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Amarita Natt

Amarita Natt

Managing Director
Amarita Natt is Managing Director at Econ One Research, Inc. in Los Angeles, CA. Dr. Natt creates advanced statistical models using client data ...

Alisha Madaan

Alisha Madaan

Principal Economist
Alisha Madaan is a Principal Economist with Econ One Research India Pvt. Ltd. in Delhi, India. Ms. Madaan provides research and quantitative ...

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Algorithms

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.