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Financial Engineering

See the latest research, articles and faculty on the Financial Engineering Area of Expertise at Columbia Business School.

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Latest on Financial Engineering

Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Innovation, Marketplace, Technology
Date
August 26, 2025
AI agent shopping
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Innovation, Marketplace, Technology

What Happens When AI Does Your Shopping?

New research from Columbia Business School reveals surprising patterns in how AI agents choose what to buy, and why sellers and platforms may need to rethink everything.
  • Read more about What Happens When AI Does Your Shopping? about What Happens When AI Does Your Shopping?
Artificial Intelligence, Data and Business Analytics, Decisions, Healthcare, Practitioner Perspectives
Type
Columbia Business
Date
July 24, 2025
Artificial Intelligence, Data and Business Analytics, Decisions, Healthcare, Practitioner Perspectives

Artificial Intelligence in Healthcare: Insights from Columbia Business School Professor Carrie Chan

Step into the future of medicine, where artificial intelligence and data science are revolutionizing patient care. At Columbia Business School, Professor Carrie Chan is leading the charge, developing cutting-edge solutions that promise to enhance healthcare accessibility, improve quality, and significantly reduce costs. Explore how her groundbreaking work is transforming emergency room operations and setting new standards for efficiency in hospitals worldwide.
  • Read more about Artificial Intelligence in Healthcare: Insights from Columbia Business School Professor Carrie Chan about Artificial Intelligence in Healthcare: Insights from Columbia Business School Professor Carrie Chan
Algorithms, Analytics, Artificial Intelligence, Business and Society, Business Economics and Public Policy, Data and Business Analytics, AI and Transformative Tech, Digital IQ, Finance, Marketing, Marketplace
Date
April 17, 2025
Close-up computer monitor with trading software
Algorithms, Analytics, Artificial Intelligence, Business and Society, Business Economics and Public Policy, Data and Business Analytics, AI and Transformative Tech, Digital IQ, Finance, Marketing, Marketplace

Designing Smarter Economic Systems: A New Approach to Mechanism Design

Award-winning research from Professor Laura Doval tackles the “limited commitment” problem in economics, offering a model that helps governments and firms adjust rules and strategies based on new information over time.
  • Read more about Designing Smarter Economic Systems: A New Approach to Mechanism Design about Designing Smarter Economic Systems: A New Approach to Mechanism Design
Artificial Intelligence, Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Technology
Date
April 08, 2025
A woman shopping in a grocery store
Artificial Intelligence, Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Technology

How Gen AI Is Transforming Market Research

Generative AI is revolutionizing market research by offering unprecedented ways to understand customers, assess competitors, and extend data-driven decision-making organizationally. Research with pioneering companies reveals four key opportunities: gen AI supports existing practices by making them faster and more scalable; replaces traditional methods with synthetic data that can match conventional results with greater accuracy; fills insight gaps by providing evidence for decisions previously based on intuition; and creates innovative applications like digital twins for testing customer interactions. Survey data shows 45% of market researchers already use gen AI, with most employing it to analyze transcripts and data. While acknowledging limitations around bias and representativeness, this framework helps business leaders navigate gen AI's transformative potential in gathering customer and market insights more efficiently and effectively than ever before.
  • Read more about How Gen AI Is Transforming Market Research about How Gen AI Is Transforming Market Research
Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Media and Technology
Date
April 04, 2025
Shopping for travel online
Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Media and Technology

How Real-Time Click Data Drives Smarter Personalization

New Columbia Business School research reveals how analyzing real-time customer journey data — from search queries to filtering behavior — can predict preferences with remarkable accuracy, even without historical data.
  • Read more about How Real-Time Click Data Drives Smarter Personalization about How Real-Time Click Data Drives Smarter Personalization
Artificial Intelligence, Business and Society, DFI News & Write-Ups, AI and Transformative Tech, Future of Work, Marketplace
Date
March 13, 2025
Columbia AI Summit workshop
Artificial Intelligence, Business and Society, DFI News & Write-Ups, AI and Transformative Tech, Future of Work, Marketplace

AI-Generated Digital Twins: Shaping the Future of Business

During a Columbia AI Summit satellite workshop, faculty shared cutting-edge research on the opportunities and challenges of AI in business decision-making.
  • Read more about AI-Generated Digital Twins: Shaping the Future of Business about AI-Generated Digital Twins: Shaping the Future of Business
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Entrepreneurship and Innovation, Media and Technology
Date
March 13, 2025
ChatCEO event
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Entrepreneurship and Innovation, Media and Technology

