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      • September 2023
      • Article

      Customer Churn and Intangible Capital

      By: Scott R. Baker, Brian Baugh and Marco Sammon
      Intangible capital is a crucial and growing piece of firms’ capital structure, but many of its distinct components are difficult to measure. We develop and make available several new firm-level metrics regarding a key component of intangible capital – firms’ customer... View Details
      Keywords: Customer Base; Transaction Data; Customer Churn; Intangible Capital; Capital Structure; Measurement and Metrics; Customers
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      Baker, Scott R., Brian Baugh, and Marco Sammon. "Customer Churn and Intangible Capital." Journal of Political Economy Macroeconomics 1, no. 3 (September 2023): 447–505.
      • October 2023
      • Case

      Taiwan After Globalization: Twilight of the Developmental State?

      By: Debora L. Spar and Julia M. Comeau
      In the last 70 years, the small island of Taiwan has achieved what many believe to be a “miracle”: its economy has grown at a record-setting pace, driven and guided by one of the world's most successful set of industrial policies, and it has become one of the richest... View Details
      Keywords: Economic Growth; Economic Slowdown and Stagnation; Trade; Policy; Government and Politics; Semiconductor Industry; Technology Industry; Taiwan; China; Asia; United States
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      Spar, Debora L., and Julia M. Comeau. "Taiwan After Globalization: Twilight of the Developmental State?" Harvard Business School Case 324-032, October 2023.
      • 2023
      • Working Paper

      In-Context Unlearning: Language Models as Few Shot Unlearners

      By: Martin Pawelczyk, Seth Neel and Himabindu Lakkaraju
      Machine unlearning, the study of efficiently removing the impact of specific training points on the trained model, has garnered increased attention of late, driven by the need to comply with privacy regulations like the Right to be Forgotten. Although unlearning is... View Details
      Keywords: AI and Machine Learning; Copyright; Information
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      Pawelczyk, Martin, Seth Neel, and Himabindu Lakkaraju. "In-Context Unlearning: Language Models as Few Shot Unlearners." Working Paper, October 2023.
      • September 2023 (Revised October 2023)
      • Case

      Ghassan Nuqul and the Nuqul Group: Preserving a Father's Legacy

      By: Christina R. Wing, Lauren Cohen and Alpana Thapar
      The Nuqul Group was established in 1952 by Elia Nuqul, a Palestinian refugee who fled his hometown in 1948 with his family to Jordan. He overcame many hardships in his initial years there, but subsequently started a trading business that grew to become one of Jordan’s... View Details
      Keywords: Family Business; Family Ownership; Organizational Change and Adaptation; Management Succession; Jordan
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      Wing, Christina R., Lauren Cohen, and Alpana Thapar. "Ghassan Nuqul and the Nuqul Group: Preserving a Father's Legacy." Harvard Business School Case 624-030, September 2023. (Revised October 2023.)
      • September 2023
      • Teaching Note

      Shad Process Flow Design Exercise: Kick-Off Class

      By: Willy C. Shih
      The Shad Process Flow Design Exercise is a simulation designed to help students cement what they learn in the process fundamentals section of the RCTOM course by giving them the opportunity to translate classroom concepts into actual physical processes and experience... View Details
      Keywords: Production; Business Processes; Manufacturing Industry; United States
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      Shih, Willy C. "Shad Process Flow Design Exercise: Kick-Off Class." Harvard Business School Teaching Note 624-043, September 2023.
      • September 2023
      • Article

      Corporate Purpose in Public and Private Firms

      By: Claudine Gartenberg and George Serafeim
      Analyzing data from approximately 1.5 million employees across 1,108 established public and private US companies, we find that the strength of employee beliefs related to purpose is weaker in public companies. Among public companies, those beliefs are stronger for... View Details
      Keywords: Purpose; Corporate Purpose; Culture; Corporate Culture; Public And Private Organizations; Hedge Fund; Executive Pay; Corporate Governance; Corporate Strategy; Organizational Culture; Mission and Purpose; Employees; Attitudes; Executive Compensation; Ownership
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      Gartenberg, Claudine, and George Serafeim. "Corporate Purpose in Public and Private Firms." Management Science 69, no. 9 (September 2023): 5087–5111.
      • September 2023
      • Article

      The Changing Role of Managers

      By: Letian Zhang
      This study argues that the increase in middle management in recent decades was accompanied by a major shift in managerial roles. Increased task complexity and a new management philosophy have reduced the need for direct supervision but generated a much greater... View Details
      Keywords: Managerial Roles; Leadership; Groups and Teams; Change; Organizational Structure
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      Zhang, Letian. "The Changing Role of Managers." American Journal of Sociology 129, no. 2 (September 2023): 439–484.
      • 2023
      • Working Paper

      LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry

      By: Stephen A. Greyser, Kenneth Cortsen and Juan Fuentes Fernández
      LALIGA, the first- and second-tier professional soccer league (known as “football” outside of the U.S. and Canada) in Spain, enters its 100th soccer season later this decade. The most popular game in the world (Giulianotti, 2012) has gone through many changes since... View Details
      Keywords: Soccer; "Sports Organizations,; Business History; Strategy; Brands and Branding; Technology Adoption; Sports Industry
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      Greyser, Stephen A., Kenneth Cortsen, and Juan Fuentes Fernández. "LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry." Harvard Business School Working Paper, No. 24-009, August 2023.
      • August 2023
      • Case

      Floward

      By: Krishna Palepu and Namrata Arora
      In 2022, Abdulaziz B. Al Loughani, CEO and co-founder of Floward, an online flower and gifting company established in Kuwait in 2017, contemplated the firm's growth trajectory. Floward, an e-commerce enterprise that offered fresh-cut flowers sourced directly from... View Details
      Keywords: Initial Public Offering; Expansion; Growth and Development Strategy; E-commerce; Information Technology Industry; Middle East; North Africa; Saudi Arabia; Kuwait; United Arab Emirates; Jordan
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      Palepu, Krishna, and Namrata Arora. "Floward." Harvard Business School Case 124-010, August 2023.
      • August 2023
      • Case

      Kariyer.net: Recruiting AI

      By: Shunyuan Zhang, Fares Khrais and Namrata Arora
      In 2017, Fatih Uysal (AMP 2021) became CEO of Kariyer.net. By then, the business was already the industry leading online job board in Turkey. However, faced with stalling growth, a turbulent macroenvironment, and growing competition from international players, Uysal... View Details
      Keywords: Online Technology; Marketing; Websites; Artificial Intelligence; Innovation; Two-sided Platforms; Internet and the Web; Product Launch; Product Positioning; Job Search; Employment; Transformation; Volatility; Innovation and Invention; Disruptive Innovation; Management Practices and Processes; Business Growth and Maturation; Competitive Strategy; Business Startups; Talent and Talent Management; Cost vs Benefits; Macroeconomics; Corporate Entrepreneurship; Emerging Markets; Digital Platforms; Employment Industry; Information Technology Industry; Technology Industry; Middle East; Turkey
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      Zhang, Shunyuan, Fares Khrais, and Namrata Arora. "Kariyer.net: Recruiting AI." Harvard Business School Case 524-014, August 2023.
      • August 2023 (Revised October 2023)
      • Case

      Beyond the Barricades: Chile 2023

      By: Debora Spar, Willis Emmons, Leonard A. Schlesinger and Ruth Costas
      Chile, often considered among Latin America's greatest economic success stories, suffered a shocking wave of protests in October 2019, as its citizens demanded reforms across healthcare and education systems, and protested inequality and rising costs of living. As... View Details
      Keywords: Government Administration; Developing Countries and Economies; Economic Growth; Social Issues; Wealth and Poverty; Public Opinion; Equality and Inequality; Public Administration Industry; Chile; Latin America; South America
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      Spar, Debora, Willis Emmons, Leonard A. Schlesinger, and Ruth Costas. "Beyond the Barricades: Chile 2023." Harvard Business School Case 324-005, August 2023. (Revised October 2023.)
      • 2023
      • Article

      Towards Bridging the Gaps between the Right to Explanation and the Right to Be Forgotten

      By: Himabindu Lakkaraju, Satyapriya Krishna and Jiaqi Ma
      The Right to Explanation and the Right to be Forgotten are two important principles outlined to regulate algorithmic decision making and data usage in real-world applications. While the right to explanation allows individuals to request an actionable explanation for an... View Details
      Keywords: Analytics and Data Science; AI and Machine Learning; Decision Making; Governing Rules, Regulations, and Reforms
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      Lakkaraju, Himabindu, Satyapriya Krishna, and Jiaqi Ma. "Towards Bridging the Gaps between the Right to Explanation and the Right to Be Forgotten." Proceedings of the International Conference on Machine Learning (ICML) 40th (2023): 17808–17826.
      • July 2023 (Revised February 2024)
      • Case

      Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (A)

      By: Stuart C. Gilson and Sarah L. Abbott
      In November 2018, Dell Technologies was poised to re-enter the public markets by means of a complex recapitalization that would replace an entire class of publicly-traded “tracking stock,” with new shares that would trade publicly without the need of a formal IPO. The... View Details
      Keywords: Technology; M&A; Recapitalization; MBO; Equity Issues; Private Equity Buyouts; Public Ownership; Stock Shares; Mergers and Acquisitions; Equity; Technology Industry; United States
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      Gilson, Stuart C., and Sarah L. Abbott. "Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (A)." Harvard Business School Case 224-005, July 2023. (Revised February 2024.)
      • July 2023
      • Article

