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    • All HBS Web  (484)
      • Faculty Publications  (176)

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      • 2025
      • Working Paper

      Trade Within Multinational Boundaries

      By: Laura Alfaro, Paola Conconi, Fariha Kamal and Zachary Kroff
      We leverage newly linked data from the U.S. Census Bureau and the U.S. Bureau of Economic Analysis to study transactions within U.S. multinational enterprises (MNEs). We show that using administrative data on intrafirm trade allows us to correct for measurement error... View Details
      Keywords: Multinational Enterprise; Input-output Linkages; Multinational Firms and Management; Trade; Supply Chain
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      Alfaro, Laura, Paola Conconi, Fariha Kamal, and Zachary Kroff. "Trade Within Multinational Boundaries." Harvard Business School Working Paper, No. 25-058, May 2025.
      • April 2025
      • Case

      Japan Industrial Partners Powers the Leveraged Buyout of Toshiba

      By: Brian K. Baik, Joseph Pacelli and James Barnett
      The case explores Japan Industrial Partners (JIP) $14 billion takeover of Toshiba Corporation (Toshiba). JIP was a private equity firm that took over the troubled electronics corporation in late 2023. The deal, which had been labeled one of the largest leveraged... View Details
      Keywords: International Accounting; Borrowing and Debt; Management Analysis, Tools, and Techniques; Ownership; Risk and Uncertainty; Strategy; Valuation; Leveraged Buyouts; Restructuring; Capital Structure; Cost of Capital; Private Equity; Bids and Bidding; Accounting Industry; Electronics Industry; Energy Industry; Manufacturing Industry; Semiconductor Industry; Asia; Japan
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      Baik, Brian K., Joseph Pacelli, and James Barnett. "Japan Industrial Partners Powers the Leveraged Buyout of Toshiba." Harvard Business School Case 125-055, April 2025.
      • 2025
      • Working Paper

      Private Equity and Workers: Modeling and Measuring Monopsony, Implicit Contracts, and Efficient Reallocation

      By: Kyle Herkenhoff, Josh Lerner, Gordon M. Phillips, Francisca Rebelo and Benjamin Sampson
      We measure the real effects of private equity buyouts on worker outcomes by building a new database that links transactions to matched employer-employee data in the United States. To guide our empirical analysis, we derive testable implications from three theories in... View Details
      Keywords: Monopsony; Market Power; Productivity; Private Equity; Employment; Wages; Employees
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      Herkenhoff, Kyle, Josh Lerner, Gordon M. Phillips, Francisca Rebelo, and Benjamin Sampson. "Private Equity and Workers: Modeling and Measuring Monopsony, Implicit Contracts, and Efficient Reallocation." Harvard Business School Working Paper, No. 25-046, March 2025. (Revised June 2025.)
      • 2024
      • Working Paper

      Primary Capital Market Transactions and Index Funds

      By: Marco Sammon and Chris Murray
      We document the effects of mechanical buying by CRSP-index-tracking funds on post-IPO returns and IPO deal structure. Leveraging a difference-in-differences-style design built on a 2017 CRSP rule change, we find that expected index fund demand leads fast track IPOs to... View Details
      Keywords: Investment Funds; Initial Public Offering; Investment Return; Price; Market Transactions; Financial Markets
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      Sammon, Marco, and Chris Murray. "Primary Capital Market Transactions and Index Funds." Working Paper, August 2024.
      • June 2024
      • Case

      Caesars Entertainment: Governance on the Road to Bankruptcy

      By: Kristin Mugford
      Caesars Entertainment was a large casino operator in the United States that had been purchased in a 2008 leveraged buyout by Apollo and TPG. In January 2015, Caesars Entertainment Operating Company (CEOC), its largest subsidiary, filed for Chapter 11. This set up a... View Details
      Keywords: Gaming; Chapter 11; Fraudulent Conveyance; Apollo; TPG; Bankruptcy; Leveraged Buyouts; Restructuring; Capital Structure; Insolvency and Bankruptcy; Private Equity; Financial Management; Lawsuits and Litigation; Negotiation; Games, Gaming, and Gambling; Borrowing and Debt; Entertainment and Recreation Industry; Las Vegas
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      Mugford, Kristin. "Caesars Entertainment: Governance on the Road to Bankruptcy." Harvard Business School Case 224-108, June 2024.
      • April 2024
      • Article

      Detecting Routines: Applications to Ridesharing CRM

      By: Ryan Dew, Eva Ascarza, Oded Netzer and Nachum Sicherman
      Routines shape many aspects of day-to-day consumption. While prior work has established the importance of habits in consumer behavior, little work has been done to understand the implications of routines—which we define as repeated behaviors with recurring, temporal... View Details
      Keywords: Ride-sharing; Routine; Machine Learning; Customer Relationship Management; Consumer Behavior; Segmentation
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      Dew, Ryan, Eva Ascarza, Oded Netzer, and Nachum Sicherman. "Detecting Routines: Applications to Ridesharing CRM." Journal of Marketing Research (JMR) 61, no. 2 (April 2024): 368–392.
      • January 2023
      • Case

