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Publications

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      • August 2021
      • Case

      Apax Digital

      By: Jo Tango and Alys Ferragamo
      The Apax Digital team faced important decisions as they contemplated raising a second fund. Apax Digital Fund I was a $1.1 billion vehicle focused on mid-market growth equity and growth buyouts in the technology sector. The fund had performed well, and the Managing... View Details
      Keywords: Growth and Development Strategy; Acquisition; Investment Portfolio; Decision Choices and Conditions; Venture Capital; Technology Industry; Financial Services Industry; United States
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      Tango, Jo, and Alys Ferragamo. "Apax Digital." Harvard Business School Case 822-016, August 2021.
      • July 2021
      • Teaching Plan

      Aligning Mission and Margin at Southern Bancorp

      By: Rebecca Henderson, Brian Trelstad and Eren Kuzucu
      Teaching Plan for HBS Case No. 321-099. In October 2020, after spending almost a decade to turnaround Southern Bancorp, an Arkansan bank founded with the mission to provide financial services to rural, underserved communities, CEO Darrin Williams is wondering how... View Details
      Keywords: Racial Wealth Gap; Banks and Banking; Growth and Development; Corporate Social Responsibility and Impact; Mission and Purpose; Going Public; Investment Return; Social Issues; Wealth and Poverty; Banking Industry; Financial Services Industry; United States; Arkansas
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      Henderson, Rebecca, Brian Trelstad, and Eren Kuzucu. "Aligning Mission and Margin at Southern Bancorp." Harvard Business School Teaching Plan 322-018, July 2021.
      • June 2021
      • Case

      uBiome

      By: Thomas R. Eisenmann and Olivia Graham
      uBiome provided clinical tests that sequenced the DNA of human microbiome samples, providing data on health conditions directly to consumers or to prescribing physicians. Founded in 2012, the San Francisco-based startup raised $105 million from top-tier venture capital... View Details
      Keywords: Business Startups; Crime and Corruption; Insolvency and Bankruptcy
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      Eisenmann, Thomas R., and Olivia Graham. "uBiome." Harvard Business School Case 821-076, June 2021.
      • 2020
      • Working Paper

      Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

      By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
      We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
      Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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      Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
      • Spring 2021
      • Article

      Corporate Resilience and Response During COVID-19

      By: Alex Cheema-Fox, Bridget LaPerla, George Serafeim and Hui (Stacie) Wang
      The coronavirus pandemic caused a sharp market decline while raising heterogeneous responses across companies related to their employees, supply chain, and repurposing of operations to provide needed products and services. We study whether during the 2020 COVID-19... View Details
      Keywords: ESG; COVID-19; Coronavirus; Crisis Response Plans; Crisis; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Leadership & Corporate Accountability; Big Data; Machine Learning; Investor Behavior; Institutional Investors; Corporate Performance; Health Pandemics; Crisis Management; Corporate Social Responsibility and Impact; Human Capital; Supply Chain; Operations; Leadership; Corporate Accountability; Institutional Investing; Performance
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      Cheema-Fox, Alex, Bridget LaPerla, George Serafeim, and Hui (Stacie) Wang. "Corporate Resilience and Response During COVID-19." Journal of Applied Corporate Finance 33, no. 2 (Spring 2021): 24–40.
      • March 2021 (Revised October 2021)
      • Case

      Aligning Mission and Margin at Southern Bancorp

      By: Rebecca M. Henderson, Brian Trelstad and Eren Kuzucu
      In October 2020, after spending almost a decade to turnaround Southern Bancorp, an Arkansan bank founded with the mission to provide financial services to rural, underserved communities, CEO Darrin Williams is wondering how Southern Bancorp should continue to grow.... View Details
      Keywords: Racial Wealth Gap; Banks and Banking; Growth and Development; Corporate Social Responsibility and Impact; Mission and Purpose; Going Public; Investment Return; Social Issues; Wealth and Poverty; Banking Industry; Financial Services Industry; United States; Arkansas
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      Henderson, Rebecca M., Brian Trelstad, and Eren Kuzucu. "Aligning Mission and Margin at Southern Bancorp." Harvard Business School Case 321-099, March 2021. (Revised October 2021.)
      • March 2021 (Revised August 2024)
      • Case

