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      • 2023
      • Working Paper

      Networking Frictions: Evidence from Entrepreneurial Networking Events in Lomé

      By: Stefan Dimitiadis and Rembrand Koning
      Spatial proximity between firms plays a crucial role in entrepreneurship by creating knowledge spillovers, enabling resource sharing, and sparking productivity gains. Building on these insights, research has explored whether institutions and organizations can engineer... View Details
      Keywords: Local Range; Knowledge Sharing; Performance Productivity; Togo
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      Dimitiadis, Stefan, and Rembrand Koning. "Networking Frictions: Evidence from Entrepreneurial Networking Events in Lomé." Working Paper, February 2023.
      • January 2023
      • Supplement

      Apple: Privacy vs. Safety (B)

      By: Henry McGee, Nien-hê Hsieh and Christian Godwin
      In 2020, as the COVID-19 pandemic swept across the globe, Apple and Google partnered to develop a contact tracing application that would collect information about users infected with the disease and notify those who they had been in contact with. While Apple/Google’s... View Details
      Keywords: Iphone; Encryption; Data Privacy; Customers; Customer Focus and Relationships; Decision Making; Ethics; Values and Beliefs; Globalized Firms and Management; Government and Politics; Health; Health Pandemics; Leadership; Markets; Safety; Social Issues; Information Technology; Telecommunications Industry; Technology Industry; Consumer Products Industry; Electronics Industry; Health Industry; United States; Europe
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      McGee, Henry, Nien-hê Hsieh, and Christian Godwin. "Apple: Privacy vs. Safety (B)." Harvard Business School Supplement 323-066, January 2023.
      • December 2022 (Revised February 2025)
      • Module Note

      How Do You Compete and Cooperate? Understanding Strategic Interactions

      By: Jorge Tamayo
      This module examines how firms interact strategically, both competitively and cooperatively, as they create and capture value. Although the module focuses on strategic interactions between competitors, an organization's relationships with buyers, suppliers, and... View Details
      Keywords: Competitive Strategy; Cooperation; Value Creation; Business and Stakeholder Relations
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      Tamayo, Jorge. "How Do You Compete and Cooperate? Understanding Strategic Interactions." Harvard Business School Module Note 723-406, December 2022. (Revised February 2025.)
      • November 2022
      • Case

      Hiring with the Community in Saint Paul

      By: Mitchell B. Weiss and Sarah Mehta
      This case reviews Saint Paul Mayor Melvin Carter’s decision to involve the community in the process of hiring his cabinet members. Rather than relying on an executive recruiting firm or choosing cabinet heads from his own network, Carter recruited 100 community members... View Details
      Keywords: Community Engagement; Competency and Skills; Government and Politics; Human Resources; Government Administration; Recruitment; Selection and Staffing; Decision Making; Public Administration Industry; United States; Minnesota; Saint Paul
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      Weiss, Mitchell B., and Sarah Mehta. "Hiring with the Community in Saint Paul." Harvard Business School Case 823-074, November 2022.
      • 2022
      • Working Paper

      Communicating Corporate Culture in Labor Markets: Evidence from Job Postings

      By: Joseph Pacelli, Tianshuo Shi and Yuan Zou
      We examine how firms craft their job postings to convey information about their culture and whether doing so helps attract employees. We utilize state-of-the-art machine learning methods to develop a comprehensive dictionary of key corporate values across the near... View Details
      Keywords: Corporate Culture Significance; Labor Markets; Disclosure; Organizational Culture; Recruitment; Talent and Talent Management
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      Pacelli, Joseph, Tianshuo Shi, and Yuan Zou. "Communicating Corporate Culture in Labor Markets: Evidence from Job Postings." Working Paper, October 2022.
      • October 2022 (Revised September 2024)
      • Case

      mPharma: Scaling Access to Affordable Primary Care in Africa

      By: Regina E. Herzlinger and Ben Creo
      mPharma hopes to scale up to create the largest pan-African healthcare company ever to provide much-needed primary care in retail pharmacies; a reliable, fairly priced supply of drugs; and micro-insurance for drugs. They must prioritize launching a telemedicine... View Details
      Keywords: Africa; Pharmaceutical Companies; Pharmacy Benefit Manager; Health Care; Health Care And Treatment; Health Care Costs; Health Care Delivery; Health Care Entrepreneurship; Telehealth; Health Equity; Corporate Strategy; Social Entrepreneurship; Equity; Growth and Development Strategy; Expansion; Product Launch; Customer Value and Value Chain; Social Enterprise; Multinational Firms and Management; Pharmaceutical Industry; Health Industry; Africa
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      Herzlinger, Regina E., and Ben Creo. "mPharma: Scaling Access to Affordable Primary Care in Africa." Harvard Business School Case 323-033, October 2022. (Revised September 2024.)
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
      • 2024
      • Working Paper

