{"title":"审判模式:反垄断专家面临道伯特挑战","authors":"Edoardo Peruzzi","doi":"10.1080/1350178x.2023.2267052","DOIUrl":null,"url":null,"abstract":"ABSTRACTEconomists are often called upon as expert witnesses by the parties involved in antitrust litigation. One challenge they may face in US federal courts is compliance with the Daubert standard of admissibility of expert testimony. The interplay between model applicability and the Daubert standard is analyzed, suggesting the importance of distinguishing between weak applicability claims, those that state that a model’s critical assumptions are shared by the target, and strong applicability claims, those that connect empirical models and quantitative market features. Recent antitrust cases in which expert testimonies based on economic models have been assessed following the Daubert standard are examined using this framework. Some normative implications are drawn concerning how to improve judges’ assessment of model-based arguments.KEYWORDS: Modelsantitrust lawDaubertmodel applicabilityexpert testimonyJEL CLASSIFICATION: B41K21L41L44 AcknowledgementsI wish to thank Nicola Giocoli, Emrah N. Aydinonat, Uskali Mäki, Steven G. Medema, Kevin D. Hoover, as well as two anonymous reviewers, for their helpful comments and suggestions. This work has been presented in seminars at the TINT Centre for Philosophy of Social Science, University of Helsinki, and Center for the History of Political Economy, Duke University. I thank the organizers and all participants for lively discussions and useful remarks.Disclosure statementNo potential conflict of interest was reported by the author(s).Notes1 In addition to antitrust law, other legal areas where economic reasoning finds an eminent place are securities regulation, employment discrimination, and patent infringement (see Chassonnery-Zaïgouche, Citation2020; Maas & Svorenčík, Citation2017).2 The name originates from Daubert v. Merrell Dow Pharm. Inc., 509 US 579 (1993). See below, Section 2.3 Rule 702 – Testimony by Expert Witness. Retrieved from: https://www.law.cornell.edu/rules/fre/rule_702.4 These findings should however be taken with a certain degree of caution for it is extremely hard to build a dataset containing all and only Daubert-related challenges (see Langenfeld & Alexander, Citation2011, Appendix).5 The Daubert Tracker website reports that economics ranks fourth among the most challenged discipline under Daubert/Rule 702 after medicine, engineering, and psychology. See www.dauberttracker.com (accessed May 15, 2023).6 Merger simulation has been introduced as a methodology for antitrust enforcement in the mid-1990s and it is now considered a standard tool by antitrust authorities. For a survey on merger simulation, see Budzinski and Ruhmer (Citation2010).7 Stanford economist Robert Hall saw his testimony rejected in Concord Boat Corp v. Brunswick (207 F.3d 1039, 8th Cir., 2000) because the Cournot model proposed to describe the relevant market did not fit economic realities (see Werden et al., Citation2004, p. 89). Three years later, a federal judge excluded the plaintiff’s expert following a Daubert challenge on similar grounds in Heary Bros. Lightning Prot. Co., Inc. v. Lightning Prot. Inst., 287 F. Supp. 2d 1038 (D. Ariz. 2003). See infra, Section 6.8 The classical reference on the topic of the realism of assumptions in economics is Friedman (Citation1953) and the vast debate following it (see Mäki, Citation2009).9 Economists usually refer to the procedure of building empirical models of such kind as structural modelling approach (e.g. Reiss & Wolak, Citation2007).10 In the field of industrial economics, the distinction between game-theoretic models that represent market competition in the abstract and their empirical counterparts, which result from parametrizing such models using real-world data, is relatively clear. However, when we consider economics in a broader context, delineating a precise line between theoretical and empirical models becomes a challenging task