Human Capital Management - Publications - Faculty & Research - Harvard Business School

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August 2020
Article

Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation

By: Prithwiraj Choudhury, Evan Starr and Rajshree Agarwal

The use of machine learning (ML) for productivity in the knowledge economy requires considerations of important biases that may arise from ML predictions. We define a new source of bias related to incompleteness in real time inputs, which may result from strategic... View Details

Keywords: Machine Learning; Bias; Human Capital; Management; Strategy

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June 2023 (Revised April 2025)
Case

Optimalen Capital

By: Malcolm Baker, Elisabeth Kempf and Jonathan Wallen

A new client portfolio manager at a quantitative investment management firm must explain why her firm, Optimalen Capital, has rebalanced a client portfolio with a set of trades that seem unintuitive. In particular, Optimalen has added to its position of Walmart (ticker... View Details

Keywords: Investments; CAPM; Capital Asset Pricing Model; Investment Portfolio; Asset Pricing; Stocks

April 2002 (Revised April 2003)
Case

Malaysia: Capital and Control

By: Rawi E. Abdelal and Laura Alfaro

On September 1, 1998, the government of Malaysia imposed currency and capital controls in response to the financial crisis that had swept Asia. The controls sparked an enormous controversy in the world of international finance. Some celebrated the controls for... View Details

Keywords: Capital Controls; Business and Government Relations; International Finance; Policy; Crisis Management; Balance and Stability; Globalized Economies and Regions; Malaysia

January 2018 (Revised April 2021)
Case

Capital Allocation at HCA

By: W. Carl Kester and Emily R. McComb

In early 2017, HCA Holdings, an investor-owned hospital management company, faced a strategically important capital allocation decision. After the exit of its private equity sponsors in 2016, HCA had to determine how best to allocate its substantial annual free cash... View Details

Keywords: Capital Allocation; Cash Distribution Policy; Dividends; Share Repurchases; Growth Strategy And Execution; Growth Investing; Capital Expenditures; Debt Management; Debt Reduction; Debt Policy; Hospital Management; Investor-owned Hospital Chains; Capital Budgeting; Capital Structure; Cash Flow; Corporate Finance; Decision Choices and Conditions; Health Industry; United States

2022
Chapter

Capitalism and the Environment

By: Geoffrey Jones

Capitalism drove the environmental decimation of the planet. The environment was seen as a free good, while the consequences of dirty industrial and agricultural processes were seen as external to the firm. Public policies largely allowed this to happen, as politicians... View Details

Keywords: History; Environment; Sustainability; Capitalism; Ethics; Business History; Environmental Sustainability; Green Technology; Pollution; Climate Change

2010
Book

Wealth and Justice: The Morality of Democratic Capitalism

By: Peter Wehner and Arthur C. Brooks

Popular opinion would have us believe that America's free market system is driven by greed and materialism, resulting in gross inequalities of wealth, destruction of the environment, and other social ills. Even proponents of capitalism often refer to the free market as... View Details

Keywords: Capitalism; Economic Systems; Ethics; Moral Sensibility

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May 2006
Teaching Note

Infosys (A): Strategic Human Resource Management (TN)

By: Thomas J. DeLong and George Lambros Karris

Keywords: Human Resources; Information Technology Industry

November 2010 (Revised May 2012)
Case

Innovating into Active ETFs: Factor Funds Capital Management LLC

By: Kenneth A. Froot, Lauren Cohen and Scott Waggoner

Kishore Karunakaran, President and COO of FFCM, faces a variety of challenges in launching an innovative investment management business in the rapidly evolving ETF space. View Details

Keywords: Investment Management; Institutional Investments; Entrepreneurial Finance; Financial Management; Innovation Strategy; Corporate Entrepreneurship; Capital Markets; Investment Funds; Financial Strategy; Management Teams; Financial Services Industry; Boston

Article

Productivity and Selection of Human Capital with Machine Learning

By: Aaron Chalfin, Oren Danieli, Andrew Hillis, Zubin Jelveh, Michael Luca, Jens Ludwig and Sendhil Mullainathan

Keywords: Analytics and Data Science; Selection and Staffing; Performance Productivity; Mathematical Methods; Policy