      Hotwire.com: Navigating Through Turbulence

      By: Jeffrey F. Rayport, Manny de Zarraga and Eric Levine
      On September 10, 2001, after speaking at an industry conference at New York’s World Trade Center, Hotwire co-founder Spencer Rascoff boarded a flight from Newark to San Francisco. After returning home, Rascoff awoke the next morning to a phone call informing him that... View Details
      Keywords: September 11; Corporate Entrepreneurship; Business Growth and Maturation; Disruption; Decisions; Job Cuts and Outsourcing; Growth Management; Digital Platforms; Problems and Challenges; Risk and Uncertainty; Expansion; Internet and the Web; Leading Change; Leadership Style; Air Transportation Industry; Tourism Industry; San Francisco
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      Rayport, Jeffrey F., Manny de Zarraga, and Eric Levine. "Hotwire.com: Navigating Through Turbulence." Harvard Business School Case 821-084, March 2021. (Revised August 2024.)
      • March 2021 (Revised November 2022)
      • Case

      Blue Meridian Partners (A): Scaling for Impact

      By: V. Kasturi Rangan
      In 2018, Edna McConnell Clark Foundation in a bold move transferred all its assets to a fund pooled with other General Partners and Limited Partners, called Blue Meridian Partners, to focus substantial long range investments in a few carefully chosen nonprofits.The... View Details
      Keywords: Venture Philanthropy; Scaling; COVID-19 Pandemic; Social Justice; Philanthropy and Charitable Giving; Venture Capital; Business Model; Social Issues; Poverty; Values and Beliefs; Decisions; Corporate Social Responsibility and Impact; Nonprofit Organizations; Investment Portfolio
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      Rangan, V. Kasturi. "Blue Meridian Partners (A): Scaling for Impact." Harvard Business School Case 521-090, March 2021. (Revised November 2022.)
      • March 2021 (Revised May 2021)
      • Supplement

      Blue Meridian Partners (B): Pivoting in a Crisis

      By: V. Kasturi Rangan
      The (B) case situated in 2020 describes the many quick decisions taken by the fund in response to the COVID-19 pandemic and the calls for social justice, and raises the question of whether and how these decisions are aligned with the long range strategy of the fund. View Details
      Keywords: Venture Philanthropy; COVID-19; Philanthropy and Charitable Giving; Venture Capital; Social Issues; Health Pandemics; Decisions; Strategy
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      Rangan, V. Kasturi. "Blue Meridian Partners (B): Pivoting in a Crisis." Harvard Business School Supplement 521-091, March 2021. (Revised May 2021.)
      • March 2021
      • Teaching Plan

      The Black New Venture Competition

      By: Karen G. Mills, Jeffrey J. Bussgang, Martin A. Sinozich and Gabriella Elanbeck
      Black entrepreneurs encounter many unique obstacles when raising capital to start and grow a business, some stemming from deep systemic discrimination. During their second year at Harvard Business School (HBS), MBA students Kimberly Foster and Tyler Simpson decided to... View Details
      Keywords: Analytics; Startup; Start-up; Startup Financing; Financing; Startups; Start-ups; Business And Community; Business And Society; Business Growth; Discrimination; Women; Women-owned Businesses; African Americans; African-american Entrepreneurs; African-american Investors; African-American Protagonist; African-American Women; Early Stage Funding; Early Stage; Innovation & Entrepreneurship; Innovation Competitions; Entrepreneurial Financing; Business Plan; Business Startups; Diversity; Gender; Race; Entrepreneurship; Venture Capital; Small Business; Leadership; Information Technology; Competition
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      Mills, Karen G., Jeffrey J. Bussgang, Martin A. Sinozich, and Gabriella Elanbeck. "The Black New Venture Competition." Harvard Business School Teaching Plan 821-094, March 2021.
      • March 2021 (Revised July 2021)
      • Case

