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Education

M.Fin., mathematical finance, Princeton University; Licence en sciences mathématiques, Université Libre de Bruxelles

Summary

Ms. Pinheiro has an extensive background in quantitative analysis and data science, with a particular focus on analyzing complex financial data and market behavior, which she has applied across practice areas including traditional and decentralized finance, intellectual property, biostatistics, and antitrust.

In finance, Ms. Pinheiro specializes in matters involving allegations of market manipulation, misleading communications, excessive fees, and complex securities litigation. She has been retained by the US Department of Justice, regulatory agencies, banking institutions, and market exchanges to consult, advise, and testify on matters involving allegations of spoofing and market manipulation, as well as the design and evaluation of corresponding detection approaches. Ms. Pinheiro currently serves on the independent Surveillance Advisory Committee of Kalshi, advising on exchange market integrity and fraud detection matters. Her work also includes the valuation of large portfolios of cryptocurrency assets and the analysis of the market microstructure of digital assets, reflecting both her long-standing experience in the field and early involvement, including Bitcoin mining, Ethereum validation, and certification as a Bitcoin Professional. She has authored expert reports and testified on questions relating to the modeling and calculation of price impact, royalties, and damages.

Beyond financial markets, Ms. Pinheiro applies similar statistical and economic frameworks to a broad range of litigation contexts. She has applied statistical modeling to various intellectual property cases, including patent disputes among smartphone manufacturers, copyright tariff setting for musical works, and patent infringement in the pharmaceutical industry. Her work integrates traditional economic analysis with advanced data science and AI techniques, from evaluating machine learning models in litigation to using generative AI to support the review of large datasets. Additionally, Ms. Pinheiro has worked extensively in antitrust matters, acting as an expert and supporting other experts in class certification and price-fixing matters across industries such as online search, computer chips, liquid-crystal display (LCD) panels, airline ticketing services, gaming, and grocery stores. Her substantial experience analyzing health care data includes clinical trial, registry, and insurance claims data for both litigation and research purposes.

Prior to joining Analysis Group, Ms. Pinheiro served as executive director of the finance group of CIRANO, where she conducted applied research projects in collaboration with private and public partners, including work on hedge funds, style analysis, credit and operational risk, and the development of integrated risk management tools for practical applications.

Selected Cases & Publications

Twitter v. Elon Musk, et al.

Analysis Group was retained by counsel for Twitter in its widely publicized litigation against Elon Musk and his companies in connection with his $44 billion acquisition of Twitter.

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Tribunal de commerce francophone de Bruxelles - Patrinvest v. SA Ageas

In September 2012, Patripart NV, a former shareholder of former Belgian bank Fortis, and its parent company, Patrinvest SCA, brought an action for damages against Fortis successor Ageas SA/NV before the Brussels Commercial Court based on alleged incomplete and/or misleading information in Fortis's prospectus relating to its September 2007 capital increase.

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Apple v. Samsung Trial (May 2014)

In a patent infringement case widely covered in major media outlets, Analysis Group and academic affiliates Judith Chevalier of the Yale School of Management, Tülin Erdem of the NYU Stern School of Business, George Foster of the Stanford Graduate School of Business, and David Reibstein of the University of Pennsylvania Wharton School were retained by Samsung Electronics and its counsel, Quinn Emanuel Urquhart & Sullivan LLP, to provide consulting and expert witness services.

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United States v. Cioffi

In a high-profile trial that garnered widespread media attention, Analysis Group was retained by Brune & Richard LLP and Williams & Connolly LLP on behalf of two former Bear Stearns hedge fund managers facing criminal securities fraud charges in relation to the 2007 collapse of two Bear Stearns funds that had been heavily invested in collateralized debt obligations, including subprime instruments.

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