      Private Equity Fund Valuation Management during Fundraising

      By: Brian K. Baik
      I investigate whether and how private equity fund managers (GPs) inflate their interim fund valuations (net asset values or NAVs) during fundraising periods. Specifically, I study the extent to which the GPs inflate NAVs by managing valuation assumptions (e.g.,... View Details
      Keywords: Private Equity; Institutional Investors; Valuation Multiples; Earnings Management; Private Firms; Valuation; Investment Funds
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      Baik, Brian K. "Private Equity Fund Valuation Management during Fundraising." Harvard Business School Working Paper, No. 23-013, August 2022. (Revised May 2024.)
      • July 2022
      • Supplement

      Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

      By: Ayelet Israeli
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Optimization; Analytics and Data Science; Analysis; Customer Value and Value Chain; Marketing Channels; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Spreadsheet Supplement 523-705, July 2022.
      • July 2022
      • Supplement

      Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      By: Ayelet Israeli
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Optimization; Analytics and Data Science; Analysis; Customer Value and Value Chain; Marketing Channels; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 523-706, July 2022.
      • 2024
      • Working Paper

      Do Collusive Norms Maximize Profits? Evidence From a Vegetable Market Experiment in India

      By: Abhijit Banerjee, Greg Fischer, Dean Karlan, Matt Lowe and Benjamin N. Roth
      Social norms have been shown to facilitate anti-competitive behavior in decentralized markets. We demonstrate that these norms can also reduce aggregate profits. First, we present descriptive evidence of competition-suppressing norms in Kolkata vegetable markets.... View Details
      Keywords: Collusion; Competition; Market Entry and Exit; Small Business; Microeconomics; Kolkata
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      Banerjee, Abhijit, Greg Fischer, Dean Karlan, Matt Lowe, and Benjamin N. Roth. "Do Collusive Norms Maximize Profits? Evidence From a Vegetable Market Experiment in India." Harvard Business School Working Paper, No. 23-006, July 2022. (Revise and Resubmit, AEJ: Applied.)
      • July 2022
      • Teaching Note

      eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 521-077. View Details
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Optimization; Analytics and Data Science; Analysis; Customer Value and Value Chain; Marketing Channels; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms." Harvard Business School Teaching Note 523-012, July 2022.
      • 2024
      • Working Paper

      Hidden Alpha

      By: Manuel Amman, Alexander Cochardt, Lauren Cohen and Stephan Heller
      This paper documents the central role of hidden connections between fund managers and firm officers in financial markets, drawing on an extensive dataset of over 100 thousand manually identified Facebook profiles and their 35 million Facebook friends. Our findings... View Details
      Keywords: Returns; Investment Return; Networks
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      Amman, Manuel, Alexander Cochardt, Lauren Cohen, and Stephan Heller. "Hidden Alpha." Working Paper, 2024. (Winner of the 2022 Chicago Quantitative Alliance Academic Paper Competition. First Prize presented by Chicago Quantitative Alliance. Winner of the Institute for Quantitative Investment Research (INQUIRE) Grant, 2023.)
      • July 2022
      • Article

      Private Equity and COVID-19

      By: Paul A. Gompers, Steven N. Kaplan and Vladimir Mukharlyamov
      We survey more than 200 private equity (PE) managers from firms with $1.9 trillion of assets under management (AUM) about their portfolio performance, decisionmaking and activities during the Covid-19 pandemic. Given that PE managers have significant incentives to... View Details
      Keywords: COVID-19 Pandemic; Health Pandemics; Private Equity; Management; Investment Portfolio; Performance; Decision Making; Value Creation
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      Gompers, Paul A., Steven N. Kaplan, and Vladimir Mukharlyamov. "Private Equity and COVID-19." Journal of Financial Intermediation 51 (July 2022).
      • May 2022
      • Case

