Publications

January 2017
Article

Being Surprised by the Unsurprising: Earnings Seasonality and Stock Returns

By: Tom Y. Chang, Samuel M. Hartzmark, David H. Solomon and Eugene F. Soltes

We present evidence consistent with markets failing to properly price information in seasonal earnings patterns. Firms with historically larger earnings in one quarter of the year (“positive seasonality quarters”) have higher returns when those earnings are usually... View Details

Keywords: Business Earnings; Investment

Research Summary

The Role of Financial and Information Intermediaries in the Capital Markets

Hutton's research investigates the role of financial analysts and short sellers in the pricing of equity securities. Recently, Hutton examines (with Patricia Dechow and Richard Sloan) the role of sell-side analysts' earnings forecasts in the pricing of common equity... View Details

19 May 2015
First Look

First Look: May 19

Joanne, George Serafeim, and Shan Wu Abstract—We study how career concerns influence banking analysts' forecasts and how their forecasting behavior benefits both them and bank managers. We show that banking... View Details

Keywords: Sean Silverthorne

2013
Article

Boardroom Centrality and Firm Performance

By: David F. Larcker, Eric C. So and Charles C.Y. Wang

Firms with central or well-connected boards of directors earn superior risk-adjusted stock returns. Initiating a long position in the most central firms and a short position in the least central firms earns an average risk-adjusted return of 4.68% per year. Firms with... View Details

Keywords: Networks; Governing and Advisory Boards; Forecasting and Prediction; Performance

SSRN

May 2018 (Revised October 2019)
Case

Managing the Future of Work

By: William R. Kerr, Allison Ciechanover and Jeff Huizinga

By 2019, leaders from the public and private sector had become increasingly anxious about how advanced technologies and aging global populations could affect labor markets, workplaces, and workers’ lives. Some analysts forecasted that hundreds of millions of workers... View Details

Keywords: Labor Markets; Workplace; Employment; Technological Innovation; Demographics; Organizational Change and Adaptation; Change Management; Problems and Challenges; Opportunities

January 2011
Case

The Risk-Reward Framework at Morgan Stanley Research

By: Suraj Srinivasan and David Lane

The case describes the Risk-Reward framework that Morgan Stanley analysts use as a systematic approach to communicate a broader range of fundamental insights about a company rather than the traditional single point estimates. The goal of the framework is to focus the... View Details

Keywords: Financial Statements; Forecasting and Prediction; Equity; Framework; Management Analysis, Tools, and Techniques; Risk Management; Business Processes; Research; Valuation

Siyu Zhang is a second-year doctoral student at HBS. Zhang joined Harvard Business School in 2020 as a Research Associate and has been working on macroeconomic forecasting projects. Prior to joining HBS, he was a Data Scientist at John Hancock, where he utilized... View Details

June 2018 (Revised October 2018)
Teaching Note

Valuing Snap After the IPO Quiet Period (A), (B), and (C)

By: Marco Di Maggio and Benjamin C. Esty

Teaching Note for HBS Nos. 218-095, 218-096, and 218-116. View Details

Article

Why Do Pro Forma and Street Earnings Not Reflect Changes in GAAP? Evidence from SFAS 123R

By: Ian D. Gow, Mary E. Barth and Daniel Taylor

This study examines how key market participants—managers and analysts—responded to SFAS 123R's controversial requirement that firms recognize stock-based compensation expense. Despite mandated recognition of the expense, some firms' managers exclude it from pro forma... View Details

Keywords: Motivation and Incentives; Employee Stock Ownership Plan

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2024
Working Paper

Finance Without Exotic Risk

By: Pedro Bordalo, Nicola Gennaioli, Rafael La Porta and Andrei Shleifer

We address the joint hypothesis problem in cross-sectional asset pricing by using measured analyst expectations of earnings growth. We construct a firm-level measure of Expectations Based Returns (EBRs) that uses analyst forecast errors and revisions and shuts down any... View Details

Keywords: Investment Return; Financial Markets; Behavioral Finance; Risk and Uncertainty

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June 2018 (Revised April 2021)
Supplement

Valuing Snap After the IPO Quiet Period

By: Benjamin C. Esty, Marco Di Maggio and Greg Saldutte

Research Summary

Understanding and Managing Information Intermediaries

Brian Bushee is investigating whether information intermediaries such as institutional investors and financial analysts are sophisticated and efficient users of accounting information and whether these intermediaries' decisions influence the choices made by... View Details

Article

Core Earnings: New Data and Evidence

By: Ethan Rouen, Eric C. So and Charles C.Y. Wang

Using a novel dataset, we show that components of firms' GAAP earnings stemming from ancillary business activities or transitory shocks are significant in frequency and magnitude. These components have grown over time and are dispersed across various sections of the... View Details

Keywords: Core Earnings; Transitory Earnings; Non-operating Earnings; Quantitative Disclosures; Equity Valuation; Big Data; Business Earnings; Financial Reporting; Valuation; Analytics and Data Science

January 2001 (Revised July 2003)
Case

Pharmacyclics: Financing Research & Development

By: Malcolm P. Baker, Richard S. Ruback and Aldo Sesia

Pharmacyclics (NASDAQ: PCYC), a pharmaceutical company that manufactures products that will improve existing therapeutic treatments for cancer, arteriosclerosis, and retinal disease, was considering a $60 million private placement in February 2000. The company had more... View Details

Keywords: Valuation; Cash Flow; Financing and Loans; Business Startups; Financial Strategy; Medical Devices and Supplies Industry; Pharmaceutical Industry; Health Industry

20 Mar 2009
Working Paper Summaries

Catering to Characteristics

Keywords: by Robin Greenwood & Samuel Hanson; Technology

January–February 2021
Article

Cross‐firm Return Predictability and Accounting Quality

By: Wen Chen, Mozaffar Khan, Leonid Kogan and George Serafeim

We test the hypothesis that if poor accounting quality (AQ) is associated with poor investor understanding of firms’ revenue and cost structures, then poor AQ stocks likely respond more slowly than good AQ stocks to new non‐idiosyncratic information that affects both... View Details

Keywords: Accounting Quality; Earnings Quality; Stock Returns; Investment Strategy; Accounting; Business Earnings; Quality; Investment Return; Investment; Strategy

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2022
Working Paper

The Stock Market Value of Human Capital Creation

By: Matthias Regier and Ethan Rouen

We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between lagged... View Details

Keywords: Intangibles; Market Valuation; Human Capital; Stocks; Financial Markets; Valuation

SSRN

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May 2012
Article

Complicated Firms

By: Lauren Cohen and Dong Lou

We exploit a novel setting in which the same piece of information affects two sets of firms: one set of firms requires straightforward processing to update prices, while the other set requires more complicated analyses to incorporate the same piece of information into... View Details

Keywords: Investment Portfolio; Information; Price; Forecasting and Prediction; Complexity; Mathematical Methods