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      • June 2024
      • Case

      Building Innovation at VINCI

      By: Dennis Campbell, Aluna Wang and Carlota Moniz
      This case study explores how the VINCI Group, a French multinational operating in concessions, energy, and construction, bolstered awareness and adoption rates of new technologies within the organization. Through its separate innovation hub, Leonard, VINCI aimed to... View Details
      Keywords: Business Model; Business Organization; Decisions; Business Earnings; Business Strategy; Competition; Energy; Corporate Entrepreneurship; Values and Beliefs; Global Range; Global Strategy; Cross-Cultural and Cross-Border Issues; Multinational Firms and Management; Globalized Markets and Industries; Corporate Accountability; Collaborative Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Knowledge Sharing; Organizational Culture; Technology Adoption; Innovation Leadership; Organizational Structure; Construction Industry; Energy Industry; Technology Industry; France; Europe
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      Campbell, Dennis, Aluna Wang, and Carlota Moniz. "Building Innovation at VINCI." Harvard Business School Case 124-092, June 2024.
      • June 2024
      • Article

      Going Digital: Implications for Firm Value and Performance

      By: Wilbur Chen and Suraj Srinivasan
      We examine firm value and performance implications of the growing trend of non-technology companies engaging in digital transformation. We measure digital activities in firms based on the disclosure of digital words in the business description section of 10-Ks. Digital... View Details
      Keywords: Digital Technologies; Valuation; Return Predictability; Financial Statement Analysis; Performance; Value; Information Technology
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      Chen, Wilbur, and Suraj Srinivasan. "Going Digital: Implications for Firm Value and Performance." Review of Accounting Studies 29, no. 2 (June 2024): 1619–1665.
      • June 2024
      • Article

      Information Spillovers in Experience Goods Competition

      By: Zhuoqiong Charlie Chen, Christopher Stanton and Catherine Thomas
      When experience goods compete, consuming one product can be informative about value for similar untried products. We study a two-period model of duopoly competition in markets that have this feature and where firms can price discriminate between consumers based on... View Details
      Keywords: Experience Goods; Competition; Information; Demand and Consumers; Profit; Price
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      Chen, Zhuoqiong Charlie, Christopher Stanton, and Catherine Thomas. "Information Spillovers in Experience Goods Competition." Management Science 70, no. 6 (June 2024): 3923–3950.
      • May 2024
      • Background Note

      Net Revenue Retention: Unpacking the Dynamics of Customer Monetization

      By: Elie Ofek, Barak Libai and Eitan Muller
      Firms and investors alike are beginning to recognize the importance of tracking how revenues from existing customers are evolving over time and to appreciate the value in understanding what might explain changes in these revenues. Consequently, in addition to looking... View Details
      Keywords: Customer Relationship Management; Revenue; Measurement and Metrics; Customer Value and Value Chain
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Net Revenue Retention: Unpacking the Dynamics of Customer Monetization." Harvard Business School Background Note 524-092, May 2024.
      • 2024
      • Working Paper

      Private Equity and Digital Transformation

      By: Brian K. Baik, Wilbur Chen and Suraj Srinivasan
      We study the role which private equity (PE) plays in digital transformation. We find that PE investment is associated with greater investments into portfolio firm’s digital technologies, as measured by IT expenditures and the hiring demand for AI skills. This... View Details
      Keywords: Digital Transformation; Private Equity; Selection and Staffing; Investment Portfolio; Value Creation
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      Baik, Brian K., Wilbur Chen, and Suraj Srinivasan. "Private Equity and Digital Transformation." Harvard Business School Working Paper, No. 24-070, May 2024.
      • 2024
      • Working Paper

      The Value of AI Innovations

      By: Wilbur Xinyuan Chen, Terrence Tianshuo Shi and Suraj Srinivasan
      We study the value of AI innovations as it diffuses across general and application sectors, using the United States Patent and Trademark Office’s (USPTO) AI patent dataset. Investors value these innovations more than others, as AI patents exhibit a 9% value premium,... View Details
      Keywords: AI and Machine Learning; Valuation; Technological Innovation; Open Source Distribution; Patents; Policy; Knowledge Sharing; Technology Industry
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      Chen, Wilbur Xinyuan, Terrence Tianshuo Shi, and Suraj Srinivasan. "The Value of AI Innovations." Harvard Business School Working Paper, No. 24-069, May 2024.
      • 2024
      • Working Paper

      Does the Case for Private Equity Still Hold?

