High Signal: Data Science | Career | AI Episode 17: The Incentive Problem in Shipping AI Products — and How to Change It
May 29, 2025
Roberto Medri, VP of Data Science at Instagram, discusses the pitfalls of misaligned incentives in product development. He candidly reveals why most experiments fail and how ego can hinder learning. Medri shares insights on transforming Instagram Reels from a struggling feature to a global hit, emphasizing the balance between data-driven strategies and bold leadership. He highlights the importance of experimentation and rapid learning, and explains how embracing humility can drive meaningful impact in tech.
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Roberto Medri's Career Journey
- Roberto Medri shares his journey from an Italian blue-collar background to becoming VP of data science at Instagram.
- He describes his transitions from consulting to data science, product management, and back, highlighting adaptability and growth.
Insight Beyond Data Alone
- True insight in data science combines data, assumptions, and domain expertise for actionable recommendations.
- Pure data or modeling without context reaches a ceiling in meaningful impact.
Use Impact Accounting Early
- Embrace that 90% of experiments won't impact but the 10% can pay off massively.
- Do quick arithmetic impact accounting before starting to predict if work might move the needle.