In recent years fairness in machine learning (ML) has emerged as a highly active area of research and development. Most define fairness in simple terms, where fairness means reducing gaps in performance or outcomes between demographic groups while preserving as much of the accuracy of the original system as possible. This oversimplification of equality through fairness measures is troubling.

Democratizing Luxury explores the interplay between advertising and consumption in modern Japan by investigating how Japanese companies at key historical moments assigned value, or "luxury," to mass-produced products as an important business model.

Join Principal John Bowers KC in conversation with Ambassador Andrzej Antoszkiewicz, who is Director, OSS, at the Centre for International Dialogue, and prior to this worked at the OECD (Organisation for Economic Co-operation and Development), at FIFA on the World Cup in Qatar, and at NATO.

Ethnic inequalities in health are entrenched and persistent in the UK. This seminar explores the role of racism, experienced over the life course, in structuring ethnic inequalities in health in later life. Anchored around key tenets of life course theory, this presentation will discuss findings from recent and upcoming publications that centre racism as the root cause of ethnic inequalities, exploring life course mechanisms that pattern stark ethnic inequities in later life.

PROFESSOR JOSEPH E. STIGLITZ
DISTINGUISHED SANJAYA LALL VISITING FELLOW
University Professor at Columbia Univeristy

Chief Economist of The Roosevelt Institute
Co-founder and President of the Initiative for Policy Dialogue (IPD)
Co-Chair of the High-Level Expert Group on the Measurement of Economic Performance and Social Progress, Organisation for Economic Co-operation and Development.