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Jason D. Lee is an associate professor of Electrical Engineering and Computer Sciences (EECS) and Statistics at the University of California, Berkeley. Previously, he held academic positions at Princeton University as an associate professor, and was a research scientist at Google DeepMind. He completed his Ph.D. in Computational and Mathematical Engineering at Stanford University under the advisement of Trevor Hastie and Jonathan Taylor. For students and collaborators, his primary contact email is jasonlee@princeton.edu, though prospective students and postdocs are asked to include "filter_student" in the subject line. Ph.D., Computational and Mathematical Engineering, Stanford University (2015) B.Sc., Mathematics, Duke University (2010) Lee's research lies at the intersection of machine learning, statistics, and optimization, focusing on the theoretical foundations of artificial intelligence. His work addresses fundamental questions in deep learning, including optimization landscapes, representation learning, and reinforcement learning theory. He has made significant contributions to understanding how gradient descent operates in neural network training and has developed provably efficient algorithms for various learning scenarios. His ten most recent publications represent a diverse yet coherent body of work across machine learning theory, focusing on topics such as Gaussian multi-index models, transformer learning capabilities, shallow neural networks, and optimization techniques. These publications appear in top venues including COLT, ICML, NeurIPS, and JMLR. Among his notable accolades are: Samsung AI Researcher of the Year Award (2023) NSF Career Award (2022) ONR Young Investigator Award (2021) Sloan Research Fellow in Computer Science (2019) NIPS Best Student Paper Award (2016) Princeton Commendation for Outstanding Teaching (ECE538B) Lee has advised numerous students including Alex Damian, Wenhao Zhan, Eshaan Nichani, Tianle Cai, Zixuan Wang, and Yunwei Ren. Former advisees have gone on to positions at institutions like NYU Courant, Facebook AI Research, UW, MIT, Duke, and Microsoft Research. His research group and collaborators span multiple institutions, working on theoretical and applied aspects of machine learning and artificial intelligence, with a particular focus on the optimization and learning dynamics of neural networks and transformer models.

• Machine Learning
• Deep Learning
• Artificial Intelligence
• +7 more

Silvia Lindtner is an Associate Professor at the University of Michigan's School of Information and Director of the Center for Ethics, Society, and Computing (ESC). She holds courtesy appointments in the Penny W. Stamps School of Art and Design and the Digital Studies Institute. Her work focuses on the social and cultural study of technology in China and globally, with a focus on data-driven governance, AI ethics, and the intersection of technology and labor. Lindtner has conducted nearly two decades of fieldwork in China, examining innovation ecosystems, digital economies, and the affective dimensions of state control. She is the author of the award-winning *Prototype Nation: China and the Contested Promise of Innovation* (2020) and co-author of *Technoprecarious* (2020). Education: PhD in Information and Computer Sciences from University of California, Irvine; BS/MS in Media Technology and Design from University of Hagenberg, Austria. Research Interests: Science and Technology Studies (STS), China Studies, HCI, Critical Computing, AI Ethics, Data Governance, Labor Studies, and Transnational Digital Economies. She explores how technological systems shape governance, labor practices, and everyday life, particularly in contexts of global inequality and state surveillance. Awards: Joseph Levenson Prize (2021), Francis L.K. Hsu Book Prize (2021), ACM Distinguished Member (2022), and fellowships from the National Committee on US-China Relations (2021-2023) and China-US Scholars Program (2021-2022). Grants: Supported by NSF, IMLS, Intel Labs, Google Anita Borg, and Chinese National Natural Science Foundation. Leads interdisciplinary initiatives including Tech.Culture.Matters research group and Michigan Interactive and Social Computing (MISC) research group. Labs/Teams: Directs the Center for Ethics, Society, and Computing (ESC) and collaborates with the Lieberthal-Rogel Center for Chinese Studies. Current projects include studies on affective control in AI governance and transnational data practices in healthcare and labor.

• Science and Technology Studies (STS)
• Cultural Anthropology
• Feminist Studies
• +7 more

Andrew Mitchell is a Professor at the Faculty of Law, Monash University, and a member of the WTO Dispute Settlement Panelists Indicative List. He has extensive legal practice experience with Allens Arthur Robinson and consults for governments, international organizations, and the private sector. Mitchell has taught law in Australia, Canada, Indonesia, Singapore, and the US. He holds law degrees from the University of Melbourne, Harvard Law School, and a PhD from the University of Cambridge. His research focuses on international economic law, public international law, and digital trade governance, with a particular emphasis on the intersection of trade law and public health. Mitchell has secured six major grants, including an Australian Research Council Future Fellowship, and has authored over 170 books and articles. He serves as an editor for Edward Elgar’s International Economic Law Series and multiple journal editorial boards. Recent projects include 'Safeguarding Health in International Investment Agreements' (2022–2025) 'Maritime Cooperation for a Sustainable Indo-Pacific' (2021–2022) 'Global E-Commerce and Cottage Industries in India' (2020–2021) He has contributed to policy submissions on bilateral investment treaties and delivered lectures on data sovereignty and digital trade. His awards include editorial leadership roles at journals like the Journal of World Investment and Trade and Asia Pacific Law Review .