      From GOP to NFT: Anthony Scaramucci and the Launch of Flatter NFT

      By: Lauren Cohen, Richard Ryffel and Grace Headinger
      Anthony Scaramucci, Managing Director of SkyBridge Capital, considered whether he should officially greenlight the launch of SkyBridge’s own NFT platform — Flatter NFT. He had led the investment firm to push first into Bitcoin and then Ethereum to make SkyBridge a... View Details
      Keywords: Business Startup; Fintech; Technology; Cryptocurrency; Web3; Business Startups; Volatility; Decision Making; Entertainment; Entrepreneurship; Investment; Strategic Planning; Adoption; Competitive Advantage; Technology Adoption; Finance; Currency; Banking Industry; Financial Services Industry; Technology Industry; New York (city, NY)
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      Cohen, Lauren, Richard Ryffel, and Grace Headinger. "From GOP to NFT: Anthony Scaramucci and the Launch of Flatter NFT." Harvard Business School Case 222-085, May 2022.
      • April 2022
      • Teaching Note

      Tempur Sealy International (A, B & C)

      By: Benjamin C. Esty and Daniel Fisher
      Teaching Note for HBS Case Nos. 718-422, 718-423, and 718-424. The cases explore the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms... View Details
      Keywords: Porter's 5 Forces; Bargaining Power; Buyer Power; Customer Power; Supplier Power; Negotiations; Value Capture; Private Equity; Consumer Durables; Consumer Discretionary; Mattresses; B-2-B; Industry Dynamics; Leadership; Compensation; Corporate Strategy; Business Strategy; Value Creation; Competition; Cooperation; Distribution; Negotiation; Industry Structures; Customers; Relationships; Distribution Industry; Manufacturing Industry; Retail Industry; Consumer Products Industry; United States; South Africa
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      Esty, Benjamin C., and Daniel Fisher. "Tempur Sealy International (A, B & C)." Harvard Business School Teaching Note 722-456, April 2022.
      • March 2022 (Revised March 2024)
      • Case

      DaVita Responds to COVID

      By: Susanna Gallani and David Lane
      Early in August 2021, DaVita CEO Javier Rodriguez was assessing the ongoing impact of the COVID-19 pandemic on his firm, which provided life-sustaining kidney dialysis to roughly 240,000 people. Effective infection control practices and information sharing had ensured... View Details
      Keywords: COVID-19 Pandemic; Change Management; Communication; Talent and Talent Management; Fairness; Values and Beliefs; Corporate Accountability; Health Care and Treatment; Health Pandemics; Human Resources; Employee Relationship Management; Retention; Wages; Working Conditions; Leadership Style; Crisis Management; Organizational Culture; Health Industry; United States
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      Gallani, Susanna, and David Lane. "DaVita Responds to COVID." Harvard Business School Case 122-007, March 2022. (Revised March 2024.)
      • 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
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      Wu, Andy, Rocio Wu, and Matt Higgins. "Applied Intuition: Powering Autonomy." Harvard Business School Case 722-407, March 2022. (Revised February 2024.)
      • March 2022 (Revised February 2023)
      • Case

      Pakistan Rising: Bazaar's Growth Story (A)

      By: Paul A. Gompers and Gamze Yucaoglu
      The case opens in September 2021 as Hamza Jawaid and Saad Jangda, co-founders of Bazaar technologies (Bazaar), the Pakistani high growth B2B e-commerce marketplace, are contemplating whether the year-and-a half old startup should also venture into offering financing to... View Details
      Keywords: B2B; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Value Creation; Globalization; Competition; Expansion; Profit; Resource Allocation; Diversification; Corporate Strategy; Pakistan
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      Gompers, Paul A., and Gamze Yucaoglu. "Pakistan Rising: Bazaar's Growth Story (A)." Harvard Business School Case 822-098, March 2022. (Revised February 2023.)
      • March 2022
      • Supplement

      Pakistan Rising: Bazaar's Growth Story (B)

      By: Paul A. Gompers and Gamze Yucaoglu
      The case opens in January 2022 as Hamza Jawaid and Saad Jangda, co-founders of Bazaar technologies (Bazaar), the Pakistani high growth B2B e-commerce marketplace, are looking over the performance of the newly launched “buy now, play later” feature. The traction looks... View Details
      Keywords: B2B; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Value Creation; Globalization; Competition; Expansion; Profit; Resource Allocation; Diversification; Corporate Strategy; Pakistan
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      Gompers, Paul A., and Gamze Yucaoglu. "Pakistan Rising: Bazaar's Growth Story (B)." Harvard Business School Supplement 822-099, March 2022.
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