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Research Lab

Program for Financial Studies

The PFS encourages the creation, translation, and dissemination of research from cross-disciplinary faculty members by hosting faculty research talks; coordinating access to computing and data resources; providing research support and assistance to affiliated faculty; disseminating research to the broader community through the PFS Newsletter; and overseeing fellowships and grants.

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PFS Research Lab

  • PFS Research Lab
    • Research
    • Affiliated Faculty
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Educating the Next Generation of Industry Leaders

The MSFE educates the next generation of industry leaders, ready to apply their quantitative training to solve real-world problems in the finance industry. Together, the research and educational missions of the PFS allow us to foster important interactions with industry partners, involving both the sharing of research & ideas, as well as student recruitment.

View the Research

Our Research

Has Government Counterparty Risk Become The Biggest Risk Today?

Authors
Shivaram Rajgopal
Date
April 8, 2025
Format
Newspaper/Magazine Article
Publication
Forbes.com

The US government has a massive footprint on any US company that goes way beyond just the impact of tariffs. How the government chooses to use that influence can make or break the company. Read the full article on Forbes.com

Read More about Has Government Counterparty Risk Become The Biggest Risk Today?

Taxing Universities

Authors
Shivaram Rajgopal
Date
March 14, 2025
Format
Newspaper/Magazine Article
Publication
Forbes
Columbia professor warns that taxing university endowments and cutting research funding will cripple basic research, erode US competitive advantage against China, and ultimately harm innovation that drives private sector growth.
Read More about Taxing Universities

Banks’ Motivations for Designating Securities as Held to Maturity

Authors
Sehwa Kim, Seil Kim, and Stephen G. Ryan
Date
February 17, 2025
Format
Working Paper

We provide evidence that banks classify fixed-rate debt investment securities as held to maturity (HTM) rather than as available for sale (AFS) when HTM classification provides preferred financial accounting and regulatory capital treatments, not because they have a distinct economically motivated intent and ability to hold the securities to maturity.

Read More about Banks’ Motivations for Designating Securities as Held to Maturity

Managers' Tools to Meet Earnings Management Incentives

Authors
Doron Nissim and Kalash Jain
Date
Forthcoming
Format
Chapter
Book
Handbook on the Financial Reporting Environment

Earnings management involves actions by managers to influence reported financial results, often to present a more favorable view of company performance. In this chapter, we discuss the tools available to managers for earnings management. We first consider manipulation of net income through accruals and real earnings management. Then, we disaggregate earnings management along the income statement, comparing manipulation of revenue, expenses, and gains and losses.

Read More about Managers' Tools to Meet Earnings Management Incentives

Minimum Viable Signal: Venture Funding, Social Movements, and Race

Authors
Emmanuel Yimfor, Matt Marx, and Qian Wang
Date
November 29, 2024
Format
Journal Article

How do venture capital investors react to social movements, especially those that relate to historical underrepresentation in their funding decisions? We use image and name algorithms combined with clerical review to classify race for 150,000 founders and 30,000 investors. Our new data allow us to assess the impact of George Floyd's murder on VC funding of Black entrepreneurs and identify which VCs were most responsive. Although VCs responded swiftly, investment in Black-owned startups reverted to prior levels within two years.

Read More about Minimum Viable Signal: Venture Funding, Social Movements, and Race

The Implied Equity Premium

Authors
Paul Tetlock, Jack McCoy, and Neel Shah
Date
November 11, 2024
Format
Working Paper

We propose and test a simple model of the equity premium implied by stock index options, assuming frictionless and complete markets for the index and index options. The model’s forecasts are more accurate than forecasting benchmarks, especially when arbitrage costs are low. They closely match real market behavior, with an average equity premium of 7.9% and an implied Sharpe ratio of 0.36.

Read More about The Implied Equity Premium

Interest Rate Sensitivities, Firm Growth Rates, and Stock Returns

Authors
Sehwa Kim, Doron Nissim, and Min Jun Song
Date
November 1, 2024
Format
Working Paper

We examine the relationship between stock return sensitivities to interest rate changes (interest rate sensitivities) and firm growth. A discounted cash flow method implies a negative association between interest rate sensitivities and growth expectations because, all else equal, the present value of distant cash flows declines more sharply than that of near-term cash flows when interest rates rise.

Read More about Interest Rate Sensitivities, Firm Growth Rates, and Stock Returns

Precautionary Saving and Capital Risk: Saving vs Asset Reallocation

Authors
Larry Selden and Xiao Wei
Date
September 15, 2024
Format
Working Paper

Insurance and macro models, increased capital risk results in higher risk free asset prices often attributed to precautionary saving. However at the demand level, even assuming the same preferences as in the equilibrium analysis, precautionary saving need not always hold. Assuming CES time and CRRA risk preferences, we derive conditions such that the consumer exhibits precautionary savng. Absent these conditions, a concrete example demonstrates that the consumer fails to exhibit precautionary saving.