      By: Nori Gerardo Lietz and Philipp Chvanov
      Private Equity (“PE”) received a 10-fold increase in capital flows since the Great Financial Crisis (“GFC”) Investors sought higher nominal returns relative to those they could obtain in the public capital markets. This paper questions the fundamental assumptions... View Details
      Keywords: Private Equity; Investment Return; Investment Portfolio; Financial Markets
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      Lietz, Nori Gerardo, and Philipp Chvanov. "Does the Case for Private Equity Still Hold?" Harvard Business School Working Paper, No. 24-066, January 2024.
      • April–May 2024
      • Article

      Gone with the Big Data: Institutional Lender Demand for Private Information

      By: Jung Koo Kang
      I explore whether big-data sources can crowd out the value of private information acquired through lending relationships. Institutional lenders have been shown to exploit their access to borrowers’ private information by trading on it in financial markets. As a shock... View Details
      Keywords: Analytics and Data Science; Borrowing and Debt; Financial Markets; Value; Knowledge Dissemination; Financing and Loans
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      Kang, Jung Koo. "Gone with the Big Data: Institutional Lender Demand for Private Information." Art. 101663. Journal of Accounting & Economics 77, nos. 2-3 (April–May 2024).
      • March 2024 (Revised April 2024)
      • Case

      Coursera's Foray into GenAI

      By: Suraj Srinivasan, Michael Parzen and Radhika Kak
      In early 2023, Maggioncalda, CEO of US EdTech firm Coursera, launched Project Genesis to develop a strategy for incorporating GenAI capabilities into the firm's offerings, asking his teams to focus on value to the firm and cost of implementation. The team identified... View Details
      Keywords: Business Model; AI and Machine Learning; Brands and Branding; Business Strategy; Competitive Advantage; Technological Innovation; Education Industry; Technology Industry; United States
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      Srinivasan, Suraj, Michael Parzen, and Radhika Kak. "Coursera's Foray into GenAI." Harvard Business School Case 124-089, March 2024. (Revised April 2024.)
      • 2021
      • Working Paper

      Quantifying the Value of Iterative Experimentation

      By: Iavor I Bojinov and Jialiang Mao
      Over the past decade, most technology companies and a growing number of conventional firms have adopted online experimentation (or A/B testing) into their product development process. Initially, A/B testing was deployed as a static procedure in which an experiment was... View Details
      Keywords: Product Development; Value Creation; Research
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      Bojinov, Iavor I., and Jialiang Mao. "Quantifying the Value of Iterative Experimentation." Harvard Business School Working Paper, No. 24-059, March 2024.
      • 2024
      • Article

      Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022

      By: Mark J. Roe and Charles C.Y. Wang
      The number of public firms in the United States has halved since the beginning of the twenty-first century, causing consternation among corporate and securities law regulators. The dominant explanations, often advanced by Securities and Exchange commissioners when... View Details
      Keywords: Corporate Law; Securities Regulation; Sarbanes-Oxley Act; Concentration Levels; Antitrust; Initial Public Offering; Public Ownership; Private Equity; Venture Capital; Mergers and Acquisitions; Monopoly; United States
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      Roe, Mark J., and Charles C.Y. Wang. "Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022." Journal of Law, Finance, and Accounting 8, no. 2 (2024): 211–264.
      • February 2024 (Revised February 2024)
      • Case

      CLSA: Integrating ESG in Stock Valuation

      By: Shirley Lu, Aaron Yoon and Billy Chan
      In 2023, a senior financial analyst at the Hong Kong-based stock brokerage firm CLSA was surprised to see that, based on his calculations, the financial impact from climate risks on a major Indian cement manufacturing company’s projected earnings could be massive.... View Details
      Keywords: Accounting; Corporate Governance; Analysis; Stocks; Valuation; Environmental Sustainability; Financial Services Industry; Industrial Products Industry; Hong Kong; China; India; Asia
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      Lu, Shirley, Aaron Yoon, and Billy Chan. "CLSA: Integrating ESG in Stock Valuation." Harvard Business School Case 124-069, February 2024. (Revised February 2024.)
      • February 2024 (Revised February 2025)
      • Case