• International Economic Law
• Public International Law
• International Trade Law
• +3 more

Stefanos Zenios is Professor at Stanford Graduate School of Business with dual appointments in Entrepreneurship and Operations, Information & Technology . He directs Stanford GSB’s Center for Entrepreneurial Studies and co-directs the Doerr School of Sustainability ’s Program in Ecopreneurship. His Startup Garage course has launched companies like DoorDash while alumni have raised over $3B in venture capital. He co-authored the foundational Biodesign textbook and previously served as Editor-in-Chief of Operations Research . PhD, MIT Operations Research (1996) MA, University of Cambridge (1996) BA, University of Cambridge (1992) Research Focus Dr. Zenios’ work bridges operations research and innovation management , with significant contributions to: Healthcare operations : Administrative cost reduction, organ allocation optimization, and clinical workflow improvements Entrepreneurship : Venture creation frameworks and experiential education Ecopreneurship : Sustainable business model innovation His Precedents Thinking framework (HBR 2025) has gained global recognition for solving systemic inefficiencies. Current research includes the biennial Search Fund Study with Peter Kelly. Scientific Recognition INFORMS Fellow Multiple Best Paper Awards, INFORMS CAREER Award, National Science Foundation (2000) Dhirubhai Ambani Faculty Fellow (2017–2020) George E. Nicholson Award (1997) He has received extensive media coverage in Fast Company , Time Magazine , and Stanford Business . His research has been featured in over 150 press mentions including JAMA , Harvard Business Review , and Health Affairs .

• Operations Research
• Innovation
• Entrepreneurship
• +3 more

Bai Gao is a Professor of Sociology at Duke University. His research focuses on political economy, globalization trends, and industrial policy, particularly in the context of China and East Asia. He holds a Ph.D. from Princeton University (1994). Research Interests : Impact of state industrial policy on emerging technologies (e.g., electric vehicles in China) Globalization dynamics and post-neoliberal policy paradigms Comparative analysis of developmental models (China, Japan, Germany) Geopolitical implications of China's Belt and Road Initiative Key Contributions : Author of Japan’s Economic Dilemma (2001) and High-Speed Rail: An Analysis of the Chinese Innovation System (2021) Edited volumes on China-Pakistan Economic Corridor and global political economy Grants & Funding : "FDI and the Chinese Model of Economic Development" (2005-2007) "Institutional Analysis of Global Production Networks" (2003-2004) Courses Taught : SOCIOL 541: The United States and the Asian Pacific Region SOCIOL 344: Technology and Organizational Environments

• Political Economy
• International Political Economy
• Industrial Policy
• +3 more

Luca De Benedictis is a Professor of International Economics and Network Analysis at the University of Macerata's Department of Economics and Law. His research focuses on international trade empirics, including trade specialization measurement, network analysis, and causal models. He has authored numerous articles on topics like gravity models, migration impacts, and historical trade networks. His work spans journals such as the Journal of the Royal Statistical Society and Network Science . He teaches courses in International Economics and Network Analysis. His research interests include economic geography, policy evaluation, and applied econometrics. Notable projects include analyzing the Erasmus Program's inclusivity, Roman road networks' legacy, and immigration's effect on trade. De Benedictis has secured funding from EU initiatives like COSTNET and GeComplexity, focusing on network data science and economic systems. He serves on editorial boards of journals like Italian Economic Journal and Journal of Historical Network Research . His work bridges theoretical models with empirical applications in trade, migration, and policy.

