Publications

November 2011
Teaching Note

The Canada Pension Plan Investment Board (TN)

By: Josh Lerner, Felda Hardymon and Ann Leamon

Keywords: Retirement; Investment Funds; Canada

2014
Article

Executive Compensation and Human Capital Investments Through Industry Selection

By: Boris Groysberg and Eric Lin

We use proprietary data capturing compensation levels of executives placed by a global search firm to investigate how executives evaluate rewards and risks of human capital investment choices. Our findings suggest that more isolated industries with lower opportunity to... View Details

Keywords: Executive Compensation; Human Capital; Personal Development and Career

Register to Read

2023
Working Paper

Who Invests in Crypto? Wealth, Financial Constraints, and Risk Attitudes

By: Darren Aiello, Scott R. Baker, Tetyana Balyuk, Marco Di Maggio, Mark J. Johnson and Jason Kotter

We provide a first look into the drivers of household cryptocurrency investing. Analyzing consumer transaction data for millions of U.S. households, we find that, except for high income early adopters, cryptocurrency investors resemble the general population. These... View Details

Keywords: Consumer Finance; Cryptocurrency; Fintech; Inflation; Portfolio Choice; Stimulus; Consumer Behavior; Risk and Uncertainty; Investment

SSRN

Read Now

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

SSRN

Read Now

February 2018 (Revised August 2018)
Case

OpenInvest

By: Shawn Cole, Boris Vallée and Nicole Tempest Keller

Founded by a team of hedge fund and NGO alumni, OpenInvest launched its platform in 2015 to enable retail investors to tailor their portfolios to their personal values in an automated way, for instance by screening out weapons manufacturers stocks or overweighting... View Details

Keywords: Fintech; Impact Investing; Investment Portfolio; Customization and Personalization; Technological Innovation; Social Issues; Growth and Development Strategy; Business Model; Financial Services Industry

September 2013 (Revised November 2015)
Case

Living Proof: Are We a Technology Company or a Beauty Company?

By: Willy Shih

Jon Flint came up with the idea of a science-based beauty company while talking with his hairdresser about the problems with typical hair and skin care products. Together with a small team that included Professor Robert Langer of MIT, he committed to assemble a team... View Details

March 2018 (Revised March 2018)
Teaching Note

OpenInvest

By: Boris Vallee and Caitlin Reimers Brumme

Founded by a team of hedge fund and NGO alumni, OpenInvest launched its platform in 2015 to enable retail investors to tailor their portfolio to their personal values in an automated way, for instance by screening out weapon manufacturers stocks or overweighting LGBTQ... View Details

Keywords: Socially Responsible Investing; Investing For Impact; Robo-advisors; Investment; Values and Beliefs; Customization and Personalization; Technology; Financial Services Industry

March 2019
Case

Investing in the Future: Corning Inc. and the Alternative School for Math and Science

By: Derek van Bever and Miho Kubagawa

In early 2017, Kim Frock (MBA 1987), founder and administrative head of school for the Alternative School for Math and Science (ASMS) in Corning, New York, is beginning to think through the issue of leadership succession at the school. Founded in close partnership with... View Details

Keywords: Middle School Education; Leadership; Management Succession; Partners and Partnerships; Business and Community Relations

July 2014 (Revised October 2014)
Supplement

McKinsey & Co. - Protecting its Reputation (B)

By: Jay Lorsch and Emily McTague

On Tuesday March 15, 2011, all 1,200 global Partners of McKinsey & Co. gathered at the Gaylord National Hotel & Convention Center near Washington, DC for their annual Partners' conference. The atmosphere was tense as Partners, in addition to their normal agenda,... View Details

Keywords: Board; McKinsey; CONSULTING Firms; Risk; Risk Assessment; Partnerships; Insider Trading; Confidentiality; Personal Investing; Reputation; Corporate Accountability; Corporate Governance; Management Practices and Processes; Risk Management; Construction Industry; United States; California

July 2014 (Revised October 2014)
Case

McKinsey & Co. - Protecting its Reputation (A)

By: Jay Lorsch and Emily McTague

On Tuesday March 15, 2011, all 1,200 global Partners of McKinsey & Co. gathered at the Gaylord National Hotel & Convention Center near Washington, DC for their annual Partners' conference. The atmosphere was tense as Partners, in addition to their normal agenda,... View Details

