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  • July 2023 (Revised October 2024)
  • Case

Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup

By: Paul M. Healy and Jung Koo Kang
The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details
Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States
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Healy, Paul M., and Jung Koo Kang. "Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup." Harvard Business School Case 124-015, July 2023. (Revised October 2024.)
  • May 2014 (Revised March 2017)
  • Case

Unilever's Lifebuoy in India: Implementing the Sustainability Plan

By: Christopher A. Bartlett

Unilever's new Global Brand VP must not only revitalize Lifebuoy soap's sagging market performance, but simultaneously impact the health of one billion people worldwide. The latter challenge comes from Unilever's new CEO who has introduced the Unilever Sustainable... View Details

Keywords: Multinational Management; Corporate Social Responsibility; Strategy Implementation; Marketing Strategy; Mission And Purpose; Change Management; International Business; Global; Fast-moving Consumer Goods; Soap; Corporate Social Responsibility and Impact; Health Care and Treatment; Environmental Sustainability; Global Strategy; Developing Countries and Economies; Beauty and Cosmetics Industry; Health Industry; India
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Bartlett, Christopher A. "Unilever's Lifebuoy in India: Implementing the Sustainability Plan." Harvard Business School Case 914-417, May 2014. (Revised March 2017.)
  • August 2009
  • Supplement

The TSMC Way: Meeting Customer Needs at Taiwan Semiconductor Manufacturing Company (CW)

By: Willy C. Shih
When L.C. Tu receives an emergency order, he is confronted with a range of production scheduling choices, each of which has unique costs and trade-offs. The case was designed to help students understand job-shop style production and the impact of disruptions and... View Details
Keywords: Factories, Labs, and Plants; Disruption; Customer Focus and Relationships; Cost; Cost Management; Business or Company Management; Time Management; Network Effects; Production; Hardware; Manufacturing Industry; Semiconductor Industry; Taiwan
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Shih, Willy C. "The TSMC Way: Meeting Customer Needs at Taiwan Semiconductor Manufacturing Company (CW)." Harvard Business School Spreadsheet Supplement 610-702, August 2009.
  • 2023
  • Working Paper

Crowding in Private Quality: The Equilibrium Effects of Public Spending in Education

By: Tahir Andrabi, Natalie Bau, Jishnu Das, Asim Ijaz Khwaja and Naureen Karachiwalla
We estimate the equilibrium effects of a public-school grant program administered through school councils in Pakistani villages with multiple public and private schools and clearly defined catchment boundaries. The program was randomized at the village-level, allowing... View Details
Keywords: Product Differentiation; Public Sector; Private Sector; Spending; Education; Competition
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Andrabi, Tahir, Natalie Bau, Jishnu Das, Asim Ijaz Khwaja, and Naureen Karachiwalla. "Crowding in Private Quality: The Equilibrium Effects of Public Spending in Education." NBER Working Paper Series, No. 30929, February 2023.
  • October 2019
  • Article

Limited Investment Capital and Credit Spreads

By: Emil N. Siriwardane
Using proprietary credit default swap (CDS) data, I investigate how capital shocks at protection sellers impact pricing in the CDS market. Seller capital shocks—measured as CDS portfolio margin payments—account for 12% of the time-series variation in weekly spread... View Details
Keywords: Credit Risk; Derivatives; Credit Derivatives and Swaps; Capital Markets; Credit; Financial Institutions
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Siriwardane, Emil N. "Limited Investment Capital and Credit Spreads." Journal of Finance 74, no. 5 (October 2019): 2303–2347.
  • 2017
  • Working Paper

Will a Five-Minute Discussion Change Your Mind? A Countrywide Experiment on Voter Choice in France

By: Vincent Pons
This paper provides the first estimate of the effect of door-to-door canvassing on actual electoral outcomes, via a countrywide experiment embedded in François Hollande's campaign in the 2012 French presidential election. While existing experiments randomized... View Details
Keywords: Voting; Political Elections; France
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Pons, Vincent. "Will a Five-Minute Discussion Change Your Mind? A Countrywide Experiment on Voter Choice in France." Harvard Business School Working Paper, No. 16-079, January 2016. (American Economic Review (forthcoming).)
  • 01 Nov 1999
  • Research & Ideas

John H. Patterson and the Sales Strategy of the National Cash Register Company, 1884 to 1922

the Primer, an asterisk indicated that the salesman was supposed to point to the item that he was referring to: I think the ordinary daily transactions with your customers may be arranged in five classes, thus You sell goods for cash. You sell goods for credit You... View Details
Keywords: by Walter A. Friedman
  • May 2011
  • Article

Consequences and Institutional Determinants of Unregulated Corporate Financial Statements: Evidence from Embedded Value Reporting

By: George Serafeim
I analyze Embedded Value (EV) reporting by firms with life insurance operations to assess the impact of unregulated financial reporting on transparency and to examine the institutional characteristics that promote unregulated reporting. Under EV accounting the present... View Details
Keywords: Financial Statements; Mergers and Acquisitions; Financial Reporting; Cash Flow; Contracts; Equity; Profit; Value; Corporate Disclosure; Governing Rules, Regulations, and Reforms; Business and Shareholder Relations; Business Earnings
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Serafeim, George. "Consequences and Institutional Determinants of Unregulated Corporate Financial Statements: Evidence from Embedded Value Reporting." Journal of Accounting Research 49, no. 2 (May 2011).
  • 2021
  • Article