and it remains an open question in the philosophy of economics.11 Section 5 infra will discuss a concrete example of an empirical model designed by the economic expert witness in an antitrust dispute.12 The three kinds of evidence are not mutually exclusive. For a concrete example of an expert witness using both indirect evidence and sensitivity analysis, see Section 5 below.13 It is important to note that the weak applicability of a theoretical model does not guarantee the strong applicability of an empirical model derived from it. So, that the critical assumptions of the Bertrand model are shared by the Texas fruit market does not imply that the predictions of the empirical model will be accurate (for example, if demand elasticities are poorly estimated). Therefore, once federal judges are satisfied with the weak applicability claim, they proceed to examine the strong applicability claim (see infra Sections 5 and 6).14 Castro v. Sanofi Pasteur Inc. 134 F. Supp. 3d 820 (D.N.J. 2015). I accessed the court’s opinion, legal briefs, motions, and other unpublished material through the legal database LexisNexis.15 Castro, Exhibit 51B. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5KS1-D4J1-JNCK-21KY-00000-00&context=1516831.16 For a textbook treatment of the model, see Tirole (Citation1988).17 To be precise, he identified such portion of the market in the Federal Supply Schedule (FSS), viz. long-term contracts with companies that provide access to commercial products and services at regulated prices to the government. As explained by Elhauge (Exhibit 51B), he used data on FSS purchasers because ‘FSS customers were not subject to the Bundle and thus their decisions could not be distorted by the Bundle’ (p. 190).18 Castro, Reply Brief. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5YX8-9GF1-FBV7-B32M-00000-00&context=1516831.19 District judge Colleen McMahon’s recent comment on a Daubert motion provides an example. ‘This is a classic example’, she wrote, ‘of what this Court calls, “That expert’s testimony hurts our case, so let’s try to disqualify the expert” use of Daubert. A Daubert inquiry is designed to weed out unreliable methodologies – “junk science” – not to be a substitute for cross-examination about the validity of an analysis that uses established methodologies. […] Economic bargaining models have been upheld as reliable in other antitrust cases. […] Defendants are free at trial to explore Dr. Vogt’s application (or misapplication) of the model’ (In re Namenda Indirect Purchaser Antitrust Litig., 338 F.R.D. 527 (S.D.N.Y. 2021), p. 546).20 In a section called ‘Mr. Guth misapplied the Cournot model’, judge Roslyn Silver wrote that ‘if firms compete on price, the Cournot model does not apply. It is undisputed that LPS firms compete on the price, not quantity, because they compete by price bidding. […] thus the Cournot model does not fit the economic reality’ (Heary Bros. Lightning Prot. Co. v. Lighning Prot. Inst., 287 F. Supp. 2D 1038 (D. Ariz. 2003), p. 1060). Likewise, in Food Lion, LLC v. Dean Foods (In re Se. Milk Antitrust Litig.), the district court excluded the testimony of the plaintiff’s economic expert. The court claimed that the expert’s Cournot model failed to consider crucial commercial realities of the relevant market (2012 U.S. Dist. LEXIS 37650, 2012-1 Trade Cas. (CCH) P77,948, 2012 WL 947106, U.S. Dist. Ct. E.D. Tenn., Greenville Div. March 20, 2012, Filed).21 In re Google Play Store Antitrust Litig., 2022 U.S. Dist. LEXIS 213670, 2022 WL 17252587 (United States District Court for the Northern District of California November 28, 2022, Filed).22 The pass-through rate, which is determined by estimating the market demand, reveals the extent to which App developers pass on the supracompetitive costs imposed by Google to end consumers.23 ‘Dr. Singer posits, without objection by Google, that the Android App Distribution Market is a two-sided market. […] Dr. Singer said that he used for the two-sided Android App Distribution