J. Doyne Farmer is Director of Complexity Economics at the Institute for New Economic Thinking at the Oxford Martin School, and is the Baillie Gifford Professor at Mathematical Institute at the University of Oxford, as well as an External Professor at the Santa Fe Institute. His current research is in economics, including financial stability, sustainability, technological change and economic simulation. He was a founder of Prediction Company, a quantitative automated trading firm that was sold to the United Bank of Switzerland in 2006. His past research spans complex systems, dynamical systems, time series analysis and theoretical biology. He founded the Complex Systems Group at Los Alamos National Laboratory, and while a graduate student in the 1970s he built the first wearable digital computer, which was successfully used to predict the game of roulette. Alissa M. Kleinnijenhuis is a Research Scholar at the Stanford Institute for Economic Policy Research (SIEPR), at Stanford University. She is also a Senior Research Fellow at the Institute for New Economic Thinking at the Oxford Martin School at the University of Oxford. Her focal areas of research are financial crises and climate finance, linked by their emphasis on addressing externalities emerging from too-big-to-fail (or too-many-to-fail) financial institutions and climate change. Subtopics of special relevance in her studies are financial regulation, models of contagion and systemic risk, financial stress testing, financial intermediation, monetary policy, asset pricing, and climate financial risks and opportunities. Her recent work has shed light on the system-wide implications of key pillars of the post-crisis regulatory reform. She has also developed novel tools, including system-wide stress tests, to measure systemic risk and evaluate policies. Kleinnijenhuis collaborates with both policymakers and practitioners, including researchers at the Bank of England, the European Central Bank, the International Monetary Fund and Fidelity Investments. Til Schuermann is a partner at Oliver Wyman where he advises private and public sector clients on stress testing, capital planning, enterprise-wide risk management, model risk management, climate risk and governance including board effectiveness. He serves on several advisory and editorial boards and is an associate editor of the Journal of Financial Services Research and the Journal of Risk. He played a leadership role in the design and execution of the 2009 US bank stress test and advised the banking system stress tests for Spain (2012), Slovenia (2013) and the ECB's 2014 Europe-wide stress test. Thom Wetzer is Associate Professor of Law and Finance at the University of Oxford, Founding Director of the Oxford Sustainable Law Programme and Senior Research Fellow at the Institute for New Economic Thinking at the Oxford Martin School. His research examines how law and finance can generate value and advance the public good with a particular focus on financial regulation, corporate governance, financial risk management and climate risk. Wetzer actively collaborates with policymakers and practitioners, including at the Bank of England, the European Central Bank, the International Monetary Fund and De Brauw Blackstone Westbroek.