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2020
Book

Reimagining Capitalism in a World on Fire

By: Rebecca Henderson

Free market capitalism is one of humanity’s greatest inventions and the greatest source of prosperity the world has ever seen. But this success has been costly. Capitalism is on the verge of destroying the planet and destabilizing society as wealth rushes to the top.... View Details

Keywords: Capitalism; Economic Systems; Ethics; Society; Environmental Sustainability

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July 1996 (Revised August 2024)
Case

Innovative Opportunities to Manage Health Care Delivery

By: Regina E. Herzlinger and D. Scott Lurding

The purpose of this case is: To familiarize the students with the changing landscape of health care delivery, through chains of retail medical centers and those offering value-based care (VBC).

To discuss fundamental managerial decisions about their... View Details

Keywords: Managed Care; Capitation; Strategy

April 2013 (Revised October 2013)
Case

Google's Project Oxygen: Do Managers Matter?

By: David A. Garvin, Alison Berkley Wagonfeld and Liz Kind

Google's Project Oxygen started with a fundamental question raised by executives in the early 2000s: do managers matter? The topic generated a multi-year research project that ultimately led to a comprehensive program, built around eight key management attributes,... View Details

Keywords: Organizational Behavior; Business Policy; General Management; Human Resource Management; Management; Leadership; Human Resources

14 Apr 2017
News

Humanizing Finance

September 2025
Article

Sticky Capital Controls

By: Miguel Acosta-Henao, Laura Alfaro and Andrés Fernández

There is much ongoing debate on the merits of capital controls as effective policy instruments. The differing perspectives are due in part to a lack of empirical studies that look at the intensive margin of controls, which in turn has prevented a quantitative... View Details

Keywords: Capital Controls; Macroprudential Policies; Stickiness; Intensive; (S, S) Costs; Capital; Management; Macroeconomics; Governance Controls; Mathematical Methods

September 2021 (Revised November 2022)
Case

MAYA Capital

By: Robert F. White, Carla Larangeira and Pedro Levindo

MAYA Capital co-founders Lara Lemann and Monica Saggioro raised $41.5 million through a series of closings for their early-stage Latin American venture capital fund. The two women had met for the first time in mid-2016 when Lemann was contemplating scaling her angel... View Details

Keywords: Early Stage; Portfolio Construction; Fund Management; Investment; Entrepreneurship; Venture Capital; Investment Portfolio; Strategy; Business Startups; Management; Investment Funds; Latin America

2024
Working Paper

Health, Human Capital Development and the Longevity of Japanese Elites Since 710

By: Tom Nicholas and Hiroshi Shimizu

We examine the lifespan of over 40,000 elites in Japan born between 710 and 1912, including samurai warriors, feudal lords, business, political, cultural, and religious leaders at the apex of the social hierarchy. Japanese elites experienced increases in lifespan about... View Details

Keywords: Life Expectancy; Status and Position; Health; History; Human Capital; Japan

2020
Working Paper

Sticky Capital Controls

By: Miguel Acosta-Henao, Laura Alfaro and Andres Fernandez

There is much ongoing debate on the merits of capital controls as effective policy instruments. The differing perspectives are due in part to a lack of empirical studies that look at the intensive margin of controls, which in turn has prevented a quantitative... View Details

Keywords: Capital Controls; Macroprudential Policies; Stickiness; Intensive; (S, S) Costs; Capital; Management; Macroeconomics

September 2014
Supplement

Evanston Capital Management Spreadsheet Supplement

By: Erik Stafford and Aditya Vikram Sunderam

March 2009 (Revised August 2009)
Exercise

Managing Your Own Human Capital: Executive Interview Exercise (2008)

By: Boris Groysberg and Robin Abrahams

This note contains instructions for an exercise in which students interview C-level executives on how they have managed their careers. View Details

Keywords: Personal Development and Career; Leadership Development

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July 2013
Teaching Note

Google's Project Oxygen: Do Managers Matter?

By: David A. Garvin

Google's Project Oxygen started with a fundamental question raised by executives in the early 2000s: do managers matter? The topic generated a multi-year research project that ultimately led to a comprehensive program, built around eight key management attributes,... View Details

Keywords: Organizational Behavior; Business Policy; General Management; Human Resource Management; Management; Leadership; Human Resources

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