Market the Rochet–Tirole model. […] the “pass-through” rate is a critical element of Dr. Singer’s overcharge analysis, and is the main point of contention in the Daubert dispute. […] Overall, Google has not demonstrated that unreliability or invalidity warrant exclusion of Dr. Singer’s opinions’ (In re Google Play Store Antitrust Litig., p. 8 ff.).24 Roughly speaking, a Daubert hearing is efficient when the court successfully manages three often conflicting needs: excluding unreliable scientific evidence, upholding the jury’s fact-finding role, and minimizing the time and expenses incurred by all parties involved.25 Additionally, my suggestion aligns with the views of legal scholars such as Bartholomew (Citation2014) and Haw Allensworth (Citation2012), who have argued that scrutinizing the specifics of empirical models exceeds the original intent of the Daubert ruling.Additional informationNotes on contributorsEdoardo PeruzziEdoardo Peruzzi is a PhD candidate in Economics in the programme of the Tuscan Universities (Florence, Pisa, and Siena). He works at the intersection between philosophy of economics, antitrust economics, and history of economics. His current project concerns the use of economic theory in antitrust enforcement. Personal website: https://sites.google.com/view/edoardoperuzzi/homepage.","PeriodicalId":46507,"journal":{"name":"Journal of Economic Methodology","volume":"9 1","pages":"0"},"PeriodicalIF":1.7000,"publicationDate":"2023-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Models on trial: antitrust experts face <i>Daubert</i> challenges\",\"authors\":\"Edoardo Peruzzi\",\"doi\":\"10.1080/1350178x.2023.2267052\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"ABSTRACTEconomists are often called upon as expert witnesses by the parties involved in antitrust litigation. One challenge they may face in US federal courts is compliance with the Daubert standard of admissibility of expert testimony. The interplay between model applicability and the Daubert standard is analyzed, suggesting the importance of distinguishing between weak applicability claims, those that state that a model’s critical assumptions are shared by the target, and strong applicability claims, those that connect empirical models and quantitative market features. Recent antitrust cases in which expert testimonies based on economic models have been assessed following the Daubert standard are examined using this framework. Some normative implications are drawn concerning how to improve judges’ assessment of model-based arguments.KEYWORDS: Modelsantitrust lawDaubertmodel applicabilityexpert testimonyJEL CLASSIFICATION: B41K21L41L44 AcknowledgementsI wish to thank Nicola Giocoli, Emrah N. Aydinonat, Uskali Mäki, Steven G. Medema, Kevin D. Hoover, as well as two anonymous reviewers, for their helpful comments and suggestions. This work has been presented in seminars at the TINT Centre for Philosophy of Social Science, University of Helsinki, and Center for the History of Political Economy, Duke University. I thank the organizers and all participants for lively discussions and useful remarks.Disclosure statementNo potential conflict of interest was reported by the author(s).Notes1 In addition to antitrust law, other legal areas where economic reasoning finds an eminent place are securities regulation, employment discrimination, and patent infringement (see Chassonnery-Zaïgouche, Citation2020; Maas & Svorenčík, Citation2017).2 The name originates from Daubert v. Merrell Dow Pharm. Inc., 509 US 579 (1993). See below, Section 2.3 Rule 702 – Testimony by Expert Witness. Retrieved from: https://www.law.cornell.edu/rules/fre/rule_702.4 These findings should however be taken with a certain degree of caution for it is extremely hard to build a dataset containing all and only Daubert-related challenges (see Langenfeld & Alexander, Citation2011, Appendix).5 The Daubert Tracker website reports that economics ranks fourth among the most challenged discipline under Daubert/Rule 