      Resident

      By: Jeffrey F. Rayport and Thomas O. Jones
      Launched in 2016, Resident was a leading player in the direct-to-consumer bed-in-a-box mattress market, where it was one of at least 175 venture-backed companies competing in the space. By late 2020, it had realized over $500 million in revenue, profitability in the... View Details
      Keywords: Digital Marketing; Business Growth and Maturation; Operations; Entrepreneurship; Competitive Strategy; Initial Public Offering; Decisions; Marketing Strategy; Cash Flow; Demand and Consumers
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      Rayport, Jeffrey F., and Thomas O. Jones. "Resident." Harvard Business School Case 821-090, March 2021. (Revised July 2021.)
      • March 2021
      • Case

      Founders Factory

      By: Jeffrey F. Rayport and James Barnett
      In January 2020, Founders Factory (FF) Executive Chairman Brent Hoberman and CEO Henry Lane Fox were considering FF’s expansion strategy. FF operated as a venture capital (VC) fund built around an accelerator and incubator, and organized around sectors within... View Details
      Keywords: Entrepreneurship; Markets; Planning; Expansion; Global Range; Business Model; Talent and Talent Management; Experience and Expertise; Corporate Entrepreneurship; Global Strategy; Innovation Strategy; Growth and Development Strategy; Management Teams; Organizational Change and Adaptation; Partners and Partnerships; Internet and the Web; Mobile and Wireless Technology; Technology Industry; Africa; South Africa; Johannesburg; Europe; France; Paris; United Kingdom; England; London; United States; New York (city, NY)
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      Rayport, Jeffrey F., and James Barnett. "Founders Factory." Harvard Business School Case 821-009, March 2021.
      • March 2021
      • Case

      Dasra: From Strategic Philanthropy to Field Building

      By: V. Kasturi Rangan and Tanya Bijlani
      Dasra, a pioneer in the Indian Strategic Philanthropy space founded by a husband and wife team, had grown and evolved with the fast changing philanthropy scene in India. By 2017 it had managed to raise nearly $100 million of new capital for NGOs and Nonprofits in... View Details
      Keywords: Philanthropy; Impact Investing; Corporate Social Responsibility; Social Sector; Philanthropy and Charitable Giving; Corporate Social Responsibility and Impact; Social Entrepreneurship; Strategy; India
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      Rangan, V. Kasturi, and Tanya Bijlani. "Dasra: From Strategic Philanthropy to Field Building." Harvard Business School Case 521-071, March 2021.
      • Article

      How Venture Capitalists Make Decisions

      By: Paul A. Gompers, Will Gornall, Steven Kaplan and Ilya Strebulaev
      For decades now, venture capitalists have played a crucial role in the economy by financing high-growth start-ups. While the companies they’ve backed—Amazon, Apple, Facebook, Google, and more—are constantly in the headlines, very little is known about what VCs actually... View Details
      Keywords: Venture Capital; Investment; Decision Making
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      Gompers, Paul A., Will Gornall, Steven Kaplan, and Ilya Strebulaev. "How Venture Capitalists Make Decisions." Harvard Business Review 99, no. 2 (March–April 2021).
      • January 2021 (Revised May 2021)
      • Case

      Delta Air Lines: Navigating the COVID-19 Storm

      By: Ted Berk and Ryan Flamerich
      This case examines Delta Air Lines’ response as demand for its services plummeted in the face of the COVID-19 pandemic, with a focus on the company’s funding needs and capital structure. Following a series of initial actions, the company’s cash “burn” had reduced from... View Details
      Keywords: COVID-19; Health Pandemics; Financial Condition; Capital Structure; Crisis Management; Risk Management; Business and Stakeholder Relations; Air Transportation Industry
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      Berk, Ted, and Ryan Flamerich. "Delta Air Lines: Navigating the COVID-19 Storm." Harvard Business School Case 221-063, January 2021. (Revised May 2021.)
      • January 2021 (Revised February 2021)
      • Case

