Econ One’s expert economists have experience across a wide variety of services including antitrust, class certification, damages, financial markets and securities, intellectual property, international arbitration, labor and employment, and valuation and financial analysis.
Econ One’s expert economists have extensive industry specific experience. Our industry experience spans numerous industries including electric power markets, financial markets, healthcare, insurance, oil and gas, pharmaceutical, and more
Econ One’s resources including blogs, cases, news, and more provide a collection of materials from Econ One’s experts.
 
															 
															Berger Montague
Boies Schiller Flexner
Camp Fiorante Matthews Mogerman
Gibson Dunn & Crutcher
Greenberg Traurig
Hagens Berman Sobol Shapiro
Hausfeld
Kaplan Fox
Paul Weiss, Rifkind, Wharton & Garrison
Quinn Emanuel Urquhart & Sullivan
Susman Godfrey
White & Case
Econ One’s Algorithms practice helps clients design, evaluate, and defend high-stakes decision systems—pricing engines, ad auctions, rankings and recommendations, bidding/allocations, fraud and risk models, and operations optimization. We combine economic theory with modern machine learning to test whether an algorithm behaves as intended under real-world constraints, stress scenarios, and strategic responses. Our experts audit code and data pipelines, reconstruct logic, and run counterfactual and simulation analyses to assess performance, fairness, and robustness. We translate findings into clear, decision-ready explanations and documentation that withstand executive, regulatory, and courtroom scrutiny.
When disputes or regulatory inquiries arise, we analyze algorithmic causation and impact, quantify damages where appropriate, and prepare persuasive expert reports and testimony. For proactive clients, we build governance frameworks—metrics, monitoring, guardrails, and experiment design (A/B and multi-arm bandits)—that align model objectives with business and legal standards. Whether tuning a live pricing algorithm, validating a marketplace ranking rule, or investigating alleged bias, Econ One brings deep experience with large datasets, reproducible analytics, and transparent methods to deliver defensible, economically sound outcomes.