• International Economics
• Network Analysis
• Trade Policy
• +5 more

Robert Newbery is a Professor and Head of Entrepreneurship and Innovation at Northumbria University's Entrepreneurship, Innovation and Strategy Department. He holds a PhD from Newcastle University, specializing in rural business associations, alongside an MBA and MSc in Rural Social Science. His research focuses on entrepreneurship's role in development, particularly in poverty-stricken regions of the Global North and Global South. He leads the Entrepreneurship Educator Foundation for East Africa (EEFEA) and evaluates entrepreneurship programs' impacts, including serious games and research commercialization. Education: PhD in Business and Management Studies, Newcastle University (2011) MSc in Rural Social Science, Newcastle University (2007) MBA, Newcastle University (2003) Research Interests: Entrepreneurship for poverty alleviation Rural business models in Europe and Africa Innovative supply chains in East Africa Social entrepreneurship in South America Impact assessment of entrepreneurship education Geographic Foci: UK/Europe: Farming entrepreneurship and rural business models East Africa: Entrepreneurship and poverty reduction West Africa: Business models and development South America: Social entrepreneurship Collaborations: Visiting roles at Kenyatta University and University of Nairobi (2022). Active in the Institute of Small Business & Entrepreneurship as Deputy President. Advising & Grants: Accepting PhD students in development-linked entrepreneurship. Research commercialization and serious games impact studies are current priorities. Labs/Teams: Leads the EEFEA, collaborates with interdisciplinary teams on rural development and global entrepreneurship challenges.

• Entrepreneurship
• International Development
• Rural Business Models
• +3 more

Pol Antràs serves as the Robert G. Ory Professor of Economics at Harvard University, where he has been a faculty member since 2003. He holds significant research affiliations as a Research Associate at the National Bureau of Economic Research (NBER), where he directed the International Trade and Organization Working Group, and as a Research Affiliate at the Centre for Economic Policy Research (CEPR). He also contributes to the Barcelona School of Economics as a member of its Scientific Council. His academic foundation includes a BA and MSc in Economics from Universitat Pompeu Fabra in Barcelona and a PhD in Economics from MIT (2003). Antràs specializes in international economics and applied theory, with recent research focusing on global value chains, the interplay between globalization and interest rates, market power in global markets, and international relations. His work examines how firms organize cross-border production, the implications for trade policy, and the structural transformations in international trade following events like pandemics. He bridges rigorous theoretical modeling with empirical analysis to address contemporary economic challenges. His publication record reveals a sustained focus on the evolution of global trade architecture, particularly the rise of production networks and their vulnerability to disruptions. Recent work explores unconventional intersections such as monetary policy's impact on trade flows and the political economy of ideology-driven foreign influence. His major scientific distinctions include: Alfred P. Sloan Research Fellowship (2007) Fundación Banco Herrero Prize (2009) Fellow of the Econometric Society (2015) Member of the American Academy of Arts and Sciences (2024) As Editor of the Quarterly Journal of Economics (2015-2020) and contributor to multiple editorial boards, Antràs shapes scholarly discourse in economics. His research is institutionally supported through NBER and CEPR affiliations, though specific grant details aren't publicly itemized. He maintains an active role in mentoring graduate students at Harvard. He drives collaborative research through leadership in the NBER's International Trade and Organization Working Group and CEPR's research networks, fostering international scholarly exchange on trade and globalization.

• International Economics
• Applied Theory
• Global Value Chains
• +3 more

Chad E. Hart is a Professor in the Department of Economics at Iowa State University (ISU), specializing in agricultural economics and international trade policy. His research focuses on WTO agricultural commitments, crop insurance, biofuel policy, and commodity market dynamics. Hart holds a Ph.D. (1999) and B.S. (1991) in economics from ISU and Southwest Missouri State University, respectively. He has served in roles at ISU’s Center for Agricultural and Rural Development (CARD) and the Food and Agricultural Policy Research Institute (FAPRI), examining trade policies and energy-agriculture intersections. Hart has received notable awards, including the CALS Dean’s Citation (2020) and Exemplary Faculty Mentor Award (2016). His work bridges academic research and practical extension, addressing issues like trade disputes, commodity pricing, and agricultural sustainability. Hart’s insights frequently inform USDA outlook reports and policy analyses, with a focus on Iowa’s agricultural economy. Labs/Teams: Active in CARD and FAPRI, contributing to interdisciplinary research on agricultural policy and market dynamics.