702 after medicine, engineering, and psychology. See www.dauberttracker.com (accessed May 15, 2023).6 Merger simulation has been introduced as a methodology for antitrust enforcement in the mid-1990s and it is now considered a standard tool by antitrust authorities. For a survey on merger simulation, see Budzinski and Ruhmer (Citation2010).7 Stanford economist Robert Hall saw his testimony rejected in Concord Boat Corp v. Brunswick (207 F.3d 1039, 8th Cir., 2000) because the Cournot model proposed to describe the relevant market did not fit economic realities (see Werden et al., Citation2004, p. 89). Three years later, a federal judge excluded the plaintiff’s expert following a Daubert challenge on similar grounds in Heary Bros. Lightning Prot. Co., Inc. v. Lightning Prot. Inst., 287 F. Supp. 2d 1038 (D. Ariz. 2003). See infra, Section 6.8 The classical reference on the topic of the realism of assumptions in economics is Friedman (Citation1953) and the vast debate following it (see Mäki, Citation2009).9 Economists usually refer to the procedure of building empirical models of such kind as structural modelling approach (e.g. Reiss & Wolak, Citation2007).10 In the field of industrial economics, the distinction between game-theoretic models that represent market competition in the abstract and their empirical counterparts, which result from parametrizing such models using real-world data, is relatively clear. However, when we consider economics in a broader context, delineating a precise line between theoretical and empirical models becomes a challenging task and it remains an open question in the philosophy of economics.11 Section 5 infra will discuss a concrete example of an empirical model designed by the economic expert witness in an antitrust dispute.12 The three kinds of evidence are not mutually exclusive. For a concrete example of an expert witness using both indirect evidence and sensitivity analysis, see Section 5 below.13 It is important to note that the weak applicability of a theoretical model does not guarantee the strong applicability of an empirical model derived from it. So, that the critical assumptions of the Bertrand model are shared by the Texas fruit market does not imply that the predictions of the empirical model will be accurate (for example, if demand elasticities are poorly estimated). Therefore, once federal judges are satisfied with the weak applicability claim, they proceed to examine the strong applicability claim (see infra Sections 5 and 6).14 Castro v. Sanofi Pasteur Inc. 134 F. Supp. 3d 820 (D.N.J. 2015). I accessed the court’s opinion, legal briefs, motions, and other unpublished material through the legal database LexisNexis.15 Castro, Exhibit 51B. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5KS1-D4J1-JNCK-21KY-00000-00&context=1516831.16 For a textbook treatment of the model, see Tirole (Citation1988).17 To be precise, he identified such portion of the market in the Federal Supply Schedule (FSS), viz. long-term contracts with companies that provide access to commercial products and services at regulated prices to the government. As explained by Elhauge (Exhibit 51B), he used data on FSS purchasers because ‘FSS customers were not subject to the Bundle and thus their decisions could not be distorted by the Bundle’ (p. 190).18 Castro, Reply Brief. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5YX8-9GF1-FBV7-B32M-00000-00&context=1516831.19 District judge Colleen McMahon’s recent comment on a Daubert motion provides an example. ‘This is a classic example’, she wrote, ‘of what this Court calls, “That expert’s testimony hurts our case, so let’s try to disqualify the expert” use of Daubert. A Daubert inquiry is designed to weed out unreliable methodologies – “junk science” – not to be a substitute for cross-examination about the validity of an analysis that uses established methodologies. […] Economic bargaining models have been upheld as reliable in other antitrust cases. […] Defendants are free at trial