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  • Article

Brand Values and Capital Market Valuation

By: Mary Barth, Michael B. Clement, George Foster and Ron Kasznik
Brand value estimates are significantly positively related to prices and returns, incremental to accounting variables. Questionable brand value estimate reliability underlies lack of financial statement recognition for brands. Findings suggest estimates are relevant... View Details
Keywords: Brands and Branding; Valuation
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Barth, Mary, Michael B. Clement, George Foster, and Ron Kasznik. "Brand Values and Capital Market Valuation." Review of Accounting Studies 3, nos. 1-2 (1998): 41–68.
  • Article

Valuation of Bankrupt Firms

By: S. C. Gilson, E. S. Hotchkiss and R. S. Ruback
This study compares the market value of firms that reorganize in bankruptcy with estimates of value based on management's published cash flow projections. We estimate firm values using models that have been shown in other contexts to generate relatively precise... View Details
Keywords: Valuation; Business Ventures; Insolvency and Bankruptcy
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Gilson, S. C., E. S. Hotchkiss, and R. S. Ruback. "Valuation of Bankrupt Firms." Review of Financial Studies 13, no. 1 (Spring 2000): 43–74. (Abridged version reprinted in The Journal of Corporate Renewal 13, no. 7 (July 2000))
  • 2022
  • Working Paper

A Linear Panel Model with Heterogeneous Coefficients and Variation in Exposure

By: Jesse M. Shapiro and Liyang Sun
Linear panel models featuring unit and time fixed effects appear in many areas of empirical economics. An active literature studies the interpretation of the ordinary least squares estimator of the model, commonly called the two-way fixed effects (TWFE) estimator, in... View Details
Keywords: Econometric Models; Mathematical Methods
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Shapiro, Jesse M., and Liyang Sun. "A Linear Panel Model with Heterogeneous Coefficients and Variation in Exposure." NBER Working Paper Series, No. 29976, April 2022.
  • January 2011
  • Article

Building a Better America—One Wealth Quintile at a Time

By: Michael I. Norton and Dan Ariely
Disagreements about the optimal level of wealth inequality underlie policy debates ranging from taxation to welfare. We attempt to insert the desires of "regular" Americans into these debates, by asking a nationally representative online panel to estimate the current... View Details
Keywords: Taxation; Policy; Perspective; Wealth; Equality and Inequality; Income; Demography; Debates; Welfare; Diversity; Philanthropy and Charitable Giving; United States
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Norton, Michael I., and Dan Ariely. "Building a Better America—One Wealth Quintile at a Time." Perspectives on Psychological Science 6, no. 1 (January 2011): 9–12.
  • Article

How Much (More) Should CEOs Make? A Universal Desire for More Equal Pay

By: Sorapop Kiatpongsan and Michael I. Norton
Do people from different countries and different backgrounds have similar preferences for how much more the rich should earn than the poor? Using survey data from 40 countries (N = 55,238), we compare respondents' estimates of the wages of people in different... View Details
Keywords: Inequality; Justice; Wage; Cross-cultural; Wages; Equality and Inequality; Fairness; Income; Employees; Management Teams; Cross-Cultural and Cross-Border Issues
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Kiatpongsan, Sorapop, and Michael I. Norton. "How Much (More) Should CEOs Make? A Universal Desire for More Equal Pay." Perspectives on Psychological Science 9, no. 6 (November 2014): 587–593.
  • June 1992
  • Case

Arundel Partners: The Sequel Project

By: Timothy A. Luehrman and William A. Teichner
A group of investors is considering buying the sequel rights for a portfolio of feature films. They need to determine how much to offer to pay and how to structure a contract with one or more major U.S. film studios. The case contains cash flow estimates for all major... View Details
Keywords: Rights; Debt Securities; Contracts; Cash Flow; Valuation; Capital Budgeting; Entertainment and Recreation Industry; Motion Pictures and Video Industry; United States
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Luehrman, Timothy A., and William A. Teichner. "Arundel Partners: The Sequel Project." Harvard Business School Case 292-140, June 1992.
  • 2024
  • Working Paper

