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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

Date
April 07, 2026
AI-Driven Nurse Staffing Can Cut Costs and Maintain Patient Access, New Columbia Business School Study Finds Image
Press Release

AI-Driven Nurse Staffing Can Cut Costs and Maintain Patient Access, New Columbia Business School Study Finds

New research shows predictive analytics can help emergency departments better match staffing to real-time patient demand
  • Read more about AI-Driven Nurse Staffing Can Cut Costs and Maintain Patient Access, New Columbia Business School Study Finds about AI-Driven Nurse Staffing Can Cut Costs and Maintain Patient Access, New Columbia Business School Study Finds
Analytics, Real Estate
Date
March 02, 2026
CBS Photo Image
Analytics, Real Estate
Press Release

Rethinking Rent: New Tool from Columbia Business School and CompStak Will Reshape Market Insights

Columbia Business School and CompStak launch first-of-its-kind tool to deeply analyze office, retail, and industrial rent trends
  • Read more about Rethinking Rent: New Tool from Columbia Business School and CompStak Will Reshape Market Insights about Rethinking Rent: New Tool from Columbia Business School and CompStak Will Reshape Market Insights
AI and Transformative Tech, Artificial Intelligence, Business and Society, Curriculum, Digital IQ
Date
October 10, 2025
Professor Dan Wang
AI and Transformative Tech, Artificial Intelligence, Business and Society, Curriculum, Digital IQ

How AI Is Changing the Way Students Learn

CAiSEY, an AI-powered learning platform from Columbia Business School, engages students in adaptive, voice-to-voice conversations with real-time feedback.
  • Read more about How AI Is Changing the Way Students Learn about How AI Is Changing the Way Students Learn
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Innovation, Marketplace, Technology
Date
August 22, 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?
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, AI and Transformative Tech, Future of Work, Marketplace
Date
March 13, 2025
Columbia AI Summit workshop
Artificial Intelligence, Business and Society, 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

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Financial Engineering Faculty

Lawrence Glosten

Lawrence Glosten

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

Evan Picoult '86

Adjunct Professor of Business
Decision, Risk, and Operations Division
Ciamac Moallemi

Ciamac Moallemi

William von Mueffling Professor of Business
Decision, Risk, and Operations Division
Photo of R.A. Farrokhnia

R.A. Farrokhnia

Executive Director
Executive Education
Adjunct Associate Professor of Business
Economics Division
Mark Zurack

Mark Zurack

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

Luigi Rizzo

Adjunct Professor of Business
Finance Division
Harry Mamaysky

Harry Mamaysky

Professor of Professional Practice in the Faculty of Business
Finance Division
Faculty Director
Program for Financial Studies
Achilles Venetoulias, Adjunct Professor of Business

Achilles Venetoulias

Adjunct Professor of Business
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
Professor Tano Santos

Tano Santos

Robert Heilbrunn Professor of Asset Management and Finance
Finance Division
Director
Heilbrunn Center for Graham and Dodd Investing
Gur Huberman

Gur Huberman

Robert G. Kirby Professor of Behavioral Finance
Finance Division

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CBS Faculty Research on Financial Engineering

Marketing Performance: How Marketers Drive Profitable Growth

Authors
Thomas Bauer, Tjark Freundt, Jonathan Gordon, Jesko Perrey, and Dennis Spillecke
Date
July 1, 2026
Format
Book
Publisher
McKinsey and Company

Top marketers today don't shy away from financial accountability. In fact, they actively hold themselves and their organizations to account for the return on marketing investments because they believe marketing makes a big difference in building the business. That commitment plays out in many ways, from  more effective campaigns to more satisfied customers; from more profitable promotions, to higher returns to shareholders.

We wrote this book to address the most pressing marketing performance questions for CMOs who have an investor's mindset.