to explore Dr. Vogt’s application (or misapplication) of the model’ (In re Namenda Indirect Purchaser Antitrust Litig., 338 F.R.D. 527 (S.D.N.Y. 2021), p. 546).20 In a section called ‘Mr. Guth misapplied the Cournot model’, judge Roslyn Silver wrote that ‘if firms compete on price, the Cournot model does not apply. It is undisputed that LPS firms compete on the price, not quantity, because they compete by price bidding. […] thus the Cournot model does not fit the economic reality’ (Heary Bros. Lightning Prot. Co. v. Lighning Prot. Inst., 287 F. Supp. 2D 1038 (D. Ariz. 2003), p. 1060). Likewise, in Food Lion, LLC v. Dean Foods (In re Se. Milk Antitrust Litig.), the district court excluded the testimony of the plaintiff’s economic expert. The court claimed that the expert’s Cournot model failed to consider crucial commercial realities of the relevant market (2012 U.S. Dist. LEXIS 37650, 2012-1 Trade Cas. (CCH) P77,948, 2012 WL 947106, U.S. Dist. Ct. E.D. Tenn., Greenville Div. March 20, 2012, Filed).21 In re Google Play Store Antitrust Litig., 2022 U.S. Dist. LEXIS 213670, 2022 WL 17252587 (United States District Court for the Northern District of California November 28, 2022, Filed).22 The pass-through rate, which is determined by estimating the market demand, reveals the extent to which App developers pass on the supracompetitive costs imposed by Google to end consumers.23 ‘Dr. Singer posits, without objection by Google, that the Android App Distribution Market is a two-sided market. […] Dr. Singer said that he used for the two-sided Android App Distribution Market the Rochet–Tirole model. […] the “pass-through” rate is a critical element of Dr. Singer’s overcharge analysis, and is the main point of contention in the Daubert dispute. […] Overall, Google has not demonstrated that unreliability or invalidity warrant exclusion of Dr. Singer’s opinions’ (In re Google Play Store Antitrust Litig., p. 8 ff.).24 Roughly speaking, a Daubert hearing is efficient when the court successfully manages three often conflicting needs: excluding unreliable scientific evidence, upholding the jury’s fact-finding role, and minimizing the time and expenses incurred by all parties involved.25 Additionally, my suggestion aligns with the views of legal scholars such as Bartholomew (Citation2014) and Haw Allensworth (Citation2012), who have argued that scrutinizing the specifics of empirical models exceeds the original intent of the Daubert ruling.Additional informationNotes on contributorsEdoardo PeruzziEdoardo Peruzzi is a PhD candidate in Economics in the programme of the Tuscan Universities (Florence, Pisa, and Siena). He works at the intersection between philosophy of economics, antitrust economics, and history of economics. His current project concerns the use of economic theory in antitrust enforcement. 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引用次数: 0
摘要
在反垄断诉讼中,经济学家经常被要求作为专家证人。他们在美国联邦法院可能面临的一个挑战是遵守专家证词可采性的道伯特标准。分析了模型适用性和道伯特标准之间的相互作用,表明区分弱适用性声明和强适用性声明的重要性,弱适用性声明是指模型的关键假设被目标共享,强适用性声明是指将经验模型和定量市场特征联系起来。在最近的反垄断案件中,根据道伯特标准评估了基于经济模型的专家证词,并使用该框架进行了审查。关于如何提高法官对基于模型的论点的评估,提出了一些规范含义。关键词:模型;反垄断法;daubert模型适用性;专家证词;jel分类:B41K21L41L44致谢我要感谢Nicola Giocoli, Emrah N. Aydinonat, Uskali Mäki, Steven G. Medema, Kevin D. Hoover以及两位匿名审稿人的有用意见和建议。这项工作已在赫尔辛基大学TINT社会科学哲学中心和杜克大学政治经济史中心的研讨会上发表。我感谢组织者和所有与会者的热烈讨论和有益的发言。披露声明作者未报告潜在的利益冲突。注1除反垄断法外,经济推理在证券监管、就业歧视和专利侵权等法律领域也占有重要地位(见Chassonnery-Zaïgouche, Citation2020;Maas & Svorenčík, Citation2017)这个名字源于道伯特诉梅雷尔陶氏制药公司。公司,509 US 579(1993)。见下文第2.3条规则702 -专家证人证词。然而,这些发现应该在一定程度上谨慎对待,因为构建一个包含所有或仅包含道伯特相关挑战的数据集是非常困难的(参见Langenfeld & Alexander, Citation2011,附录)据道伯特追踪网站报道,在道伯特/ 702规则下,经济学在最具挑战性的学科中排名第四,仅次于医学、工程学和心理学。参见www.dauberttracker.com(访问日期为2023年5月15日)在20世纪90年代中期,合并模拟作为反垄断执法的一种方法被引入,现在被反垄断当局视为一种标准工具。关于并购模拟的调查,见Budzinski和Ruhmer (Citation2010)斯坦福大学经济学家罗伯特·霍尔在康科德船公司诉布伦瑞克案(2000年第8期,207 F.3d 1039)中发现他的证词被驳回,因为用来描述相关市场的古诺模型不符合经济现实(见Werden et al., Citation2004,第89页)。三年后,一名联邦法官排除了原告的专家。此前,道伯特以类似理由在heavy Bros. Lightning pro案中提出质疑。公司诉Lightning Prot案287楼。