The Value of Open Source Software

By: Manuel Hoffmann, Frank Nagle and Yanuo Zhou
The value of a non-pecuniary (free) product is inherently difficult to assess. A pervasive example is open source software (OSS), a global public good that plays a vital role in the economy and is foundational for most technology we use today. However, it is... View Details
Keywords: Valuation; Open Source Distribution; Applications and Software
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Hoffmann, Manuel, Frank Nagle, and Yanuo Zhou. "The Value of Open Source Software." Harvard Business School Working Paper, No. 24-038, January 2024.
  • July 2016
  • Article

Economic Implications of the Society for Assisted Reproductive Technology Embryo Transfer Guidelines: Healthcare Dollars Saved by Reducing Iatrogenic Triplets

By: Malinda S. Lee, Brady T. Evans, Ariel Dora Stern and Mark D. Hornstein
Objective: To estimate the national cost savings resulting from reductions in higher-order multiple (HOM) live births (defined as three or more fetuses), following the initial publication of the Society for Assisted Reproductive Technology (SART) guidelines on ET in... View Details
Keywords: Information Technology; Cost Management; Health Care and Treatment; Health Industry
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Lee, Malinda S., Brady T. Evans, Ariel Dora Stern, and Mark D. Hornstein. "Economic Implications of the Society for Assisted Reproductive Technology Embryo Transfer Guidelines: Healthcare Dollars Saved by Reducing Iatrogenic Triplets." Fertility and Sterility 106, no. 1 (July 2016): 189–195.e3.
  • August 2006
  • Article

Confidence Intervals for Probabilities of Default

By: Samuel G. Hanson and Til Schuermann
In this paper we conduct a systematic comparison of confidence intervals around estimated probabilities of default (PD) using several analytical approaches as well as parametric and nonparametric bootstrap methods. We do so for two different PD estimation... View Details
Keywords: Credit Risk; Bootstrap; Mathematical Methods; Credit; Risk Management
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Hanson, Samuel G., and Til Schuermann. "Confidence Intervals for Probabilities of Default." Journal of Banking & Finance 30, no. 8 (August 2006).
  • Research Summary

Dynamic Factor Models with Temporal Instability (with James Stock and Mark Watson)

This paper considers the estimation of approximate dynamic factor models when there is temporal instability in the factors, factor loadings, and errors.  We derive conditions under which the estimated dynamic factors are consistent and characterize the inferential... View Details
  • December 2014 (Revised March 2018)
  • Case

John D. Rockefeller: The Richest Man in the World

By: Tom Nicholas and Vasiliki Fouka
By the late nineteenth century scale and managerial hierarchies had extended to several major industrial sectors of the U.S. economy. Although the precise mechanisms often varied, this process mainly involved horizontal integration, some form of legal or administrative... View Details
Keywords: Horizontal Integration; Wealth; Business History; Vertical Integration; Consolidation; Personal Development and Career; Energy Industry; United States
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Nicholas, Tom, and Vasiliki Fouka. "John D. Rockefeller: The Richest Man in the World." Harvard Business School Case 815-088, December 2014. (Revised March 2018.)
  • Research Summary

Overcoming Large-N, Small-T Issues in Asset Pricing Tests

The large-N, small-T (i.e. large cross-section, short time series) nature of our asset data presents serious estimation problems for empirical asset pricing.  In response, the literature tests asset pricing models against 10-25 test assets or portfolios.  A... View Details
  • 06 Apr 2020
  • Working Paper Summaries

A General Theory of Identification

Keywords: by Iavor Bojinov and Guillaume Basse
  • January 2009
  • Journal Article

The Fiscal Impact of High-skilled Emigration: Flows of Indians to the U.S.

