What Percentage of the Population Has Contracted COVID-19?
Booth’s Panos Toulis suggests a statistical method that can help officials arrive at more accurate infection counts.
What Percentage of the Population Has Contracted COVID-19?Academic Areas Econometrics and Statistics Faculty and Research
Chicago Booth is a community that is full of analytical thinkers who believe data leads to discoveries.
In our econometrics and statistics academic area, Booth faculty teach students how to analyze business and economic problems by leveraging vast amounts of data using economic, mathematical, and computer techniques.
Our faculty members’ groundbreaking research in this area covers a broad spectrum—from the uses of high-dimensional data and methods in economics applications to the development of robust forecast evaluation methodologies. Some of this research has led to our faculty winning prestigious awards: Dacheng Xiu was awarded the 2018 AQR Insight Award; Ruey S. Tsay won John Wiley and Sons Author of the Year for his book Analysis of Financial Time Series; Tengyuan Liang and Veronika Rockova are recipients of NSF CAREER awards; Max Farrell was the winner of Political Methodology’s Best Statistical Software Award; and Panagiotis Toulis was the recipient of the LinkedIn Economic Graph Challenge award.
Econometrics and statistics professors at Booth are regularly published in top journals, including American Economic Review; Annals of Statistics; Biometrika; Econometrica; Journal of the American Statistical Association; Journal of Machine Learning Research; Journal of Political Economy; Journal of the Royal Statistical Society: Series B; and Review of Economic Studies.
Some faculty in this area are also active at a number of top machine learning conferences, including COLT, NeurIPS, AISTATS, and ICML. Many are active in organizations and initiatives, including in the American Statistical Association and the Becker Friedman Institute for Economics’ Big Data Initiative.
Econometrics and Statistics Faculty
Booth is home to preeminent scholars of econometrics and statistics, who regularly incorporate their research into the classroom.
Courses such as Big Data teach students how to model and interpret complicated datasets by leveraging a number of techniques, including linear and logistic regression, model choice and false discovery rates, and multinomial and binary regression, among others. In other courses such as Machine Learning, students learn how machine learning can be used to create value and provide insights from data. In this course, students learn about decision trees, nearest neighbor classifiers, boosting, random forests, deep neural networks, naive Bayes, and support-vector machines.
Other courses such as Analysis of Financial Time Series leverage real-world examples to teach students to analyze financial and macroeconomic data, while Statistical Insight into Marketing, Consulting, and Entrepreneurship leverages econometrics to give future consultants and entrepreneurs important tools and methodologies they can leverage in their careers.
Discover more about our econometrics and statistics faculty, including the classes they teach, below.
Featured Research in Chicago Booth Review
Discover some of the latest research from our econometrics and statistics professors.
How to Pick a Forecasting Model
Research by Booth’s Ekaterina Smetanina reveals a technique for estimating how well models perform under general conditions.
How to Pick a Forecasting Model
Would You Trust a Machine to Pick a Vaccine?
Machine learning is being tasked with an increasing number of important decisions. But the answers it generates involve a degree of uncertainty.
Would You Trust a Machine to Pick a Vaccine?
Awards and Honors
“We’re not saying those 300 factors are fake. It may be true that some deliver significant risk premia for investors. But they could also be simply duplicating a few other important factors.”
Dacheng Xiu, commenting on his paper, “Taming the Factor Zoo,” for which he and his two coauthors won the 2018 AQR Insight Award. Booth’s Brent Neiman was also a recipient of the same award in 2018 for a separate paper.
Awards and Honors
Research with Impact
Recent research from Max Farrell, along with two Booth colleagues, Tengyuan Liang and Sanjog Misra, quantifies the uncertainty that arises when a business leader uses machine learning to analyze data and make a decision on the basis of that analysis. One particular aspect of machine learning, deep learning, has become common in business. What Professor Farrell and his Booth colleagues uncovered could have broad applications—potentially in hospitals, where doctors need to make life-and-death decisions.
Research with ImpactOur MBA Concentrations in This Area
Econometrics and Statistics
Build the quantitative skills you need to test your ideas and make business decisions with confidence.
Econometrics and StatisticsOur PhD Dissertation Areas in This Area
Econometrics and Statistics
Pursue your research interests at one of the only top-tier business schools that offers a PhD in econometrics and statistics.
Econometrics and StatisticsPartnering across the University of Chicago and Beyond
Our econometrics and statistics faculty members are active in and outside of the University of Chicago.
Max Farrell, Christian B. Hansen, Tetsuya Kaji, Mladen Kolar, Tengyuan Liang, Veronika Rockova, and Panos Toulis are each UChicago Scholars at the Becker Friedman Institute’s Big Data Initiative, which uses consumer and business data to improve decision-making. Jeffrey R. Russell is an associate editor of the Journal of Business and Economic Statistics. Ruey S. Tsay is a fellow of the American Statistical Association, the Institute of Mathematical Statistics, the Royal Statistical Society, and Academia Sinica.
Apply to Faculty Positions
Learn more about applying to our open faculty positions and joining the world-renowned faculty at Booth.
Apply to Faculty Positions
Learn About Our Research Workshops
Our research workshops provide a forum for faculty, PhD students, and invited guests to present, discuss, and debate new research.
Learn About Our Research WorkshopsResearch Spotlight
Discover some of the latest working papers and published papers from our econometrics and statistics faculty.
“Pre-Event Trends in the Panel Event-Study Design”
Christian B. Hansen, with coauthors Simon Freyaldenhoven (Federal Reserve Bank of Philadelphia) and Jesse M. Shapiro (Brown University)
“Lasso Meets Horseshoe: A Survey”
Nicholas Polson, with coauthors Anindya Bhadra (Purdue University), Jyotishka Datta (University of Arkansas at Fayetteville), and Brandon Willard (University of Chicago)
“The Art of BART: On Flexibility of Bayesian Forests”
Veronika Rockova, with coauthor Seonghyun Jeong (University of Chicago, Principal Researcher, Chicago Booth)
Research Centers in This Area
Research centers across Booth and the University of Chicago are hubs for innovation and world-changing research. The centers provide our faculty with research support, and our faculty members lend their expertise to the centers, enriching the student experience and the broader academic community at Booth.
Becker Friedman Institute for Economics
Bringing together researchers from the entire Chicago economics community, the Becker Friedman Institute for Economics fosters novel insights on the world’s most difficult economic problems.
Becker Friedman Institute for Economics
Econometrics and Statistics
In this area, faculty teach students how to leverage data in order to analyze and solve business and economic problems.
Econometrics and Statistics
Fama-Miller Center for Research in Finance
With a mission to push the boundaries of research in finance, the Fama-Miller Center provides institutional structure and support for researchers in the field.
Fama-Miller Center for Research in Finance
James M. Kilts Center for Marketing
The Kilts Center for Marketing advances marketing at Booth by facilitating faculty research, supporting innovation in Booth’s marketing curriculum, funding scholarships, and creating engaging programs.
James M. Kilts Center for Marketing