Read More about Marketing Performance: How Marketers Drive Profitable Growth

Manufacturing Risk‐free Government Debt

Authors
Zhengyang Jiang, Hanno Lustig, Stijn Van Nieuwerburgh, and Mindy Xiaolan
Date
February 1, 2026
Format
Journal Article
Journal
Journal of Financial Economics

In the presence of aggregate risk, governments face a trade-off between insuring taxpayers or bondholders. The literature assumes that the government can finance deficits at the risk-free rate, protecting bondholders at the expense of taxpayers. We characterize the implications of this assumption on the surplus process. Under reasonable debt dynamics, counter-cyclical debt issuance that protects taxpayers against adverse macro-economic shocks is limited in time and scope, and comes at the expense of higher long-run risk.

Read More about Manufacturing Risk‐free Government Debt

Big Data Meets the Turbulent Oil Market

Authors
Charles Calomiris, Nida Cakir Melek, and Harry Mamaysky
Date
January 26, 2026
Format
Journal Article
Journal
Financial Analysts Journal

We use topic modeling to construct novel news-based measures for tracking energy markets. Our parsimonious yet comprehensive set of indicators summarizes the information content of millions of news articles and forecasts oil spot, futures, and energy company stock returns, and changes in oil volatility, production, and inventories. Using an econometrically robust framework to evaluate both in- and out-of-sample predictive performance, we show that our measures are not spanned by existing text and nontext variables.

Read More about Big Data Meets the Turbulent Oil Market

Unbalanced Financial Globalization

Authors
Damien Capelle and Bruno Pellegrino
Date
January 1, 2026
Format
Working Paper

We use a dynamic spatial general equilibrium model of international investment and production to investigate the real implications of the last five decades of financial globalization. We introduce a wedge accounting framework to estimate country- and time-varying measures of outward and inward Revealed Financial Openness (RFO). These wedges are meant to capture all impediments to cross-border investment, rather than explicit policy measures alone.

Read More about Unbalanced Financial Globalization

The Economics of Blended Finance

Authors
Caroline Flammer, Thomas Giroux, and Geoffrey Heal
Date
May 1, 2025
Format
Journal Article
Journal
AEA Papers and Proceedings

Projects with high societal impact--such as biodiversity conservation and climate change mitigation--often offer financial returns that are too low, or too risky, to attract private capital. Under such circumstances, it can be difficult to raise adequate financing for these projects. A potential solution is blended finance, that is, the blending of concessional funding (e.g., from governments, multilateral development banks, or philanthropies) with private capital.

Read More about The Economics of Blended Finance

Valuing Financial Data

Authors
Maryam Farboodi, Dhruv Singal, Laura Veldkamp, and Venky Venkateswaran
Date
March 1, 2025
Format
Journal Article
Journal
The Review of Financial Studies

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

Biodiversity Finance

Authors
Caroline Flammer, Thomas Giroux, and Geoffrey Heal
Date
February 1, 2025
Format
Journal Article
Journal
Journal of Financial Economics

The use of private capital to finance biodiversity conservation and restoration is a new practice in sustainable finance. This study sheds light on this new practice. First, we provide a conceptual framework that lays out how biodiversity can be financed by pure private capital and blended financing structures. In the latter, private capital is blended with public or philanthropic capital, whose aim is to de-risk private capital investments.

Read More about Biodiversity Finance

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

Data and the Aggregate Economy

Authors
Cindy Chung and Laura Veldkamp
Date
June 1, 2024
Format
Journal Article
Journal
Journal of Economic Literature

Over the past decade, data has transformed everyday life. While it has changed the way people shop and businesses operate (Goldfarb and Tucker, 2019), it has only just begun to permeate economists thinking about the aggregate economy. In the early twentieth century, economists like Schultz (1943) analyzed agrarian economies and land-use issues. As agricultural productivity improved, production shifted more to manufacturing. Modern macroeconomics adapted with models featuring capital and labor, markets for goods, and equilibrium wages (Solow, 1956).

Read More about Data and the Aggregate Economy

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