Research
Research in the use of machine learning for the effective analysis of large-dimensional economic data, including relevant theories and implementation procedures.
The EML Lab develops AI systems for economic analysis by combining econometric knowledge, empirical and domain expertise, customized machine learning, and modern AI.
EML begins with the economic problem rather than a particular AI technology. We combine economic and econometric structure, empirical and domain knowledge, customized machine learning, and modern AI to design systems suited to the information environment and decision needs of individual users. Transformers and other advanced AI architectures are used when they provide clear benefits, while econometric and machine-learning models remain valuable when they are better suited to the problem.
EML develops economic AI systems designed to adapt to changing economic environments, remain robust in noisy and evolving data, and provide economically meaningful and transparent interpretation.
The Lab focuses on methodological development, training, and collaboration in areas where modern economic data require new analytical tools.
Methods adapted to economic questions and data structures.
Theory-grounded approaches for empirical research.
Tools for high-dimensional economic environments.
Training for students at multiple levels.
Knowledge exchange with researchers and practitioners.
Each pillar reflects a practical part of the Lab’s identity: developing new methods, training students, and connecting research with real-world decision problems.
Research in the use of machine learning for the effective analysis of large-dimensional economic data, including relevant theories and implementation procedures.
Education of students at all levels on machine learning methodologies and background theories applicable to the analysis of large-dimensional economic data.
Knowledge exchange and collaboration between academia and industry to solve practical problems in decision making and prediction.
College of Arts + Sciences: Indiana University
Department of Economics: Indiana University Bloomington
Ken & Dawn Weakley Foundation