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  • 2020
  • Working Paper

An Empirical Guide to Investor-Level Private Equity Data from Preqin

By: Juliane Begenau, Claudia Robles-Garcia, Emil Siriwardane and Lulu Wang
This note provides guidance on the use of investor-level private equity data from Preqin for empirical research. Preqin primarily sources its cash flow data through Freedom of Information Act (FOIA) requests with U.S. public pensions. Our focus is on the components of... View Details
Keywords: Private Equity Returns; Prequin Data; Private Equity; Analytics and Data Science; Investment Return
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Begenau, Juliane, Claudia Robles-Garcia, Emil Siriwardane, and Lulu Wang. "An Empirical Guide to Investor-Level Private Equity Data from Preqin." Working Paper, December 2020.
  • October 2018 (Revised March 2019)
  • Background Note

Note on Managing Workforce Reductions

By: Ethan Bernstein and Carin-Isabel Knoop
Each individual who enters an organization will, at some point, leave. And yet most future leaders spend significantly more effort learning about recruiting than departures, despite the sensitivity and challenges associated with the latter. This note is intended to... View Details
Keywords: Layoffs; Downsizing; Workforce; Workforce Reductions; Delayering; Human Resources; Employees; Resignation and Termination; Management; Organizations; Reputation
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Bernstein, Ethan, and Carin-Isabel Knoop. "Note on Managing Workforce Reductions." Harvard Business School Background Note 419-039, October 2018. (Revised March 2019.)
  • 2019
  • Working Paper

Managing Churn to Maximize Profits

By: Aurelie Lemmens and Sunil Gupta
Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability, or their responsiveness to a... View Details
Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Harvard Business School Working Paper, No. 14-020, September 2013. (Revised December 2019. Forthcoming at Marketing Science.)
  • March 1997 (Revised March 1997)
  • Case

Business Teams at Rubbermaid, Inc.

By: Teresa M. Amabile and Dean Whitney
Rubbermaid, a consumer-products company widely praised for its innovation, has instituted a company-wide experiment to stimulate innovation even further. The experiment consists of creating small cross-functional business teams within each division, with each team... View Details
Keywords: Organizational Change and Adaptation; Innovation Strategy; Groups and Teams; Innovation and Management; Corporate Entrepreneurship; Consumer Products Industry; United States
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Amabile, Teresa M., and Dean Whitney. "Business Teams at Rubbermaid, Inc." Harvard Business School Case 897-165, March 1997. (Revised March 1997.)
  • 24 Nov 2009
  • First Look

First Look: Nov. 24

interviewing hundreds of microfinance clients around the globe, the authors were able to identify five tools drawn from management accounting where improved knowledge would have a substantial impact... View Details
Keywords: Martha Lagace
  • September–October 2020
  • Article

Managing Churn to Maximize Profits

By: Aurelie Lemmens and Sunil Gupta
Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a... View Details
Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
  • 2013
  • Working Paper

U.S. High-Skilled Immigration, Innovation, and Entrepreneurship: Empirical Approaches and Evidence

By: William R. Kerr
High-skilled immigrants are a very important component of U.S. innovation and entrepreneurship. Immigrants account for roughly a quarter of U.S. workers in these fields, and they have a similar contribution in terms of output measures like patents or firm starts. This... View Details
Keywords: Innovation; Diaspora; Diasporas; Entrepreneurship; Innovation and Invention; Immigration
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Kerr, William R. "U.S. High-Skilled Immigration, Innovation, and Entrepreneurship: Empirical Approaches and Evidence." Harvard Business School Working Paper, No. 14-017, August 2013.
  • 2024
  • Working Paper

