RADAR: Humans On The Loop

Ben Zweig is the CEO and Co-Founder of Revelio Labs, where he leads the development of a universal HR database built on over a billion public employment profiles and more than 5 billion job postings. He holds a PhD in Economics from the CUNY Graduate Center and teaches Data Science and The Future of Work at NYU Stern. Before founding Revelio Labs, he managed Workforce Analytics projects in the IBM Chief Analytics Office and worked as a data scientist at an emerging-markets hedge fund. He is the author of Job Architecture: Building a Workforce Intelligence Taxonomy.

Matt leads strategy at Cielo Talent, where he helps organizations transform their talent acquisition and HR approaches through large-scale outsourced services, consulting, and digital product development. He specializes in AI strategy for HR and TA, drawing on 20 years across technology, operations, and pre-sales leadership. Matt actively participates in global AI communities and advises both startups and multinational enterprises on applying AI to talent acquisition and human resources.

Nicole researches the design of sociotechnical systems at the intersection of computer science and economics. She is a Professor of Computer Science at Yale University and a researcher at Microsoft Research New England. Her work spans algorithmic game theory, market design, auction theory, and social networks. Nicole is an ACM Fellow and has received the Sloan Fellowship, the Microsoft Faculty Fellowship, and the NSF CAREER Award. She earned her BS, MEng, and PhD in theoretical computer science from MIT.

Margaret studies lifelong learning and skill development at Rice University, where she is the Autrey Professor of Psychological Sciences and Department Chair. Her research focuses on the ability and motivational factors that shape self-directed learning in workplace and educational settings. She directs the Adult Skills and Knowledge Lab and has contributed to three National Academies consensus studies on learning, including chairing the committee on Adult Learning in the Military Context.