      Carnival Corporation: Cruising Through COVID-19

      By: Stuart C. Gilson and Sarah Abbott
      In March 2020, in response to the global pandemic, the cruise industry ceased operations. Carnival was the largest cruise line operator in the world, and CEO Arnold Donald and his management team worked to position the company to survive. They slashed operating... View Details
      Keywords: Debt Issuance; Equity Issuances; Convertible Debt; Cruise Lines; Restructuring; Capital; Crisis Management; Cash Flow; Health Pandemics; Borrowing and Debt; Travel Industry; United States
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      Gilson, Stuart C., and Sarah Abbott. "Carnival Corporation: Cruising Through COVID-19." Harvard Business School Case 221-028, January 2021. (Revised February 2021.)
      • December 2020 (Revised April 2021)
      • Teaching Note

      Women Entrepreneurs and Tech Ecosystems: One City, Two Realities, and Four Diverse Women

      By: Rosabeth Moss Kanter and Joyce J. Kim
      Four diverse women entrepreneurs launched their ventures in a thriving entrepreneurial ecosystem that was part of a shift to a creative technology-driven economy for Miami. Although Miami was rated the #1 U.S. city for startups in 2017, the region contained structural... View Details
      Keywords: Women; Racism; Black Entrepreneurs; Entrepreneurship; Diversity; Gender; Race; Prejudice and Bias; Innovation and Invention; City; Culture; Miami
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      Kanter, Rosabeth Moss, and Joyce J. Kim. "Women Entrepreneurs and Tech Ecosystems: One City, Two Realities, and Four Diverse Women." Harvard Business School Teaching Note 321-103, December 2020. (Revised April 2021.)
      • December 2020
      • Supplement

      Video Interview with Felecia Hatcher

      By: Rosabeth M. Kanter and Joyce J. Kim
      Four diverse women entrepreneurs launched their ventures in a thriving entrepreneurial ecosystem that was part of a shift to a creative technology-driven economy for Miami. Although Miami was rated the #1 U.S. city for startups in 2017, the region contained structural... View Details
      Keywords: Entrepreneurial Ecosystems; Female Entrepreneur; Sexism; Racism; Entrepreneurship; Business Startups; Diversity; Gender; Race; Prejudice and Bias; City; Culture; Miami
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      Kanter, Rosabeth M., and Joyce J. Kim. "Video Interview with Felecia Hatcher." Harvard Business School Multimedia/Video Supplement 321-703, December 2020.
      • December 2020
      • Supplement

      Video Interview with Maxeme Tuchman

      By: Rosabeth M. Kanter and Joyce J. Kim
      Four diverse women entrepreneurs launched their ventures in a thriving entrepreneurial ecosystem that was part of a shift to a creative technology-driven economy for Miami. Although Miami was rated the #1 U.S. city for startups in 2017, the region contained structural... View Details
      Keywords: Entrepreneurial Ecosystems; Female Entrepreneur; Racism; Sexism; Entrepreneurship; Business Startups; Diversity; Gender; Race; Prejudice and Bias; City; Culture; Miami
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      Kanter, Rosabeth M., and Joyce J. Kim. "Video Interview with Maxeme Tuchman." Harvard Business School Multimedia/Video Supplement 321-702, December 2020.
      • December 2020
      • Supplement

      Video Interview with Pandwe Gibson

      By: Rosabeth M. Kanter and Joyce J. Kim
      Four diverse women entrepreneurs launched their ventures in a thriving entrepreneurial ecosystem that was part of a shift to a creative technology-driven economy for Miami. Although Miami was rated the #1 U.S. city for startups in 2017, the region contained structural... View Details
      Keywords: Female Entrepreneur; Entrepreneurial Ecosystems; Sexism; Racism; Entrepreneurship; Business Startups; Diversity; Gender; Race; Prejudice and Bias; City; Culture; Miami
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      Kanter, Rosabeth M., and Joyce J. Kim. "Video Interview with Pandwe Gibson." Harvard Business School Multimedia/Video Supplement 321-704, December 2020.
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