group in cases where the test group nonetheless passes the Cohen’s d test using a simple average. See PT’s Br. at Exs. 2, 3 & 4. Implicit in this point is a view that the test group should have a different spread from the comparison group in order to have a passing score for Cohen’s d. It is unclear to the court why PT’s implicit assumption should be true. The very point that Commerce makes to support its use of a simple average is that the test group and the comparison group are two distinct groups and the price variances within them need to be considered independently. The statute tasks Commerce with determining whether there are U.S. prices that differ significantly among purchasers, regions or periods of time; and therefore, Commerce examines the pricing behaviors for those distinct groups. See Second Remand Results at 8–9, 32; Def.’s Resp. to Cmts. on Remand Redetermination at 15–16, Sept. 10, 2020, ECF No. 155 (“Def.’s Resp.”). The court fails to see how the existence of similar price spreads among sales within the two groups necessarily means that the overall pricing behaviors of the two groups are the same. For similar reasons PT’s arguments regarding analysis of variance or “ANOVA” fail to persuade the court that Commerce’s approach is unreasonable. Again, in its comments before this court PT includes arguments that Defendant Consol. Court No. 15-00213 Page 19 claims PT failed to exhaust before the agency. See PT’s Br. at 34–39. PT argues that the statistical principles upon which the Cohen literature relied support the use of a weighted average for the pooled standard deviation. See id. at 34–36. More specifically PT argues that the statistical concept ANOVA “establishes universal relationships between the spread of a batch of data. . . and the spreads within subgroups of that batch.” See id. at 35. Thus PT contends ANOVA supports the use of weighted average. See id. at 34–36. Defendant argues that PT failed to exhaust its argument regarding ANOVA before Commerce and therefore should not be allowed to raise the issue before the court. See Def.’s Resp. at 23–25. Although, PT did not use the phrase analysis of variance or ANOVA in its comments on the draft remand redetermination, it did argue Commerce’s approach did not comport with the statistical principles underlying the Cohen’s d analysis. See Pl. [PT]’s Cmts. on Draft Redetermination at 16–19 & Ex. 2, PRR 9, bar code 3955836-01 (Mar. 19, 2020). But again, even allowing PT to make the more detailed argument in this court does not convince the court that Commerce’s approach is unreasonable. Commerce considered the arguments for using a weighted average, including the literature cited by PT explaining that statistical principles supported the use of a weighted average. See generally Second Remand Results; see also Fujitsu, 88 F.3d at 1039 (noting the deference due to Commerce’s expertise for determinations involving “complex economic and accounting decisions of a technical nature”). Commerce concluded that, given the task before it as provided in the statute, it would rely on the simple average because Consol. Court No. 15-00213 Page 20 in the context of the Cohen’s d test, the U.S. prices to each purchaser, region or time period separately and equally represent the respondent’s pricing behavior, which itself is determined by the respondent’s rational economic goal of maximizing the benefits accruing to the respondent. Second Remand Results at 36. Therefore, PTs arguments concerning ANOVA as support for the use of a weighted average have been addressed by Commerce. For the foregoing reasons, Commerce’s choice to use a simple average for the pooled standard deviation is reasonable. CONCLUSION For the foregoing reasons, it is ORDERED that Commerce’s Second Remand Results is sustained. Judgment will enter accordingly. /s/ Claire R. Kelly Claire R. Kelly, Judge Dated: January 8, 2021 New York, New York

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