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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

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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.

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Our Research

Commentary: Welcome to the machine

Authors
Michael Weinberg
Date
March 29, 2018
Format
Newspaper/Magazine Article
Publication
Pensions&Investments

As technology disrupts industry after industry, it is logical to expect the hedge fund industry will be similarly disrupted. We pose the question: How will that disruption happen and where will it come from?

Read More about Commentary: Welcome to the machine

Bankruptcy Spillovers

Authors
Shai Bernstein, Emanuele Colonnelli, Xavier Giroud, and Benjamin Iverson
Date
Forthcoming
Format
Newspaper/Magazine Article
Publication
Journal of Financial Economics

How do different bankruptcy approaches affect the local economy? Using U.S. Census microdata, we explore the spillover effects of reorganization and liquidation on geographically proximate firms. We exploit the random assignment of bankruptcy judges as a source of exogenous variation in the probability of liquidation. We find that employment declines substantially in the immediate neighborhood of the liquidated establishments, relative to reorganized establishments.

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A News-Utility Theory for Inattention and Delegation in Portfolio Choice

Authors
Michaela Pagel
Date
March 1, 2018
Format
Journal Article
Journal
Econometrica

Recent evidence suggests that investors are inattentive to their portfolios and hire expensive portfolio managers. This paper develops a life-cycle portfolio-choice model in which the investor experiences loss-averse utility over news and can ignore his portfolio. In such a model, the investor prefers to ignore and not rebalance his portfolio most of the time because he dislikes bad news more than he likes good news such that expected news cause a first-order decrease in utility.

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What a long strange trip it’s been...on ALIS

Authors
Michael Weinberg
Date
January 21, 2018
Format
Newspaper/Magazine Article
Publication
AIMA Journal

We have titled this paper with an ode to a compilation album by a band that was founded in Palo Alto and developed a counter-culture.  Though the title espouses a new state of mind, it is investment, not consumption driven, as this is 2017 and not 1965.

Read More about What a long strange trip it’s been...on ALIS

A Framework for Identifying Accounting Characteristics for Asset Pricing Models, with an Evaluation of Book-to-Price

Authors
Stephen Penman, Francesco Reggiani, Scott Richardson, and Irem Tuna
Date
January 1, 2018
Format
Journal Article
Journal
European Financial Management

We provide a framework for identifying accounting numbers that indicate risk and expected return. Under specified accounting conditions for measuring earnings and book value, book-to-price (B/P) indicates expected returns, providing justification for B/P in asset pricing models. However, the framework also points to earnings-to-price (E/P) as a risk characteristic. Indeed, E/P, rather than B/P, is the relevant characteristic when there is no expected earnings growth, but the weight shifts to B/P with growth.

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The SEC's Enforcement Record Against Auditors

Authors
Simi Kedia, Urooj Khan, and Shivaram Rajgopal
Date
January 1, 2018
Format
Journal Article
Journal
Journal of Law, Finance, and Accounting

We investigate the effectiveness of regulatory oversight exercised by the SEC against auditors over the years 1996–2009. The evidence suggests that the SEC is significantly less likely to name a Big N auditor as a defendant, after controlling for both the severity of the violation and for the characteristics of companies more likely to be audited by Big N auditors. Further, when the SEC does charge Big N auditors, the SEC (i) is less likely to impose harsher penalties on the Big N; and (ii) is less likely to name a Big N audit firm relative to individual Big N partners.

Read More about The SEC's Enforcement Record Against Auditors

Does Mandated Corporate Social Responsibility Reduce Intrinsic Motivation? Evidence from India

Authors
Shivaram Rajgopal and Prasanna Tantri
Date
January 1, 2018
Format
Working Paper

We investigate the implementation of a 2014 Government of India mandate that requires companies to at least spend 2% of their profits on corporate social responsibility (CSR) activities. Firms that voluntarily engaged in CSR before the mandate reduce their spending significantly down to the suggested 2% level. Firms that did not actively engage in CSR before the mandate increase their spending marginally. CSR spending post mandate is highly sensitive to negative shocks to firm profits, but not to positive profit shocks.

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The expected rate of credit losses on banks' loan portfolios

Authors
Trevor Harris, Urooj Khan, and Doron Nissim
Date
January 1, 2018
Format
Journal Article
Journal
The Accounting Review

This study develops a timely and unbiased measure of expected credit losses. The expected rate of credit losses (ExpectedRCL) is a linear combination of various non-discretionary credit risk-related measures disclosed by banks. ExpectedRCL performs substantially better than net charge-offs, realized credit losses, and fair value of loans in predicting credit losses, and reflects all the explanatory power of the credit loss-related information in these variables.

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Do the FASB's standards add shareholder value?

Authors
Urooj Khan, Bin Li, Shivaram Rajgopal, and Mohan Venkatachalam
Date
January 1, 2018
Format
Journal Article
Journal
The Accounting Review

We examine the cost-effectiveness, from the shareholders' perspective, of the accounting standards issued by the FASB during 1973-2009. We evaluate (i) the stock market reactions of firms affected by the standards surrounding events that changed the standard's probability of issuance; and (ii) whether the market reactions are related, in the cross-section, to agency problems, information asymmetry, proprietary costs, contracting costs, and changes in estimation risk.

Read More about Do the FASB's standards add shareholder value?

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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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