Consumer Inertia and Market Power

By: Alexander MacKay and Marc Remer
We study the pricing decisions of firms in the presence of consumer inertia. Inertia, which can arise from habit formation, brand loyalty, and switching costs, generates dynamic pricing incentives. These incentives mediate the impact of competition on market power in... View Details
Keywords: Consumer Inertia; Market Power; Dynamic Competition; Demand Estimation; Consumer Behavior; Markets; Performance; Competition; Price
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MacKay, Alexander, and Marc Remer. "Consumer Inertia and Market Power." Harvard Business School Working Paper, No. 19-111, April 2019. (Revised January 2024. Direct download.)
  • 2020
  • Book

Think Outside the Building: How Advanced Leaders Can Change the World One Smart Innovation at a Time

By: Rosabeth Moss Kanter
Over a decade ago, renowned innovation expert Rosabeth Moss Kanter co-founded and then directed Harvard’s Advanced Leadership Initiative. Her breakthrough work with hundreds of successful professionals and executives, as well as aspiring young entrepreneurs, identifies... View Details
Keywords: Leaders; Advanced Leadership; Advanced Leadership Initiative; Community; Change Leadership; Innovation; Problem Solving; Cross-sector Collaboration; Institutional Change; Leadership; Change; Leading Change; Communication; Innovation Leadership; Collaborative Innovation and Invention; Organizational Change and Adaptation; Business and Community Relations; Civil Society or Community
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Kanter, Rosabeth Moss. Think Outside the Building: How Advanced Leaders Can Change the World One Smart Innovation at a Time. New York: PublicAffairs, 2020.
  • 28 Feb 2021
  • Working Paper Summaries

Measuring Employment Impact: Applications and Cases

Keywords: by Katie Panella and George Serafeim
  • 2008
  • Working Paper

Allocating Marketing Resources

By: Sunil Gupta and Thomas J. Steenburgh
Marketing is essential for the organic growth of a company. Not surprisingly, firms spend billions of dollars on marketing. Given these large investments, marketing managers have the responsibility to optimally allocate these resources and demonstrate that these... View Details
Keywords: Investment Return; Resource Allocation; Marketing; Demand and Consumers; Mathematical Methods
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Gupta, Sunil, and Thomas J. Steenburgh. "Allocating Marketing Resources." Harvard Business School Working Paper, No. 08-069, February 2008.
  • 2008
  • Chapter

Allocating Marketing Resources

By: Sunil Gupta and Thomas J. Steenburgh

Companies spend billions of dollars on marketing every year because it is essential to organic growth. Given these large investments, marketing managers have the responsibility to optimally allocate resources and to demonstrate that their investments generate... View Details

Keywords: Investment Return; Resource Allocation; Marketing; Demand and Consumers; Mathematical Methods
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Gupta, Sunil, and Thomas J. Steenburgh. "Allocating Marketing Resources." In Marketing Mix Decisions: New Perspectives and Practices, edited by Roger A. Kerin and Rob O'Regan. Chicago, IL: American Marketing Association, 2008.
  • Article

The Social Contract Model of Corporate Purpose and Responsibility

By: Nien-he Hsieh
Of the many developments in business ethics that Thomas Donaldson has helped pioneer, one is the application of social contract theory to address questions about the responsibilities of business actors. In Corporations and Morality, Donaldson develops one of the... View Details
Keywords: Corporate Social Responsibility and Impact
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Hsieh, Nien-he. "The Social Contract Model of Corporate Purpose and Responsibility." Business Ethics Quarterly 25, no. 4 (October 2015): 433–460. (DOI: 10.1017/beq.2016.1.)
  • October 2018 (Revised September 2022)
  • Case

Stock-Based Compensation at Twitter

By: Jonas Heese, Zeya Yang and Mike Young
Olivia Nash, an analyst at leading hedge fund BlueShark Capital Management, had just finished listening to the hour-long earnings call for Twitter’s Q4 2017 results. Was Twitter doing well? That depended on which numbers she chose to believe. According to Generally... View Details
Keywords: Twitter; Non-GAAP Disclosure; Stock-based Compensation; Earnings Management; Corporate Disclosure; Compensation and Benefits; Stocks; Measurement and Metrics
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Heese, Jonas, Zeya Yang, and Mike Young. "Stock-Based Compensation at Twitter." Harvard Business School Case 119-032, October 2018. (Revised September 2022.)
  • February 2017
  • Article

