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Michael Curran is Director of Platform & Foundations Data Science at Instacart, where he supports and leads data science teams focused on Expy (experimental design), Carrot AI, Fraud, Pricing and Payments. Experimentation at Scale in the Tech Industry: Lessons I Have Learned This talk revisited experimentation fundamentals and explained how experiments with millions (or billions) of observation...

Sarah C. Smith, Postdoctoral Scholar, Agriculture & Resource Economics, University of California, Davis

Abstract: The rapid advancement of AI relies heavily on the foundation of data science, yet its education significantly lag behind its demand in practice. The upcoming book ‘Veridical Data Science: The Practice of Responsible Data Analysis and Decision Making’ (Yu and Barter, MIT Press, 2024; free online at www.vdsbook.com) tackles this gap by promoting Predictability, Computability, and Stabil...

Abstract: This talk introduces and explores the dynamic interplay between generative AI and statistical data science highlighting both the transformative opportunities and emerging challenges. We will delve into how generative models, such as autoregressive language models and diffusion models, are reshaping data analysis prediction and decision-making. We will discuss the mathematical underpin...

Abstract: The emergence of generative AI as a powerful tool for the masses creates both challenges and opportunities in how they’re used and potentially abused. In this talk, Prof. Lo will consider the three issues facing most, if not all, applications of large language models (LLMs): domain-specific expertise, the ability to tailor that expertise to a user’s unique situation, and trustworthine...

Abstract: Despite the abruptness that characterized the eruption of the generative AI (GenAI) revolution, the extent to which this triggered ‘future shock’ among AI policy and governance communities across the globe remains debatable. Decades of policy development in areas such as cybersecurity, consumer protection, intellectual property, online safety, and data privacy and protection had yield...

Abstract: This panel provides an overview of the Democratizing Data project and its importance for supporting the Evidence Act. It discusses the potential ways in which the approach can be used by both programmatic and statistical agencies. The participants will also discuss a vision for the value of data search and discovery platforms in supporting researchers from marginalized and under-repre...

Abstract: Artificial intelligence has been widely accused of arrogance, hubris even - a vast body of critical scholarship argues that AI’s capacities have been consistently over-exaggerated and that difficult problems have often been over-simplified so that AI can be celebrated for having “solved” them. But AI has another history, one rife with anxiety and doubt. AI was developed in the context...

Afternoon Session: Climate and Grapes Elizabeth Wolkovich, Canada Research Chair in Temporal Ecology and Associate Professor, University of British Columbia

Morning Session: Data-Driven Wine Economics and AI-Enhanced Wine Economy Troy Rice, CEO Total Wine & More

Afternoon Session: Climate and Grapes Saskia de Rothschild, CEO and Director General, Château Lafite Rothschild

Morning Session: Data-Driven Wine Economics and AI-Enhanced Wine Economy Pierre-Yves Calloc’h, Chief Digital Officer, Pernod Ricard

Afternoon Session: Climate and Grapes Moderator: Robert N. Stavins, A. J. Meyer Professor of Energy and Economic Development, Harvard University Panelists: Laura Catena, Managing Director, Bodega Catena Zapata; Founder, Catena Institute of Wine Elisabeth Forrestel, Assistant Professor, Viticulture and Enology, University of California Davis Jean-Baptiste Rivail, CEO Ponzi VIneyards, EVP Groupe ...

Morning Session: Data-Driven Wine Economics and AI-Enhanced Wine Economy Philippe Masset, Associate Professor, EHL Hospitality Business School

Introduction to Wine Economics

Exploring the Impact of Vineyard Practices on Wine Quality: Insights from Big Data Analysis

Judgment of Napa

Vineyard Design in the Face of Climate Change

Tax Avoidance and the Punitive Tariffs on Wine from France, Spain, Germany, and the UK (2019-2021)

Decoding the Information in Wine Review Texts

Underpricing and Perceived Scarcity

Consumer Obsession: Leveraging Tech to Transform Consumer Insights into Loyalty and Lifetime Value

The Impact of AI Integration on Rural Economic Development in the French Wine Industry

How Can We Best Use Econometrics to Quantify the Impact of Climate Change on the Wine Industry?

Wine Acquires a Taste for AI

How Penfolds uses data-based decision metrics to help plan and adapt to growing grapes

The Economics of Introducing Alcoholic Beverages into Grocery Stores

Opening Remarks

Panel: Amid Advancement, Apprehension, & Ambivalence: AI in the Human Ecosystem