      Clay Ridge Capital

      By: Martin A. Sinozich and William R. Kerr
      Kel Jackson, with the support of his young family, has been searching for a manufacturing business to purchase. After a long process, Kel had submitted a written offer to buy Sheetfab that matched his original conversation with the owner, but a broker Kel had never met... View Details
      Keywords: Leveraged Buyouts; Small Business; Entrepreneurship; Manufacturing Industry
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      Sinozich, Martin A., and William R. Kerr. "Clay Ridge Capital." Harvard Business School Case 823-089, January 2023.
      • 2023
      • Working Paper

      The Market for CEOs: Evidence from Private Equity

      By: Paul A. Gompers, Steven N. Kaplan and Vladimir Mukharlyamov
      Most research on the CEO labor market studies public company CEOs while largely ignoring CEOs in private equity (PE) funded companies. We fill this gap by studying the market for CEOs among U.S. companies purchased by PE firms in large leveraged buyout transactions.... View Details
      Keywords: CEOs; Jobs and Positions; Ownership; Recruitment
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      Gompers, Paul A., Steven N. Kaplan, and Vladimir Mukharlyamov. "The Market for CEOs: Evidence from Private Equity." NBER Working Paper Series, No. 30899, April 2022. (Revised January 2023.)
      • November 2022 (Revised October 2024)
      • Case

      'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings

      By: Caroline M. Elkins, Debora L. Spar, Zeke Gillman and Julia M. Comeau
      Financial Inclusion. Dignity. Trust. These were the core principles driving James Mwangi’s transformation of Equity Building Society, insolvent in 1991, into what is, today, Equity Group Holdings, East and Central Africa’s largest retail banking institution. Raised in... View Details
      Keywords: Income Inequality; Micro Finance; Microcredit; Microfinance; Banks and Banking; Equality and Inequality; Mission and Purpose; Business Model; Social Entrepreneurship; Banking Industry; Financial Services Industry; Africa; Kenya
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      Elkins, Caroline M., Debora L. Spar, Zeke Gillman, and Julia M. Comeau. "'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings." Harvard Business School Case 323-048, November 2022. (Revised October 2024.)
      • August 2022
      • Background Note

      Retail Media Networks

      By: Eva Ascarza, Ayelet Israeli and Celine Chammas
      In 2022, retail media was one of the fastest growing segments in digital advertising. A retail media network (RMN) allows a retailer to use its assets for advertising. Retailers set up an advertising business by allowing marketers to buy advertising space across their... View Details
      Keywords: Advertisers; Advertising Media; Media And Broadcasting Industry; Retail; Retail Analytics; Retail Promotion; Retailing; Ecommerce; E-Commerce Strategy; E-commerce; Marketing Communication; Targeting; Targeted Advertising; Targeted Marketing; Advertising; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Media; Marketing Channels; Retail Industry; Consumer Products Industry; Advertising Industry; United States
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      Ascarza, Eva, Ayelet Israeli, and Celine Chammas. "Retail Media Networks." Harvard Business School Background Note 523-029, August 2022.
      • July 2022 (Revised October 2024)
      • Case

      3G Capital

      By: Jo Tango and Alys Ferragamo
      In June 2022, 3G Capital Co-Managing Partners Alex Behring and Daniel Schwartz were in a partners’ meeting. On the agenda were three potential investments. Code named “Alpha,” “Bravo,” and “Charlie” (real target companies that have been disguised), they were the... View Details
      Keywords: Investment Decisions; Investment Funds; Investment Portfolio; Decision Choices and Conditions; Private Equity; Leveraged Buyouts
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      Tango, Jo, and Alys Ferragamo. "3G Capital." Harvard Business School Case 823-010, July 2022. (Revised October 2024.)
      • March 2022 (Revised May 2022)
      • Case

      Reclaiming the Land of Purple: Purpl’s Mission to Unlock Finance in Lebanon

      By: Lauren Cohen and Grace Headinger
      Karl Naim, Co-Founder and CEO of Purpl, embarked on a venture to lower remittance costs for his native Lebanon. Since October 2019, the Lebanese economy had entered a free fall as its banking sector collapsed and large swathes of its population were plunged into... View Details
      Keywords: Business Startup; Fintech; Inflation; Deflation; Cross-border Frictions; Remittances; Business Startups; Diasporas; Financial Crisis; Money; Entrepreneurship; Cross-Cultural and Cross-Border Issues; Poverty; Financial Institutions; Banking Industry; Financial Services Industry; Technology Industry; Lebanon
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      Cohen, Lauren, and Grace Headinger. "Reclaiming the Land of Purple: Purpl’s Mission to Unlock Finance in Lebanon." Harvard Business School Case 222-078, March 2022. (Revised May 2022.)
      • March 2022
      • Case