By: Mihir Desai, D. Kapur, J. McHale and K Rogers
Easing immigration restrictions for the highly skilled in developed countries portends a future of increased human capital outflows from developing countries. The myriad consequences of these developments for developing countries include the direct loss of the fiscal... View Details
Keywords: Talent and Talent Management; Diasporas; Developing Countries and Economies; Taxation; Compensation and Benefits; Human Capital; Mathematical Methods; India; United States
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Desai, Mihir, D. Kapur, J. McHale, and K Rogers. "The Fiscal Impact of High-skilled Emigration: Flows of Indians to the U.S." Journal of Development Economics 88, no. 1 (January 2009).
  • March 1976 (Revised November 1993)
  • Background Note

Diversification, the Capital Asset Pricing Model, and the Cost of Equity Capital

Describes in nonmathematical terms the nature of capital asset pricing model and possible use in estimating a company's cost of equity capital. View Details
Keywords: Diversification; Cost of Capital; Asset Pricing
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Mullins, David W., Jr. "Diversification, the Capital Asset Pricing Model, and the Cost of Equity Capital." Harvard Business School Background Note 276-183, March 1976. (Revised November 1993.)
  • 2024
  • Working Paper

Using LLMs for Market Research

By: James Brand, Ayelet Israeli and Donald Ngwe
Large language models (LLMs) have rapidly gained popularity as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners... View Details
Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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Brand, James, Ayelet Israeli, and Donald Ngwe. "Using LLMs for Market Research." Harvard Business School Working Paper, No. 23-062, April 2023. (Revised July 2024.)
  • Research Summary

Portfolio Betas Do Not Make for Better Asset Pricing Tests

Many papers claim that because using portfolios instead of individual stocks as test assets minimizes idiosyncratic volatility, their use also yields more precise estimates of risk premia.  I show that while portfolio formation does lead to more efficient beta... View Details
  • September 2020
  • Case

An Introduction to Money Laundering: 'The Hunter'

By: Eugene Soltes, Guilhem Ros and Grace Liu
Money laundering schemes disguise the criminal origins of an estimated 2% to 5% of the world’s gross domestic product. Money laundering not only enables criminals to escape detection, but may also be used to finance further criminal operations including terrorism. This... View Details
Keywords: Crime and Corruption; Accounting Audits; Financial Reporting; Financial Institutions; Banks and Banking; Cross-Cultural and Cross-Border Issues; Governance Controls; International Relations; National Security; Ethics; Accounting Industry; Banking Industry; United States; Europe
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Soltes, Eugene, Guilhem Ros, and Grace Liu. "An Introduction to Money Laundering: 'The Hunter'." Harvard Business School Case 121-011, September 2020.
  • Article

Corruption and Firms

By: Emanuele Colonnelli and Mounu Prem
We estimate the causal real economic effects of a randomized anti-corruption crackdown on local governments in Brazil using rich micro-data on corruption and firms. After anti-corruption audits, municipalities experience an increase in the number of firms concentrated... View Details
Keywords: Crime and Corruption; Economy; Business and Government Relations; Policy; Brazil
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Colonnelli, Emanuele, and Mounu Prem. "Corruption and Firms." Review of Economic Studies 89, no. 2 (March 2022): 695–732.
  • Article

How Much Should We Trust Staggered Difference-In-Differences Estimates?

By: Andrew C. Baker, David F. Larcker and Charles C.Y. Wang
We explain when and how staggered difference-in-differences regression estimators, commonly applied to assess the impact of policy changes, are biased. These biases are likely to be relevant for a large portion of research settings in finance, accounting, and law that... View Details
Keywords: Difference In Differences; Staggered Difference-in-differences Designs; Generalized Difference-in-differences; Dynamic Treatment Effects; Mathematical Methods
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Baker, Andrew C., David F. Larcker, and Charles C.Y. Wang. "How Much Should We Trust Staggered Difference-In-Differences Estimates?" Journal of Financial Economics 144, no. 2 (May 2022): 370–395. (Editor's Choice, May 2022; Jensen Prize, First Place, June 2023.)
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