补充2d 1038(亚利桑那州2003年)。关于经济学中假设的现实主义主题的经典参考是弗里德曼(Citation1953)和随后的广泛辩论(见Mäki, Citation2009)经济学家通常将构建经验模型的过程称为结构建模方法(如Reiss & Wolak, Citation2007)在产业经济学领域,代表市场竞争的抽象博弈论模型与代表市场竞争的实证模型之间的区别是相对清晰的,后者是通过使用现实世界的数据将这些模型参数化而产生的。然而,当我们在更广阔的背景下考虑经济学时,在理论模型和实证模型之间划出一条精确的界限就成了一项具有挑战性的任务,这在经济学哲学中仍然是一个悬而未决的问题下文第5节将讨论一个由反垄断纠纷中的经济专家证人设计的实证模型的具体例子这三种证据并不相互排斥。关于专家证人同时使用间接证据和敏感性分析的具体例子,见下文第5节重要的是要注意,理论模型的弱适用性并不能保证由它推导出的经验模型的强适用性。因此,得克萨斯州水果市场也认同伯特兰模型的关键假设,但这并不意味着经验模型的预测将是准确的(例如,如果需求弹性估计不佳)。因此,一旦联邦法官对弱适用性主张感到满意,他们就开始审查强适用性主张(见下文第5和6节)卡斯特罗诉赛诺菲巴斯德公司134 F。补编3d 820 (D.N.J. 2015)。 我通过法律数据库LexisNexis.15查阅了法院的意见、法律摘要、动议和其他未发表的材料卡斯特罗,证物51B。关于该模型的教科书处理,请参见梯若尔(Citation1988)准确地说,他在联邦供应计划(FSS)中确定了这部分市场,即与以规定价格向政府提供商业产品和服务的公司签订长期合同。正如Elhauge(表51B)所解释的那样,他使用了FSS购买者的数据,因为“FSS客户不受捆绑,因此他们的决定不会被捆绑扭曲”(第190页)卡斯特罗,回复简报。地区法官科琳·麦克马洪(Colleen McMahon)最近对Daubert动议的评论提供了一个例子。“这是一个典型的例子,”她写道,“法院称之为,“专家的证词损害了我们的案件,所以让我们试着取消专家”使用道伯特的资格。道伯特调查的目的是剔除不可靠的方法——“垃圾科学”——而不是取代对使用既定方法的分析的有效性进行交叉询问。在其他反垄断案件中,经济议价模式被认为是可靠的。[…]被告可以在审判中自由探讨Vogt博士对该模型的应用(或误用)(In re Namenda Indirect buyer Antitrust litigation)。, 338 F.R.D. 527 (S.D.N.Y. 2021),第546页)在一个叫做“Mr。古斯误用了古诺模型”,法官罗斯林·西尔弗写道,“如果企业在价格上竞争,古诺模型就不适用。”毫无疑问,LPS公司的竞争是在价格上,而不是在数量上,因为它们是通过价格竞标来竞争的。[…]因此古诺模型不符合经济现实。公司诉lightning Prot案287楼。补充2D 1038 (D. Ariz. 2003),第1060页)。同样,在Food Lion, LLC诉Dean Foods (in re Se)一案中。牛奶反垄断诉讼),地方法院排除了原告经济专家的证词。法院声称,专家的古诺模型未能考虑相关市场的关键商业现实(2012年U.S. Dist. LEXIS 37650, 2012-1 Trade Cas)。(CCH) P77,948, 2012 WL 947106,美国地区法院。既有田纳西州。格林维尔分部,2012年3月20日,备案)关于Google Play商店反垄断诉讼。22 .美国联邦地区法院,2022年11月28日,美国加州北区地方法院,提交通过估算市场需求来确定的传输率,揭示了应用程序开发者将谷歌强加的超竞争成本转嫁给终端消费者的程度。23岁的博士。Singer认为,Android应用推广市场是一个双边市场,谷歌对此并不反对。Singer博士表示,他将罗切特-梯若尔模型用于双面Android应用销售市场。[…]“传递”率是辛格博士过度收费分析的一个关键因素,也是道伯特之争的主要争论点。总的来说,Google并没有证明Singer博士的意见是不可靠或无效的(关于Google Play商店反垄断诉讼)。,第8页后)粗略地说,当法院成功地处理三个经常相互冲突的需求时,道伯特听证会是有效的:排除不可靠的科学证据,支持陪审团的事实调查角色,最大限度地减少各方所花费的时间和费用此外,我的建议与巴塞洛缪(Citation2014)和Haw Allensworth (Citation2012)等法律学者的观点一致,他们认为仔细审查经验模型的细节超出了道伯特裁决的初衷。本文作者sedoardo Peruzzi是托斯卡纳大学(佛罗伦萨、比萨和锡耶纳)经济学博士研究生。他从事经济学哲学、反垄断经济学和经济史的交叉研究。他目前的研究项目是在反垄断执法中运用经济理论。个人网站:https://sites.google.com/view/edoardoperuzzi/homepage。
Models on trial: antitrust experts face Daubert challenges
ABSTRACTEconomists are often called upon as expert witnesses by the parties involved in antitrust litigation. One challenge they may face in US federal courts is compliance with the Daubert standard of admissibility of expert testimony. The interplay between model applicability and the Daubert standard is analyzed, suggesting the importance of distinguishing between weak applicability claims, those that state that a model’s critical assumptions are shared by the target, and strong applicability claims, those that connect empirical models and quantitative market features. Recent antitrust cases in which expert testimonies based on economic models have been assessed following the Daubert standard are examined using this framework. Some normative implications are drawn concerning how to improve judges’ assessment of model-based arguments.KEYWORDS: Modelsantitrust lawDaubertmodel applicabilityexpert testimonyJEL CLASSIFICATION: B41K21L41L44 AcknowledgementsI wish to thank Nicola Giocoli, Emrah N. Aydinonat, Uskali Mäki, Steven G. Medema, Kevin D. Hoover, as well as two anonymous reviewers, for their helpful comments and suggestions. This work has been presented in seminars at the TINT Centre for Philosophy of Social Science, University of Helsinki, and Center for the History of Political Economy, Duke University. I thank the organizers and all participants for lively discussions and useful remarks.Disclosure statementNo potential conflict of interest was reported by the author(s).Notes1 In addition to antitrust law, other legal areas where economic reasoning finds an eminent place are securities regulation, employment discrimination, and patent infringement (see Chassonnery-Zaïgouche, Citation2020; Maas & Svorenčík, Citation2017).2 The name originates from Daubert v. Merrell Dow Pharm. Inc., 509 US 579 (1993). See below, Section 