How Much Is a Win Worth? An Application to Intercollegiate Athletics

By: Doug J. Chung
Intercollegiate athletics in the United States have become a multibillion-dollar industry over the past several decades. In this study, we investigate the short- and long-term direct monetary effects of operating a winning athletics program for an academic institution... View Details
Keywords: Dynamic Panel Data; Heterogeneity; Instrumental Variables; Intercollegiate Athletics; Educational Finance; Entertainment Marketing; Higher Education; Marketing; Sports; Revenue; Education Industry; United States
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Chung, Doug J. "How Much Is a Win Worth? An Application to Intercollegiate Athletics." Management Science 63, no. 2 (February 2017): 548–565.
  • 24 Oct 2005
  • Research & Ideas

Building an IT Governance Committee

in an influential technology company such as Microsoft or Oracle can help a firm determine its place on the strategic impact grid, begin to embrace emerging technologies, and locate other experts who can serve on the committee. Businesses... View Details
Keywords: by Richard Nolan & Warren McFarlan
  • 2024
  • Working Paper

The Effects of Medical Debt Relief: Evidence from Two Randomized Experiments

By: Raymond Kluender, Neale Mahoney, Francis Wong and Wesley Yin
Two in five Americans have medical debt, nearly half of whom owe at least $2,500. Concerned by this burden, governments and private donors have undertaken large, high-profile efforts to relieve medical debt. We partnered with RIP Medical Debt to conduct two randomized... View Details
Keywords: Borrowing and Debt; Credit; Outcome or Result; Well-being; Personal Finance
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Kluender, Raymond, Neale Mahoney, Francis Wong, and Wesley Yin. "The Effects of Medical Debt Relief: Evidence from Two Randomized Experiments." NBER Working Paper Series, No. 32315, April 2024.
  • July 2023
  • Teaching Note

Belden and Digital Transformation: From Product Sales to Solutions Sales

By: Frank V. Cespedes
Teaching Note for HBS Case No. 823-002. Belden manufactures devices such as switches, cables, adapters, and connectors. Faced with market changes, the firm initiated a new Enhanced Solutions Delivery (ESD) initiative. In November 2022 executives are evaluating the... View Details
Keywords: Change Management; Digital Transformation; Organizational Change and Adaptation; Sales; Marketing Channels; Manufacturing Industry
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Cespedes, Frank V. "Belden and Digital Transformation: From Product Sales to Solutions Sales." Harvard Business School Teaching Note 823-130, July 2023.
  • January 1988 (Revised January 1989)
  • Background Note

The Tax Aspects of Acquiring a Business

Describes the various tax laws that impact the purchase and sale of a business. View Details
Keywords: Mergers and Acquisitions; Taxation; Laws and Statutes; Accounting Industry
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Roberts, Michael J. "The Tax Aspects of Acquiring a Business." Harvard Business School Background Note 388-081, January 1988. (Revised January 1989.)
  • 2011
  • Article

'Deprival Value' vs. 'Fair Value' Measurement for Contract Liabilities: How to Resolve the 'Revenue Recognition' Conundrum

By: Joanne Horton, Richard H. Macve and George Serafeim
Revenue recognition and measurement principles can conflict with liability recognition and measurement principles. We explore here under different market conditions when the two measurement approaches coincide and when they conflict. We show that where entities expect... View Details
Keywords: Fair Value; Deprival Value; Contract Liabilities; Fair Value Accounting; Measurement and Metrics; Profit; Revenue Recognition; Assets; Performance Evaluation; Contracts
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Horton, Joanne, Richard H. Macve, and George Serafeim. "'Deprival Value' vs. 'Fair Value' Measurement for Contract Liabilities: How to Resolve the 'Revenue Recognition' Conundrum." Accounting and Business Research 41, no. 5 (2011): 491–514.
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