Tracking AI’s Impact on Creativity, Leadership, and Innovation

Insights shared at Columbia University’s AI Summit show how the technology is redefining the creative process and influencing executive decision making.
  • Read more about Tracking AI’s Impact on Creativity, Leadership, and Innovation about Tracking AI’s Impact on Creativity, Leadership, and Innovation
Business and Society, Finance, Finance and Economics, Real Estate, Social Impact
Date
January 02, 2025
A for rent sign outside a house
Business and Society, Finance, Finance and Economics, Real Estate, Social Impact

Could Rent Guarantee Insurance Help Solve the Housing Crisis?

Professors Boaz Abramson and Stijn Van Nieuwerburgh investigate whether insurance for missed rent payments could help individuals and the broader economy.
  • Read more about Could Rent Guarantee Insurance Help Solve the Housing Crisis? about Could Rent Guarantee Insurance Help Solve the Housing Crisis?

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Financial Engineering Faculty

Ciamac Moallemi

Ciamac Moallemi

William von Mueffling Professor of Business
Decision, Risk, and Operations Division
Michael Johannes

Michael Johannes

Ann F. Kaplan Professor of Business; Chair of Finance Division
Finance Division
Lawrence Glosten

Lawrence Glosten

S. Sloan Colt Professor Emeritus of Banking and International Finance in the Faculty of Business
Finance Division
Mark Zurack

Mark Zurack

Senior Lecturer in Discipline in Business
Finance Division
Areas of Advising:
Capital Markets, Portfolio Construction, Risk Management & Quantitative Research
Gur Huberman

Gur Huberman

Robert G. Kirby Professor of Behavioral Finance
Finance Division
Dean Costis Maglaras

Costis Maglaras

Dean
Dean's Office
David and Lyn Silfen Professor of Business
Decision, Risk, and Operations Division
Paul Glassermann

Paul Glasserman

Jack R. Anderson Professor of Business
Decision, Risk, and Operations Division
Harry Mamaysky

Harry Mamaysky

Professor of Professional Practice in the Faculty of Business
Finance Division
Faculty Director
Program for Financial Studies
Professor Tano Santos

Tano Santos

Robert Heilbrunn Professor of Asset Management and Finance
Finance Division
Director
Heilbrunn Center for Graham and Dodd Investing
Columbia Business School

Charles Calomiris

Henry Kaufman Professor Emeritus of Financial Institutions in the Faculty of Business and Professor Emeritus of International and Public Affairs
Finance Division
Photo of R.A. Farrokhnia

R.A. Farrokhnia

Executive Director
Dean's Office
Adjunct Associate Professor of Business
Economics Division

CBS Faculty Research on Financial Engineering

The U.S. Public Debt Valuation Puzzle

Authors
Zhengyang Jiang, Hanno Lustig, Stijn Van Nieuwerburgh, and Mindy Xiaolan
Date
July 1, 2024
Format
Working Paper

The government budget constraint ties the market value of government debt to the expected present discounted value of fiscal surpluses. We find evidence that U.S. Treasury investors fail to impose this no‐arbitrage restriction in the United States. Both cyclical and long‐run dynamics of tax revenues and government spending make the surplus claim risky. In a realistic asset pricing model, this risk in surpluses creates a large gap between the market value of debt and its fundamental value, the PDV of surpluses, suggesting that U.S. Treasuries may be overpriced.

Read More about The U.S. Public Debt Valuation Puzzle

Valuing Financial Data

Authors
Maryam Farboodi, Dhruv Singal, Laura Veldkamp, and Venky Venkateswaran
Date
Forthcoming
Format
Journal Article

How should an investor value financial data? The answer is complicated because it depends on the characteristics of all investors. We develop a sufficient statistics approach that uses equilibrium asset return moments to summarize all relevant information
about others’ characteristics. It can value data that is public or private, about one or many assets, relevant for dividends or for sentiment. While different data types, of course, have different valuations, heterogeneous investors also value the same data

Read More about Valuing Financial Data

Book Value Risk Management of Banks: Limited Hedging, HTM Accounting, and Rising Interest Rates

Authors
Joao Granja, Erica Xuewei Jiang, Gregor Matvos, Tomasz Piskorski, and Amit Seru
Date
March 1, 2024
Format
Working Paper

In the face of rising interest rates in 2022, banks mitigated interest rate exposure of the accounting value of their assets but left the vast majority of their long-duration assets exposed to interest rate risk. Data from call reports and SEC filings shows that only 6% of U.S. banking assets used derivatives to hedge their interest rate risk, and even heavy users of derivatives left most assets unhedged.