2.3 Rule 702 – Testimony by Expert Witness. Retrieved from: https://www.law.cornell.edu/rules/fre/rule_702.4 These findings should however be taken with a certain degree of caution for it is extremely hard to build a dataset containing all and only Daubert-related challenges (see Langenfeld & Alexander, Citation2011, Appendix).5 The Daubert Tracker website reports that economics ranks fourth among the most challenged discipline under Daubert/Rule 702 after medicine, engineering, and psychology. See www.dauberttracker.com (accessed May 15, 2023).6 Merger simulation has been introduced as a methodology for antitrust enforcement in the mid-1990s and it is now considered a standard tool by antitrust authorities. For a survey on merger simulation, see Budzinski and Ruhmer (Citation2010).7 Stanford economist Robert Hall saw his testimony rejected in Concord Boat Corp v. Brunswick (207 F.3d 1039, 8th Cir., 2000) because the Cournot model proposed to describe the relevant market did not fit economic realities (see Werden et al., Citation2004, p. 89). Three years later, a federal judge excluded the plaintiff’s expert following a Daubert challenge on similar grounds in Heary Bros. Lightning Prot. Co., Inc. v. Lightning Prot. Inst., 287 F. Supp. 2d 1038 (D. Ariz. 2003). See infra, Section 6.8 The classical reference on the topic of the realism of assumptions in economics is Friedman (Citation1953) and the vast debate following it (see Mäki, Citation2009).9 Economists usually refer to the procedure of building empirical models of such kind as structural modelling approach (e.g. Reiss & Wolak, Citation2007).10 In the field of industrial economics, the distinction between game-theoretic models that represent market competition in the abstract and their empirical counterparts, which result from parametrizing such models using real-world data, is relatively clear. However, when we consider economics in a broader context, delineating a precise line between theoretical and empirical models becomes a challenging task and it remains an open question in the philosophy of economics.11 Section 5 infra will discuss a concrete example of an empirical model designed by the economic expert witness in an antitrust dispute.12 The three kinds of evidence are not mutually exclusive. For a concrete example of an expert witness using both indirect evidence and sensitivity analysis, see Section 5 below.13 It is important to note that the weak applicability of a theoretical model does not guarantee the strong applicability of an empirical model derived from it. So, that the critical assumptions of the Bertrand model are shared by the Texas fruit market does not imply that the predictions of the empirical model will be accurate (for example, if demand elasticities are poorly estimated). Therefore, once federal judges are satisfied with the weak applicability claim, they proceed to examine the strong applicability claim (see infra Sections 5 and 6).14 Castro v. Sanofi Pasteur Inc. 134 F. Supp. 3d 820 (D.N.J. 2015). I accessed the court’s opinion, legal briefs, motions, and other unpublished material through the legal database LexisNexis.15 Castro, Exhibit 51B. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5KS1-D4J1-JNCK-21KY-00000-00&context=1516831.16 For a textbook treatment of the model, see Tirole (Citation1988).17 To be precise, he identified such portion of the market in the Federal Supply Schedule (FSS), viz. long-term contracts with companies that provide access to commercial products and services at regulated prices to the government. As explained by Elhauge (Exhibit 51B), he used data on FSS purchasers because ‘FSS customers were not subject to the Bundle and thus their decisions could not be distorted by the Bundle’ (p. 190).18 Castro, Reply Brief. Retrieved from: https://advance.lexis.com/api/document?collection=briefs-pleadings-motions&id=urn:contentItem:5YX8-9GF1-FBV7-B32M-00000-00&context=1516831.19 District judge Colleen McMahon’s recent comment on a Daubert motion