Keywords: Board; McKinsey; Consulting Firms; Risk; Risk Assessment; Partnerships; Insider Trading; Confidentiality; Personal Investing; Reputation; Corporate Accountability; Corporate Governance; Management Practices and Processes; Risk Management; Consulting Industry; United States; California

Summer 2014
Article

Taiwan's PC Industry, 1976–2010: The Evolution of Organizational Capabilities

By: Howard H. Yu and Willy C. Shih

The stellar growth of Taiwan's personal computer (PC) industry over the past three decades represents a paradox. Participating in the global production system, local firms in Taiwan grew in association with established firms in the West. Despite their technical... View Details

Keywords: Personal Computer; PC; PC Industry; Taiwan PC Industry; Taiwan PC Manufacturers; Innovation and Invention; Innovation and Management; Innovation Strategy; Growth and Development; Growth and Development Strategy; Growth Management; Industry Clusters; Industry Growth; Industry Structures; Information Technology; Technological Innovation; Mobile Technology; Information Technology Industry; Taiwan

Find at Harvard

Research Summary

Changing the World: Life Choices of Influential Leaders

By: Robert Simons

This project studies the life choices made by a variety of people who have left a lasting legacy. Using biographical data, we are examining the choices that high-impact individuals faced in their lives and the paths they chose to follow. The leaders we study come... View Details

Keywords: Leadership Style; Personal Characteristics; Work-life Balance; Entrepreneurship; Business Startups; Success

December 2017 (Revised November 2018)
Case

Tesla Motors (B): Merging with SolarCity

By: Stuart C. Gilson and Sarah L. Abbott

In 2016, electric car manufacturer Tesla announced that it was making an offer to acquire solar panel manufacturer SolarCity in an all-stock offer worth $2.6 billion in Tesla stock. Tesla’s co-founder and CEO, Elon Musk, believed that the merger would generate... View Details

Keywords: M＆A; M＆A Valuation; Investing; Equities; Equity; Valuation; Mergers and Acquisitions; Auto Industry; Energy Industry; United States

November 2019 (Revised June 2020)
Case

Shiseido Acquires Drunk Elephant

By: Jill Avery

On October 7, 2019, the Shiseido Group announced that it would acquire clean skincare brand Drunk Elephant for $845 million, a valuation of 8.5 times sales. Did Shiseido pay too much or too little for this brand asset? How much was the Drunk Elephant brand worth and... View Details

Keywords: Personal Care; Startup; Brand Equity; Brand Valuation; Brand Value; Brand Storytelling; Brand Management; Brands and Branding; Valuation; Marketing; Marketing Strategy; Mergers and Acquisitions; Entrepreneurship; Business Startups; Beauty and Cosmetics Industry; Consumer Products Industry; United States; Japan

March 2017 (Revised June 2019)
Case

Mubadala and EBX: To X or to X It?

By: Nori Gerardo Lietz, Ricardo Andrade and Sayiddah Fatima McCree

In April 2012, Mubadala, Abu Dhabi's sovereign wealth fund invested $2 billion in Brazilian conglomerate EBX, believing the company to be undervalued by the public markets. Shortly thereafter, however, EBX and its multiple business lines began to spiral downward. Hani... View Details

Keywords: Sovereign Wealth Funds; Conglomerates; Investing; Corporate Structure; International; Sovereign Finance; Business Conglomerates; Investment; Financing and Loans; Restructuring; Organizational Structure; Economy; Brazil; Abu Dhabi

2018
Working Paper

Two Hundred Years of Health and Medical Care: The Importance of Medical Care for Life Expectancy Gains

By: Maryaline Catillon, David Cutler and Thomas Getzen

Using two hundred years of national and Massachusetts data on medical care and health, we examine how central medical care is to life expectancy gains. While common theories about medical care cost growth stress growing demand, our analysis highlights the importance of... View Details

Keywords: Mortality; Life Expectancy; Medical Care; Productivity; Public Health; Healthcare Spending; Spending Per Year Of Life Gained; Personal Medicine; Technophysio Evolution; Health; Economics; Health Care and Treatment; Spending; Data and Data Sets; Health Industry

Read Now

October 2022
Supplement

The SAH Group: The Time is Right, Spreadsheet Supplement

By: Juan Alcacer and Alpana Thapar

In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded... View Details

Keywords: Growth Strategy; Entrepreneurship; Investment Decisions; Growth Management; Vertical Integration; Distribution; Competition; Strategy; Supply Chain; Presentations; Market Entry and Exit; Product Positioning; Consumer Products Industry; Pulp and Paper Industry; Health Industry; Tunisia