      Financing Matillion's Scaleup (A)

      By: Raymond Kluender, Emanuele Colonnelli and Ramana Nanda
      In 2019, Matthew Scullion, founder and CEO of U.K. startup Matillion, faced a decision about which term sheet to accept for the lead investor in his company’s $35 million Series C financing round. Would the connections and opportunities offered by Silicon Valley-based... View Details
      Keywords: Entrepreneurship; Negotiation; Ownership; Business Startups; Decisions; Venture Capital; Financing and Loans; Valuation; Information Technology Industry; United Kingdom
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      Kluender, Raymond, Emanuele Colonnelli, and Ramana Nanda. "Financing Matillion's Scaleup (A)." Harvard Business School Case 824-140, February 2024. (Revised February 2025.)
      • February 2024
      • Supplement

      JTC: Stronger Together with Shared Ownership: What JTC Did and Its Impact

      By: Ethan Bernstein
      Nigel Le Quesne, CEO of Jersey-based financial services firm JTC, firmly believed that "shared ownership" was at the heart of his company’s successful track record. The firm had seen its revenues, profits, and number of clients and staff grow steadily throughout its... View Details
      Keywords: Employee Stock Ownership Plan; Leadership Style; Organizational Culture; Going Public; Employee Ownership; Financial Services Industry
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      Bernstein, Ethan. "JTC: Stronger Together with Shared Ownership: What JTC Did and Its Impact." Harvard Business School Multimedia/Video Supplement 424-707, February 2024.
      • February 2024
      • Article

      Come Together: Firm Boundaries and Delegation

      By: Laura Alfaro, Nick Bloom, Paola Conconi, Harald Fadinger, Patrick Legros, Andrew F. Newman, Raffaella Sadun and John Van Reenen
      We develop an incomplete-contracts model to jointly study firm boundaries and the allocation of decision rights within them. Integration has an option value: it gives firm owners authority to delegate or centralize decision rights, depending on who can best solve... View Details
      Keywords: Boundaries; Decision Choices and Conditions; Risk and Uncertainty
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      Alfaro, Laura, Nick Bloom, Paola Conconi, Harald Fadinger, Patrick Legros, Andrew F. Newman, Raffaella Sadun, and John Van Reenen. "Come Together: Firm Boundaries and Delegation." Journal of the European Economic Association 22, no. 1 (February 2024): 34–72.
      • 2024
      • Working Paper

      Corporate Culture Homogeneity and Top Executive Incentive Design: Evidence from CEO Compensation Contracts

      By: Dennis Campbell, Ruidi Shang and Zhifang Zhang
      We examine how corporate cultures characterized by high degrees of homogeneity in the underlying values and beliefs of organizational members are related to the design of CEO incentive compensation contracts. We argue that culture homogeneity within firms lowers... View Details
      Keywords: Corporate Culture; Compensation Design; Accounting; Management Control; Incentive Systems; Organizational Culture; Job Design and Levels; Governance; Executive Compensation; Motivation and Incentives
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      Campbell, Dennis, Ruidi Shang, and Zhifang Zhang. "Corporate Culture Homogeneity and Top Executive Incentive Design: Evidence from CEO Compensation Contracts." Harvard Business School Working Paper, No. 24-054, February 2024.
      • January 2024
      • Case

      Frank Cornelissen: The Great Sulfite Debate (A)