      Design and Analysis of Switchback Experiments

      By: Iavor I Bojinov, David Simchi-Levi and Jinglong Zhao
      In switchback experiments, a firm sequentially exposes an experimental unit to a random treatment, measures its response, and repeats the procedure for several periods to determine which treatment leads to the best outcome. Although practitioners have widely adopted... View Details
      Keywords: Switchback Experiments; Design; Analysis; Mathematical Methods
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      Bojinov, Iavor I., David Simchi-Levi, and Jinglong Zhao. "Design and Analysis of Switchback Experiments." Management Science 69, no. 7 (July 2023): 3759–3777.
      • 2023
      • Chapter

      Private Equity Financing

      By: Victoria Ivashina
      The goal of this chapter is to understand the common practices of PE funds’ structure and funding. The chapter covers three topics. First, it gives an overview of the traditional private equity (PE) financing structure; then, it discusses other investment vehicles like... View Details
      Keywords: Trends; Private Equity; Investment Funds
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      Ivashina, Victoria. "Private Equity Financing." Chap. 4 in Private Equity and Entrepreneurial Finance. 1, edited by B. Espen Eckbo, Gordon M. Phillips, and Morten Sorensen, 139–160. Handbook of the Economics of Corporate Finance. Elsevier BV, 2023.
      • June 2023
      • Technical Note

      Enhancing Your Contribution to Group Learning in Marketing

      By: Jill Avery
      How to enhance your contribution to group learning in RC Marketing. Includes information on the learning contract in a case class and the respective roles of instructor and students, how to analyze a marketing case, how to participate in a marketing case discussion,... View Details
      Keywords: Marketing
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      Avery, Jill. "Enhancing Your Contribution to Group Learning in Marketing." Harvard Business School Technical Note 523-115, June 2023.
      • June 2023
      • Case

      Investing in the Climate Transition at Neuberger Berman

      By: George Serafeim and Benjamin Maletta
      By mid-2023, Neuberger Berman (NB), an active asset manager, had grown its assets under management to about half a trillion dollars and took pride in its client centricity and innovative spirit. Responding to client demand for investment products that integrated... View Details
      Keywords: Carbon Emissions; Sustainability; Decarbonization; Performance; Risk Assessment; Opportunities; Environmental Sustainability; Carbon Footprint; Business Analysis; Investing; Regulation; Asset Management; Investment Strategy; Climate Change; Transition; Analysis; Product Positioning; Strategy; Investment Portfolio; Financial Services Industry; Energy Industry
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      Serafeim, George, and Benjamin Maletta. "Investing in the Climate Transition at Neuberger Berman." Harvard Business School Case 123-092, June 2023.
      • June 2023
      • Supplement

      Leading with Trust: Sarah Al-Suhaimi Video Supplement

      By: Sandra J. Sucher, Sarah Livick-Moses and Dave Habeeb
      This supplement features video interviews with Sarah Al Suhaimi, CEO of NCB Capital, the investment arm of Saudi's largest bank. View Details
      Keywords: Leadership And Change Management; Women And Leadership; Women Executives; Stakeholder Management; Investment Banking; Growth and Development Strategy; Change Management; Strategy; Finance; Asset Management; Financial Services Industry; Saudi Arabia; Middle East
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      Sucher, Sandra J., Sarah Livick-Moses, and Dave Habeeb. "Leading with Trust: Sarah Al-Suhaimi Video Supplement." Harvard Business School Multimedia/Video Supplement 323-701, June 2023.
      • 2023
      • Working Paper

      Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation

      By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor Bojinov
      Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to... View Details
      Keywords: Performance Evaluation; Research and Development; Analytics and Data Science; Consumer Behavior
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      Ham, Dae Woong, Michael Lindon, Martin Tingley, and Iavor Bojinov. "Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation." Harvard Business School Working Paper, No. 23-070, May 2023.
      • 2023
      • Working Paper

      Location-Specificity and Geographic Competition for Remote Workers

      By: Thomaz Teodorovicz, Prithwiraj Choudhury and Evan Starr
      The precipitous growth of remote work has given rise to a new phenomenon: geographic competition between localities for the physical presence of remote workers. Remote workers with high general human capital may create value for their new destinations and reverse net... View Details
      Keywords: Remote Work; Human Capital; Geographic Location; Civil Society or Community; Motivation and Incentives
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      Teodorovicz, Thomaz, Prithwiraj Choudhury, and Evan Starr. "Location-Specificity and Geographic Competition for Remote Workers." Harvard Business School Working Paper, No. 23-071, May 2023.
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