      In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent

      By: Lauren Cohen, Grace Headinger and Pierre Marchesseault
      To Cédric Jeannot, leveraging technology to promote financial inclusion was personal. After no established financial institution would accept his technology platform to lower transaction costs for free, Jeannot launched FinTech company Be Mobile Africa in May 2020.... View Details
      Keywords: Finance; Fintech; Emerging Market; Fundraising; Financial Inclusion; Strategy; Expansion; Management; Entrepreneurship; Personal Finance; Corporate Social Responsibility and Impact; Growth and Development Strategy; Financial Services Industry; Banking Industry; Africa; Togo; Nigeria; Ghana
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      Cohen, Lauren, Grace Headinger, and Pierre Marchesseault. "In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent." Harvard Business School Case 222-073, March 2022.
      • January 2022
      • Teaching Note

      TXU (A) and (B): Powering the Largest Leveraged Buyout in History

      By: Trevor Fetter
      Teaching Note for HBS Case Nos. 320-064 and 320-065. View Details
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      Fetter, Trevor. "TXU (A) and (B): Powering the Largest Leveraged Buyout in History." Harvard Business School Teaching Note 122-008, January 2022.
      • January 2022
      • Article

      Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting

      By: Erik Stafford
      The contributions of asset selection and incremental leverage to buyout investment performance are more important than typically assumed or estimated to be. Buyout funds select small firms with distinct value characteristics. Public equities with these characteristics... View Details
      Keywords: Replicating Portfolio; Private Equity; Investment Portfolio
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      Stafford, Erik. "Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting." Review of Financial Studies 35, no. 1 (January 2022): 299–342.
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • July 2021
      • Case

      Bessemer Venture Partners: Century Fund

      By: Jo Tango and Alys Ferragamo
      In July of 2021, Bessemer Venture Partners (BVP) contemplated the future of its growth investing practice, known as “Century.” While still relatively new as a focused initiative, BVP’s growth investing already had significant momentum. The fund’s investment pace had... View Details
      Keywords: Leveraged Buyouts; Financial Institutions; Growth and Development Strategy; Investment Banking; Competitive Strategy; Public Sector; Venture Capital; Private Equity; Acquisition
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      Tango, Jo, and Alys Ferragamo. "Bessemer Venture Partners: Century Fund." Harvard Business School Case 822-009, July 2021.
      • April 2021
      • Supplement

      Exercise for Revlon: Surviving Covid-19

      By: Kristin Mugford and Sarah Gulick
      Exercise for Revlon: Surviving Covid-19 View Details
      Keywords: Leveraged Buyouts; Insolvency and Bankruptcy; Financial Liquidity; Bonds; Corporate Finance; Borrowing and Debt; Beauty and Cosmetics Industry; Financial Services Industry; United States
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      Mugford, Kristin, and Sarah Gulick. "Exercise for Revlon: Surviving Covid-19." Harvard Business School Spreadsheet Supplement 221-710, April 2021.
      • March 2021 (Revised January 2022)
      • Case

      Revlon: Surviving Covid-19

      By: Kristin Mugford and Sarah Gulick
      In October 2020, Revlon faced a crossroads. While it had been struggling with high levels of debt before COVID-19, the pandemic had caused it to go further into debt. Unlike other financial crises, many consumers had stopped buying skincare or cosmetics, and sales of... View Details
      Keywords: COVID-19 Pandemic; Leveraged Buyouts; Insolvency and Bankruptcy; Financial Liquidity; Bonds; Corporate Finance; Borrowing and Debt; Beauty and Cosmetics Industry; Financial Services Industry; United States
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      Mugford, Kristin, and Sarah Gulick. "Revlon: Surviving Covid-19." Harvard Business School Case 221-084, March 2021. (Revised January 2022.)
      • February 2021 (Revised June 2021)
      • Case

      Barbarians at the Gate or Turnaround Gurus? Private Equity and the Rise of the LBO

      By: Tom Nicholas and John Masko
      During the 1980s, leveraged buyouts (LBOs) and the private equity (PE) firms responsible for carrying them out revolutionized both investment and management in the U.S. Between 1980 and 1989, buyout activity in the U.S. surged from $1 billion per year to $60 billion.... View Details
      Keywords: Leveraged Buyouts; Mergers and Acquisitions; Business Conglomerates; Restructuring; Borrowing and Debt; Private Equity; Bonds; Investment Return; Institutional Investing; Profit Sharing; Business History; Management Style; Private Ownership; Performance Effectiveness; Value Creation; Financial Services Industry; United States
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      Nicholas, Tom, and John Masko. "Barbarians at the Gate or Turnaround Gurus? Private Equity and the Rise of the LBO." Harvard Business School Case 821-016, February 2021. (Revised June 2021.)
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