provides an example. ‘This is a classic example’, she wrote, ‘of what this Court calls, “That expert’s testimony hurts our case, so let’s try to disqualify the expert” use of Daubert. A Daubert inquiry is designed to weed out unreliable methodologies – “junk science” – not to be a substitute for cross-examination about the validity of an analysis that uses established methodologies. […] Economic bargaining models have been upheld as reliable in other antitrust cases. […] Defendants are free at trial to explore Dr. Vogt’s application (or misapplication) of the model’ (In re Namenda Indirect Purchaser Antitrust Litig., 338 F.R.D. 527 (S.D.N.Y. 2021), p. 546).20 In a section called ‘Mr. Guth misapplied the Cournot model’, judge Roslyn Silver wrote that ‘if firms compete on price, the Cournot model does not apply. It is undisputed that LPS firms compete on the price, not quantity, because they compete by price bidding. […] thus the Cournot model does not fit the economic reality’ (Heary Bros. Lightning Prot. Co. v. Lighning Prot. Inst., 287 F. Supp. 2D 1038 (D. Ariz. 2003), p. 1060). Likewise, in Food Lion, LLC v. Dean Foods (In re Se. Milk Antitrust Litig.), the district court excluded the testimony of the plaintiff’s economic expert. The court claimed that the expert’s Cournot model failed to consider crucial commercial realities of the relevant market (2012 U.S. Dist. LEXIS 37650, 2012-1 Trade Cas. (CCH) P77,948, 2012 WL 947106, U.S. Dist. Ct. E.D. Tenn., Greenville Div. March 20, 2012, Filed).21 In re Google Play Store Antitrust Litig., 2022 U.S. Dist. LEXIS 213670, 2022 WL 17252587 (United States District Court for the Northern District of California November 28, 2022, Filed).22 The pass-through rate, which is determined by estimating the market demand, reveals the extent to which App developers pass on the supracompetitive costs imposed by Google to end consumers.23 ‘Dr. Singer posits, without objection by Google, that the Android App Distribution Market is a two-sided market. […] Dr. Singer said that he used for the two-sided Android App Distribution Market the Rochet–Tirole model. […] the “pass-through” rate is a critical element of Dr. Singer’s overcharge analysis, and is the main point of contention in the Daubert dispute. […] Overall, Google has not demonstrated that unreliability or invalidity warrant exclusion of Dr. Singer’s opinions’ (In re Google Play Store Antitrust Litig., p. 8 ff.).24 Roughly speaking, a Daubert hearing is efficient when the court successfully manages three often conflicting needs: excluding unreliable scientific evidence, upholding the jury’s fact-finding role, and minimizing the time and expenses incurred by all parties involved.25 Additionally, my suggestion aligns with the views of legal scholars such as Bartholomew (Citation2014) and Haw Allensworth (Citation2012), who have argued that scrutinizing the specifics of empirical models exceeds the original intent of the Daubert ruling.Additional informationNotes on contributorsEdoardo PeruzziEdoardo Peruzzi is a PhD candidate in Economics in the programme of the Tuscan Universities (Florence, Pisa, and Siena). He works at the intersection between philosophy of economics, antitrust economics, and history of economics. His current project concerns the use of economic theory in antitrust enforcement. Personal website: https://sites.google.com/view/edoardoperuzzi/homepage.
期刊介绍:
The Journal of Economic Methodology is a valuable forum which publishes the most current and exciting work in the broad field of economic methodology. The Journal of Economic Methodology addresses issues such as: ■Methodological analysis of the theory and practice of contemporary economics ■Analysis of the methodological implications of new developments in economic theory and practice ■The methodological writings and practice of earlier economic theorists (mainstream or heterodox) ■Research in the philosophical foundations of economics ■Studies in the rhetoric, sociology, or economics of economics