• Agricultural Economics
• Financial Economics
• International Trade Policy
• +5 more

Erik Bohlin is a Professor at Western University's Ivey Business School in the Business, Economics and Public Policy department. He holds the Ivey Chair in Telecommunication Economics, Policy and Regulation and serves as Editor-in-Chief of Telecommunications Policy . Currently on leave from Chalmers University of Technology, he combines economic theory with telecommunications policy analysis. PhD in Economics of Technology from Chalmers University of Technology (1995) BA in Business Administration and Economics from Stockholm School of Economics (1987) Masters and Bachelor in Theology from Community Chapel College (1984-1985) His research focuses on telecommunications policy, digitalization's socioeconomic impact, broadband regulation, and technology diplomacy. He examines network effects, market entry strategies, and digital infrastructure's role in economic growth. Recent publications analyze 5G regulation, AI's societal impact, digital technology adoption strategies, and broadband's economic effects. These works span telecommunications economics, policy analysis, and technology's macroeconomic influence. Scientific Affiliation : Member of Swedish Royal Academy of Engineering Past Chair of International Telecommunications Society Teaching activities include developing and instructing graduate courses on Digital Strategy and Policy. The Chair receives funding from Ivey Business School, Bell Canada, and TELUS.

• Telecommunications Policy
• Digital Economy
• Regulatory Economics
• +4 more

Dr. Jérôme Verny is an Associate Professor specializing in transport, logistics, and supply chain management. He is the founder and director of the research institute in innovative transport and logistics, as well as the co-founder of the DISC Master's program (Digital & Innovative Supply Chain) in Paris and the Mobility Accelerator. His expertise spans digitalization in logistics, blockchain applications, and sustainable development. Educated at the University of Lille Nord de France (PhD in Economics and Management) and engineering schools like École Nationale des Ponts et Chaussées, he advises both public institutions (OECD, EU) and private enterprises on transportation strategies. Research Interests: Dr. Verny focuses on supply chain innovation, digital transformation, and strategic logistics. His work integrates blockchain technology for supply chain transparency, optimizes last-mile delivery in urban environments, and analyzes the impact of geopolitical actors like China on global trade networks. He also explores sustainable practices in transportation, including CO2 reduction strategies and pandemic response logistics. Awards: Recipient of the 2009 OECD-FIT Young Researcher Prize in Transport. His contributions bridge academic research with practical applications in industry, policy, and international trade. Key Activities: Co-founded the DISC Master’s program and leads research initiatives on blockchain adoption, Arctic shipping routes, and Mediterranean trade dynamics. He actively contributes to conferences such as the International Association of Maritime Economists (IAME) and publishes in journals like Structural Change and Economic Dynamics and International Journal of Shipping and Transport Logistics . Labs/Teams: Directs the Institut de Recherche en Transport et Logistique Innovante and collaborates with institutions like the OECD and European Commission on transport policy. His interdisciplinary approach involves engineering, economics, and data science to address global supply chain challenges.

• Supply Chain Management
• Transportation Systems
• Logistics
• +4 more

Daniel Adelman is the Charles I. Clough, Jr. Professor of Operations Management at the University of Chicago Booth School of Business. He joined the faculty in 1997 after completing his PhD in industrial engineering and operations research at Georgia Tech. Adelman is a leading expert in Business Analytics and Management Analytics, helping companies deploy data and decision analysis to build world-class strategic and tactical management capabilities. Adelman received his PhD in industrial engineering and operations research in 1997, along with a bachelor's degree in industrial engineering and a master's degree in operations research, all from the School of Industrial and Systems Engineering at the Georgia Institute of Technology. Daniel Adelman's research focuses on applying analytical models to solve complex business problems across multiple industries. He has worked with firms from diverse sectors including internet services, chemical distribution, airlines, third party logistics, fiber-optics manufacturing, semiconductor manufacturing, oil, and healthcare. His research integrates real-world data with analytical models to bring structure and discipline to decision and control processes, enabling firms to achieve higher profits with lower risk. Adelman's recent work has concentrated heavily on healthcare analytics, where he leads the Healthcare Analytics Laboratory at Chicago Booth. This lab works with teams of doctoral and MBA students on projects with major healthcare institutions to optimize clinical, operational, and financial outcomes. His research spans foundational operations research including approximate dynamic programming, inventory theory/supply chain management, and revenue management/pricing optimization, as well as examining the linkage between operational performance metrics and financial performance of firms. Adelman's publications show a clear trend toward increasing focus on healthcare applications while maintaining strong theoretical foundations in operations research. His earlier work focused more on general operations management problems like inventory control and supply chain optimization, while his recent publications demonstrate a strategic shift toward healthcare analytics, particularly examining surgical team dynamics, hospital performance metrics, and resource allocation during public health emergencies like the COVID-19 pandemic. George B. Dantzig Prize (1998) for the best dissertation in operations research and management sciences that is innovative and relevant to practice Adelman regularly advises doctoral and MBA students through the Healthcare Analytics Laboratory at Chicago Booth. He has served as Associate Editor for Management Science, currently serves as Associate Editor for Manufacturing and Service Operations Management, and is the Area Editor for Operations and Supply Chain at Operations Research. His industry collaborations include significant projects with Akamai on internet pricing, with GE Global Research Labs on the electricity smart grid, with BP on gasoline supply contract portfolio optimization, and with Symantec on software release planning. Adelman leads the Healthcare Analytics Laboratory at Chicago Booth, which brings together interdisciplinary teams of doctoral and MBA students to work on a portfolio of projects with major healthcare institutions. The lab focuses on optimizing clinical, operational, and financial outcomes through advanced analytics and decision modeling.

