Publications

May 2017 (Revised March 2018)
Case

Predicting Consumer Tastes with Big Data at Gap

By: Ayelet Israeli and Jill Avery

CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details

December 2019
Case

CME Group in 2019

By: José B. Alvarez, Forest Reinhardt and Natalie Kindred

Chicago-based CME Group is the world’s largest futures and options marketplace, with annual trading volume of over 4.8 billion contracts in 2018. This case is set in late 2019, as heightened perceptions of risk stemming from the U.S.-China trade war are driving record... View Details

Keywords: Financial Markets; Risk Management; Futures and Commodity Futures; Trade; Price; Competition; Risk and Uncertainty; Competitive Strategy; United States; China; Brazil

March 2022 (Revised February 2024)
Case

Applied Intuition: Powering Autonomy

By: Andy Wu, Rocio Wu and Matt Higgins

Applied Intuition, a leader in autonomous vehicle simulation software, has just closed on a $175 million round of Series D financing that values the four-year-old firm at $3.6 billion. With the immediate future secure, CEO Qasar Younis must now chart a strategic course... View Details

Keywords: Autonomous Vehicles; Software; Strategy; Competitive Strategy; Growth and Development Strategy; Valuation; Auto Industry; Technology Industry; California; Detroit

QuantCon NYC 2018 Quantitative Investing Confernece - Interview Video

20 Jun 2023
Cold Call Podcast

Elon Musk’s Twitter Takeover: Lessons in Strategic Change

Keywords: Re: Andy Wu; Technology

Lazy Prices

Using the complete history of regular quarterly and annual filings by U.S. corporations from 1995-2014,... View Details

Article

Using Fresh Starts to Nudge Increased Retirement Savings

By: John Beshears, Hengchen Dai, Katherine L. Milkman and Shlomo Benartzi

We conducted a field experiment to study the effect of framing future moments in time as new beginnings (or “fresh starts”). University employees (N=6,082) received mailings with an opportunity to choose between increasing their contributions to a savings plan... View Details

Keywords: Choice Architecture; Randomized Field Experiment; Savings; New Beginning; Fresh Start; Saving; Retirement; Behavior

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20 May 2015
Working Paper Summaries

Career Concerns of Banking Analysts

Keywords: by Joanne Horton, George Serafeim & Shan Wu; Banking; Financial Services

2023
Book

Build the Life You Want: The Art and Science of Getting Happier

By: Arthur C. Brooks and Oprah Winfrey

In Build the Life You Want, Arthur C. Brooks and Oprah Winfrey invite you to begin a journey toward greater happiness no matter how challenging your circumstances. Drawing on cutting-edge science and their years of helping people translate ideas into action,... View Details

Keywords: Happiness; Personal Development and Career; Emotions

Find at Harvard

William Kerr is the D’Arbeloff Professor of Business Administration at Harvard Business School. Bill is Senior Associate Dean for Faculty Development and Research, co-director of Harvard’s Managing the Future of Work initiative, and faculty chair of the... View Details

Keywords: communications; computer; consulting; high technology; information technology industry; management consulting; manufacturing; telecommunications; venture capital industry

July 1987 (Revised October 2009)
Background Note

A Method For Valuing High-Risk, Long-Term Investments: The "Venture Capital Method"

By: William A. Sahlman and Daniel R Scherlis

Describes a method for valuing high-risk, long-term investments such as those confronting venture capitalists. The method entails forecasting a future value (e.g., five years from the present) and discounting that terminal value back to the present by applying a high... View Details

Keywords: Forecasting and Prediction; Entrepreneurship; Venture Capital; Investment; Risk Management; Valuation

August 2020
Case

Zoom Video Communications: Eric Yuan's Leadership During COVID-19

By: Scott Duke Kominers, Christopher Stanton, Andy Wu and George Gonzalez

In the first half of 2020, worldwide lockdowns caused by the COVID-19 pandemic brought explosive growth to the Zoom Video Communications platform, as people replaced in-person work and social events with videoconferencing. Months into the pandemic, CEO Eric Yuan... View Details

Keywords: Transformation; Communication Technology; Customer Value and Value Chain; Values and Beliefs; Technological Innovation; Leadership; Crisis Management; Organizational Culture; Working Conditions; Strategy; Information Technology; Applications and Software; Technology Adoption; Health Pandemics; Technology Industry; United States; California

March 2013
Article

Misvaluing Innovation

By: Lauren Cohen, Karl Diether and Christopher Malloy

We demonstrate that a firm's ability to innovate is predictable, persistent, and relatively simple to compute, and yet the stock market ignores the implications of past successes when valuing future innovation. We show that two firms that invest the exact same in... View Details

Keywords: Innovation; Return Predictability; R＆D; Information; Forecasting and Prediction; Research and Development; Innovation and Invention

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2020
Working Paper

How ESG Issues Become Financially Material to Corporations and Their Investors

By: George Serafeim

Management and disclosure of environmental, social and governance (ESG) issues have received substantial interest over the last decade. In this paper, we outline a framework of how ESG issues become financially material, affecting corporate profitability and valuation.... View Details

SSRN

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07 Jul 2008
Research & Ideas

Innovation Corrupted: How Managers Can Avoid Another Enron

"reserve requirement" to back up supply commitments. Enron had a major advantage over competitors as a middleman between producers and consumers because it operated one of the nation's largest natural gas pipeline networks. These innovations enabled Enron to... View Details

Keywords: by Martha Lagace; Energy; Utilities

Tsedal Neeley

Tsedal Neeley is the Naylor Fitzhugh Professor of Business Administration, Senior Associate Dean of Faculty Development and Research, and Faculty Chair of the Christensen Center for Teaching... View Details

October 1992
Case

Vanguard Group, Inc. (B)

By: Jay O. Light

A large mutual fund complex decides on its future product line. View Details

Keywords: Investment Funds; Strategic Planning; Financial Services Industry

10 Jul 2017
News

Capitalism the Apple Way vs. Capitalism the Google Way

27 Oct 2022
Video

Creating an Inclusive Learning Environment

October 2000 (Revised April 2001)
Case

Cost of Capital at Ameritrade

By: Mark L. Mitchell and Erik Stafford

Ameritrade Holding Corp. is planning large marketing and technology investments to improve the company's competitive position in deep-discount brokerage by taking advantage of emerging economies of scale. In order to evaluate whether the strategy would generate... View Details

Keywords: Developing Countries and Economies; Asset Pricing; Cash Flow; Cost of Capital; Investment; Marketing; Mathematical Methods; Competition; Information Technology; Internet and the Web; Financial Services Industry