Cluster Presence and Economic Performance: A New Look Based on European Data

By: Christian H.M. Ketels and Sergiy Protsiv
This paper takes a fresh empirical look at how cluster presence matters for economic performance. It analyses a new data set developed for the European Cluster Observatory to assess the impact of clusters on industry-level wages and regional prosperity. It is found... View Details
Keywords: Cluster; Economic Geography; Prosperity; Economic Performance; Wages; Economy; Europe
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Ketels, Christian H.M., and Sergiy Protsiv. "Cluster Presence and Economic Performance: A New Look Based on European Data." Regional Studies 55, no. 2 (2021): 208–220.
  • July 2015
  • Article

Skilled Immigration and the Employment Structures of U.S. Firms

By: Sari Pekkala Kerr, William R. Kerr and William F. Lincoln
We study the impact of skilled immigrants on the employment structures of U.S. firms using matched employer-employee data. Unlike most previous work, we use the firm as the lens of analysis to account for a greater level of heterogeneity and the fact that many skilled... View Details
Keywords: Firms; Scientists; Engineers; Inventors; H-1B; Age; Employment; Immigration; United States
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Kerr, Sari Pekkala, William R. Kerr, and William F. Lincoln. "Skilled Immigration and the Employment Structures of U.S. Firms." Journal of Labor Economics 33, no. S1 (July 2015): S147–S186.
  • May 2020
  • Article

Inventor Gender and the Direction of Invention

By: Rembrand Koning, Sampsa Samila and John-Paul Ferguson
We study whether increasing the share of female inventors leads to more biomedical inventions that focus on the needs of women. After accounting for detailed disease-technology, disease-year, and technology-year fixed effects, we find that a 10 percentage point... View Details
Keywords: Innovation and Invention; Gender; Patents
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Koning, Rembrand, Sampsa Samila, and John-Paul Ferguson. "Inventor Gender and the Direction of Invention." AEA Papers and Proceedings 110 (May 2020): 250–254.
  • June 2018
  • Article

Will a Five-Minute Discussion Change Your Mind? A Countrywide Experiment on Voter Choice in France

By: Vincent Pons
This paper provides the first estimate of the effect of door-to-door canvassing on actual electoral outcomes, via a countrywide experiment embedded in François Hollande's campaign in the 2012 French presidential election. While existing experiments randomized... View Details
Keywords: Voting; Political Elections; Interpersonal Communication; France
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Pons, Vincent. "Will a Five-Minute Discussion Change Your Mind? A Countrywide Experiment on Voter Choice in France." American Economic Review 108, no. 6 (June 2018): 1322–1363. (Also Harvard Business School Working Paper, No. 16-079, January 2016.)
  • 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.)
  • 2023
  • Working Paper

The Equity Market Implications of the Retail Investment Boom

By: Philippe van der Beck and Coralie Jaunin
This paper quantifies the impact of Robinhood traders on the US equity market. Within a structural model, we estimate retail and institutional demand curves and derive aggregate pricing implications via market clearing. The inelastic nature of institutional demand... View Details
Keywords: Institutional Investing; Financial Markets; Price; Financial Instruments
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van der Beck, Philippe, and Coralie Jaunin. "The Equity Market Implications of the Retail Investment Boom." Swiss Finance Institute Research Paper Series, No. 21-12, November 2023.
  • 2013
  • Working Paper

Skilled Immigration and the Employment Structures of U.S. Firms

By: Sari Pekkala Kerr, William R. Kerr and William F. Lincoln
We study the impact of skilled immigrants on the employment structures of U.S. firms using matched employer-employee data. Unlike most previous work, we use the firm as the lens of analysis to account for a greater level of heterogeneity and the fact that many skilled... View Details
Keywords: H-1B; Firms; Scientists; Engineers; Inventors; Age; Employment; Competency and Skills; Immigration; United States
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Pekkala Kerr, Sari, William R. Kerr, and William F. Lincoln. "Skilled Immigration and the Employment Structures of U.S. Firms." Working Paper, February 2013.
  • 23 Aug 2006
  • Op-Ed

The Real Wal-Mart Effect

at all stores.) But questioning whether Wal-Mart's overall economic impact has been positive or negative reflects a failure to engage properly with the data. More For Everyone First, there is hard evidence that Wal-Mart has grown the... View Details
Keywords: by Pankaj Ghemawat & Ken A. Mark; Retail
  • Research Summary

Political Economy and Effects of Gun Policy

In two projects with Mike Luca and Deepak Malhotra, I examine the causes and consequences of gun policy.

 

The Impact of Mass Shootings on Gun Policy

There have been dozens of high-profile mass shootings in... View Details

Keywords: Gun Policy; Firearms; Political Economy; United States
  • 2024
  • Working Paper

Principles and Content for Downstream Emissions Disclosures

By: Robert S. Kaplan and Karthik Ramanna
In a previous paper, we proposed the E-liability carbon accounting algorithm for companies to measure and subsequently reduce their own and their suppliers’ emissions. Some investors and stakeholders, however, want companies to also be accountable for downstream... View Details
Keywords: Carbon Emissions; Disclosure; Carbon Footprint; Climate Change; Measurement and Metrics; Corporate Disclosure; Environmental Sustainability; Corporate Social Responsibility and Impact
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Kaplan, Robert S., and Karthik Ramanna. "Principles and Content for Downstream Emissions Disclosures." Harvard Business School Working Paper, No. 24-050, January 2024.
  • 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.
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