• Business Analytics
• Management Analytics
• Operations Research
• +5 more

Song Kim is an Associate Professor of Political Science at the Massachusetts Institute of Technology (MIT) and a Faculty Affiliate at the Institute for Data, Systems, and Society (IDSS). He holds a Ph.D. in Politics from Princeton University, where he was awarded the Harold W. Dodds Fellowship (2012-2013). His research focuses on International Political Economy, Formal and Quantitative Methodology, and Big Data analysis of international trade. He is particularly known for his work on firm-level political incentives in trade liberalization, which earned him the 2015 Mancur Olson Award and the 2018 Michael Wallerstein Award for best published article in political economy. Kim develops computational methods for analyzing trade data, including dimension reduction and visualization techniques. He maintains two key databases: LobbyView (tracking firm lobbying efforts) and TradeLab (for trade policy analysis). His research has been published in top journals such as the American Political Science Review, American Journal of Political Science, and International Organization. Educations : Ph.D. in Politics (Princeton University), B.A. not explicitly stated. His research interests include the dynamical evolution of lobbying networks, strategic links between political donations and lobbying, and the political origins of trade regulations. He also contributes methodological innovations, such as two-way fixed effects models and matching methods for causal inference with panel data. Awards : Mancur Olson Award (2015) Michael Wallerstein Award (2018) Harold W. Dodds Fellowship (2012-2013) Advising & Grants : No listed advisees. His work is supported by MIT’s IDSS and institutional funding. He collaborates on software tools like the 'wfe' and 'concordance' R packages, advancing computational social science. Labs/Teams : Associated with MIT’s Political Science Department and IDSS, focusing on interdisciplinary projects in trade, lobbying, and quantitative methods.

• International Political Economy
• Formal and Quantitative Methodology
• Big Data Analysis
• +5 more

Prof. Dr. Christian Homburg holds the Chair of Business-to-Business Marketing, Sales & Pricing at the University of Mannheim's Faculty of Business Administration. Since 2007, he has been a Professorial Fellow at the University of Melbourne. His research spans marketing strategy, sales management, pricing, and customer relationship management, with a focus on business-to-business contexts. He collaborates with global firms such as Accenture, BOSCH, SAP, and BASF. Research Interests: Prof. Homburg explores topics like sales force automation, key account management, IoT in marketing, and augmented reality in sales. His work bridges academic theory and practical implementation, emphasizing organizational systems driving customer and competitor responsiveness. Scientific Awards: Hermann Billing Prize (1989) Multiple Best Paper Awards from the American Marketing Association (1997-2010) Louis W. Stern Award (2009) Best Paper Awards from Journal of the Academy of Marketing Science and Journal of Business to Business Marketing Publications: Author of 7+ editions of Marketing Management , co-editor of the Handbook of Customer Loyalty Management , and contributor to leading journals like Journal of Marketing and Strategic Management Journal .

• Marketing Management
• Sales Management
• Pricing Strategy
• +7 more

Assoc Prof Chia Wai Mun is an Associate Professor of Economics and Associate Chair (Academic) at the School of Social Sciences, Nanyang Technological University (NTU). She holds a PhD from NTU, MSc from the London School of Economics, and BSc from the University of London, all in economics. Her research focuses on international macroeconomics, cost-benefit analysis, transboundary pollution, and environmental policy. Prof Chia has served as a consultant to Singaporean government agencies including the National Environment Agency (NEA), Central Narcotics Bureau (CNB), and ASEAN Secretariat. She currently co-directs NTU's Economic Growth Centre and serves as Treasurer of the Economic Society of Singapore. Awards include the Nanyang Education Award (2021) and Singapore National Day Commendation (2011). Her work bridges macroeconomic theory with policy applications, particularly in environmental valuation and international financial dynamics. Recent research explores behavioral heterogeneity in financial markets, optimal monetary policy frameworks for emerging economies, and the economic impacts of transboundary environmental issues.

• Economics
• International Macroeconomics
• Cost-Benefit Analysis
• +4 more