Read More about Precautionary Saving and Capital Risk: Saving vs Asset Reallocation

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

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Databases

The Program for Financial Studies funds and supports the following databases:

  1. S&P Global Corporate Transcripts
  2. Thomson Reuters news article database

Past funded databases

  1. Burning Glass Technologies data set
  2. Economatica in conjunction with Watson Library and the Finance and Economics department
  3. SNL Financial Database in conjunction with Dean's office and Watson Library
  4. Markit CDS database licensed for data integration project, in partnership with Watson Library
  5. Lipper eMAXX corporate bond database

Grants

Norges Bank Investment Management

Dates: January 1, 2018 - June 30, 2022

Coordinated by Program for Financial Studies Academic Board Member and current Senior Vice Dean, Charles Jones, Norges Bank has awarded Columbia Business School a 3-year international study of the effect of technological and regulatory changes, across equity and fixed income markets, in both the US and Europe, on market transparency. Technological and business innovations are changing the ability of market participants to observe information about the trading process, and planned regulatory changes in both the US and Europe will significantly change the information available to traders. The main goal is to identify the effects of these various regulatory changes and innovations on market quality and liquidity, and to provide guidance to policymakers and market participants on how to improve market design.

Transparency: At What Speed and Cost? One-day market structure conference hosted on June 14, 2018 in NYC bringing together academics, regulators and practitioners. A second U.S.-based conference was hosted on October 29, 2021 virtually.

NETSPAR

Dates: 2011 - 2014

The Network for Studies on Pensions, Aging and Retirement (NETSPAR) has awarded a competitive three-year international grant to a group of researchers at Columbia Business School. Coordinated by Program for Financial Studies Academic Board Member Andrew Ang and also involving professors Geert Bekaert, Robert Hodrick, Morten Sorensen, and Steve Zeldes, the research agenda is “Aspects of Long Horizon, Illiquidity, and Non-Linear Tail Risk for Portfolio Strategies.” This research exemplifies the link between theory and practice, advancing academic scholarship with direct and significant policy implications in the areas of asset pricing, asset allocation, risk management, and pension valuation and design.

Newsletters

View all of the Program for Financial Studies Newsletters below.

Past Newsletters

  • Summer 2023
  • Fall 2022
  • Spring 2022
  • Fall 2021
  • Fall 2020
  • Summer 2020
  • Fall 2019
  • Summer 2019
  • Fall 2018

Affiliated Faculty

Faculty members receiving research support from the Program for Financial Studies include the professors listed alphabetically below. Please click on any profile to access information about each individual’s research interests, courses taught, publications, and awards.

Photo of Professor Mark Broadie

Mark Broadie

Carson Family Professor of Business
Decision, Risk, and Operations Division
Academic Advisory Board Member
Program for Financial Studies
Chair of Decision, Risk, and Operations
Decision, Risk, and Operations Division
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
A headshot of Kent Daniel

Kent Daniel

Jean-Marie Eveillard/First Eagle Investment Management Professor of Business
Finance Division
Paul Glassermann

Paul Glasserman

Jack R. Anderson Professor of Business
Decision, Risk, and Operations Division
Lawrence Glosten

Lawrence Glosten

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

Trevor Harris

Arthur J. Samberg Professor Emeritus of Professional Practice
Accounting Division
Geoffrey Heal, Donald C. Waite III Professor of Social Enterprise

Geoffrey Heal

Donald C. Waite III Professor Emeritus of Social Enterprise in the Faculty of Business
Economics Division
Bernstein Faculty Leader
Bernstein Center for Leadership and Ethics
Harry Mamaysky

Harry Mamaysky

Professor of Professional Practice in the Faculty of Business
Finance Division
Faculty Director
Program for Financial Studies
Columbia Business School

Laurie Simon Hodrick

A. Barton Hepburn Professor Emerita of Economics in the Faculty of Business
Finance Division
Columbia Business School

Robert Hodrick

Nomura Professor Emeritus of International Finance
Finance Division
Suresh Sundaresan

M. Suresh Sundaresan

Robert W. Lear Professor of Finance and Economics
Finance Division
Paul Tetlock

Paul Tetlock

Alexandra Morgan Ciardi Professor of Finance and Economics
Finance Division
Senior Vice Dean for Curriculum and Programs
Dean's Office

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