Read More about Book Value Risk Management of Banks: Limited Hedging, HTM Accounting, and Rising Interest Rates

Liquidity Regulation and Banks: Theory and Evidence

Authors
M. Suresh Sundaresan and Kairong Xiao
Date
November 10, 2023
Format
Journal Article
Journal
Journal of Financial Economics

This paper theoretically and empirically investigates the effects of liquidity regulation on the banking system. We document that the current quantity-based liquidity rule has reduced banks’ liquidity risks. However, the mandated liquidity buffer appears to crowd out bank lending and lead to a migration of liquidity risks to banks that are not subject to liquidity regulation. These findings motivate a model of liquidity regulation with endogenous liquidity premiums and heterogeneous banks.

Read More about Liquidity Regulation and Banks: Theory and Evidence

Data and Markups: A Macro-Finance Perspective

Authors
Jan Eeckhout and Laura Veldkamp
Date
February 22, 2023
Format
Working Paper

How can we measure the extent to which data-intensive firms are using their market power? Economists typically look to markups as evidence of market power. Using a simple model with firms that price risk in their capital allocation and production decisions, we highlight the competing forces that make markups an unreliable measure of data-derived market power. Instead, we show how markups measured at different levels of aggregation reflect data and distinguish data from other intangible investments.

Read More about Data and Markups: A Macro-Finance Perspective

Credit Information in Earnings Calls

Authors
Harry Mamaysky, Yiwen Shen, and Hongyu Wu
Date
February 6, 2023
Format
Working Paper

We develop a novel technique to extract credit-relevant information from the text of quarterly earnings calls. This information is not spanned by fundamental or market variables and forecasts future credit spread changes. One reason for such forecastability is that our text-based measure predicts future credit spread risk and firm profitability. More firm- and call-level complexity increase the forecasting power of our measure for spread changes. Out-of-sample portfolio tests show the information in our measure is valuable for investors.

Read More about Credit Information in Earnings Calls

Flattening the Curve: Pandemic-Induced Revaluation of Real Estate

Authors
A. Gupta, V. Mittal, J. Peeters, and Stijn Van Nieuwerburgh
Date
November 1, 2022
Format
Journal Article
Journal
Journal of Financial Economics

We show that the COVID-19 pandemic brought house price and rent declines in city centers, and price and rent increases away from the center, thereby flattening the bid-rent curve in most U.S. metropolitan areas. Across MSAs, the flattening of the bid-rent curve is larger when working from home is more prevalent, housing markets are more regulated, and supply is less elastic. Housing markets predict that urban rent growth will exceed suburban rent growth for the foreseeable future.

Read More about Flattening the Curve: Pandemic-Induced Revaluation of Real Estate

LOLR Policies, Banks' Borrowing Capacities and Funding Structures

Authors
M. Suresh Sundaresan and Stefano Corradin
Date
October 1, 2022
Format
Working Paper

We investigate banks' benefits and costs of having access to LOLR. Integrating novel data sets we estimate the borrowing capacities of euro area banks at the ECB. Controlling for ratings, we find that banks with more fragile funding are likely to borrow more from the ECB during the great financial and euro area sovereign debt crises. We develop a dynamic model of a bank and calibrate it to our empirical estimates. A bank with access to LOLR has higher equity value and makes larger investments in new loans, but it is more leveraged, pays more dividends and issues less equity.

Read More about LOLR Policies, Banks' Borrowing Capacities and Funding Structures

Diminishing Treasury Convenience Premiums: Effects of Dealers’ Excess Demand and Balance Sheet Constraints

Authors
Sven Klinglera and M. Suresh Sundaresan
Date
September 22, 2022
Format
Working Paper

After the global financial crisis, the yields of U.S. Treasury bills frequently exceed other risk-free rate benchmarks, thereby pointing to a diminishing convenience premium. Constructing a new measure of dealers’ balance sheet constraints for providing intermediation in U.S. Treasury markets, we trace these diminishing convenience premiums to primary dealers’ ability to act as intermediaries.

Read More about Diminishing Treasury Convenience Premiums: Effects of Dealers’ Excess Demand and Balance Sheet Constraints

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