      By: Tiona Zuzul and Susan Pinckney
      In 2018, artisanal Italian vineyard Frank Cornelissen was one of the world’s leading natural wine vineyards. Its founder, Frank Cornelissen, faced weather related conditions that forced him to have to decide between staying true to the tenets of the natural wine... View Details
      Keywords: Budgets and Budgeting; Business Earnings; Plant-Based Agribusiness; Family Business; For-Profit Firms; Small Business; Change Management; Transition; Communication Strategy; Cost vs Benefits; Financial Management; Financial Strategy; Profit; Revenue; Spending; Global Strategy; Goods and Commodities; Innovation Strategy; Crisis Management; Goals and Objectives; Growth Management; Success; Strategic Planning; Problems and Challenges; Risk and Uncertainty; Cognition and Thinking; Reputation; Adaptation; Expansion; Weather; Mission and Purpose; Values and Beliefs; Food and Beverage Industry; Agriculture and Agribusiness Industry; Europe; Italy
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      Zuzul, Tiona, and Susan Pinckney. "Frank Cornelissen: The Great Sulfite Debate (A)." Harvard Business School Case 724-391, January 2024.
      • January 2024
      • Teaching Note

      Frank Cornelissen: The Great Sulfite Debate (A) & (B)

      By: Tiona Zuzul
      Teaching Note for HBS Case Nos. 724-391 and 724-398. In 2018, artisanal Italian vineyard Frank Cornelissen was one of the world’s leading natural wine vineyards. Its founder, Frank Cornelissen, faced weather related conditions that forced him to have to decide between... View Details
      Keywords: Budgets and Budgeting; Business Earnings; Agribusiness; Plant-Based Agribusiness; Family Business; For-Profit Firms; Small Business; Change Management; Transition; Communication Strategy; Decision Making; Cost vs Benefits; Financial Management; Financial Strategy; Profit; Revenue; Spending; Globalization; Global Strategy; Goods and Commodities; Innovation Strategy; Crisis Management; Goals and Objectives; Growth Management; Success; Strategic Planning; Problems and Challenges; Risk and Uncertainty; Cognition and Thinking; Reputation; Strategy; Adaptation; Expansion; Mission and Purpose; Values and Beliefs; Food and Beverage Industry; Europe; Italy
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      Zuzul, Tiona. "Frank Cornelissen: The Great Sulfite Debate (A) & (B)." Harvard Business School Teaching Note 724-458, January 2024.
      • January 2024
      • Supplement

      Frank Cornelissen: The Great Sulfite Debate (B)

      By: Tiona Zuzul and Susan Pinckney
      In 2018, artisanal Italian vineyard Frank Cornelissen was one of the world’s leading natural wine vineyards. Its founder, Frank Cornelissen, faced weather related conditions that forced him to have to decide between staying true to the tenets of the natural wine... View Details
      Keywords: Budgets and Budgeting; Business Earnings; Plant-Based Agribusiness; Business Startups; Family Business; For-Profit Firms; Small Business; Change Management; Transition; Communication; Cost vs Benefits; Decisions; Entrepreneurship; Environmental Sustainability; Values and Beliefs; Financial Management; Financial Strategy; Profit; Revenue; Spending; Global Strategy; Goods and Commodities; Innovation Strategy; Crisis Management; Goals and Objectives; Growth Management; Success; Strategic Planning; Problems and Challenges; Risk and Uncertainty; Cognition and Thinking; Reputation; Adoption; Expansion; Weather; Mission and Purpose; Food and Beverage Industry; Agriculture and Agribusiness Industry; Europe; Italy
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      Zuzul, Tiona, and Susan Pinckney. "Frank Cornelissen: The Great Sulfite Debate (B)." Harvard Business School Supplement 724-398, January 2024.
      • 2024
      • Working Paper

      Contributing to Growth? The Role of Open Source Software for Global Startups

      By: Nataliya Langburd Wright, Frank Nagle and Shane Greenstein
      How does participating in open source software (OSS) communities spur entrepreneurial growth? To address this question, we analyze novel data matching accounts from GitHub—the largest OSS hosting platform—to the universe of global software venture-backed firms... View Details
      Keywords: Applications and Software; Open Source Distribution; Entrepreneurship; Business Growth and Maturation; Human Capital; Valuation; Corporate Strategy
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      Wright, Nataliya Langburd, Frank Nagle, and Shane Greenstein. "Contributing to Growth? The Role of Open Source Software for Global Startups." Harvard Business School Working Paper, No. 24-040, January 2024. (Revised August 2024.)
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