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      Design And ManufacturingRemove Design And Manufacturing →

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      • 2024
      • Working Paper

      What Makes Players Pay? An Empirical Investigation of In-Game Lotteries

      By: Tomomichi Amano and Andrey Simonov
      In 2020, gamers spent more than $15 billion on loot boxes, lotteries of virtual items in video games. Paid loot boxes are contentious. Game producers argue that loot boxes complement the gameplay and expenditures on loot boxes reflect players’ enjoyment of the game.... View Details
      Keywords: Consumer Behavior; Policy; Games, Gaming, and Gambling; Product Design; Ethics; Governing Rules, Regulations, and Reforms; Video Game Industry
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      Amano, Tomomichi, and Andrey Simonov. "What Makes Players Pay? An Empirical Investigation of In-Game Lotteries." Columbia Business School Research Paper Series, No. 4355019, June 2024.
      • June 2024
      • Case

      PRAN-RFL Group: A Diversified Family Business

      By: Christina R. Wing, Paul Wuensche and Brittany L. Logan
      The PRAN-RFL Group was founded in 1980 by Amjad Khan Chowdhury, and grew to become one of the largest conglomerates in Bangladesh in 2023. Throughout the years, Amjad established fast food chains, production manufacturing lines, retail stores, and his own foundation... View Details
      Keywords: Business Conglomerates; Family Business; Management Succession; Family Ownership; Retirement; Bangladesh
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      Wing, Christina R., Paul Wuensche, and Brittany L. Logan. "PRAN-RFL Group: A Diversified Family Business." Harvard Business School Case 624-101, June 2024.
      • 2024
      • Working Paper

      Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

      By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
      This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details
      Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization
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      Huang, Ta-Wei, Eva Ascarza, and Ayelet Israeli. "Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization." Harvard Business School Working Paper, No. 24-076, June 2024.
      • June 2024
      • Teaching Note

      Miami's Climate Tech Potential (A): The State of Play

      By: Rosabeth Moss Kanter and Ai-Ling Jamila Malone
      Teaching Note for HBS Case No. 324-119. Miami-Dade County led the work to get South Florida designated a national climate resilience tech hub, the only one of 31 focused on climate change, an urgent major issue for the region in light of global warming and sea level... View Details
      Keywords: Technology; Climate; Entrepreneur; Development; Startup; Climate Change; Venture Capital; Investment; Entrepreneurship; Green Technology; Government Administration; City; Miami
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      Kanter, Rosabeth Moss, and Ai-Ling Jamila Malone. "Miami's Climate Tech Potential (A): The State of Play." Harvard Business School Teaching Note 324-132, June 2024.
      • 2025
      • Working Paper

      Evaluations Amid Measurement Error: Determining the Optimal Timing for Workplace Interventions

      By: Matthew DosSantos DiSorbo, Iavor I. Bojinov and Fiammetta Menchetti
      Researchers have embraced factorial experiments to simultaneously evaluate multiple treatments, each with different levels. Typically, in large-scale factorial experiments, the primary objective is identifying the treatment with the largest causal effect, especially... View Details
      Keywords: Factorial Designs; Fisher Randomizations; Rank Estimators; Employer Interventions; Causal Inference; Mathematical Methods; Performance Improvement
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      DosSantos DiSorbo, Matthew, Iavor I. Bojinov, and Fiammetta Menchetti. "Evaluations Amid Measurement Error: Determining the Optimal Timing for Workplace Interventions." Harvard Business School Working Paper, No. 24-075, June 2024. (Revised May 2025.)
      • June 2024 (Revised March 2025)
      • Case

      Wemade: (Re)Establishing Trust in Blockchain Games (A)

      By: Jung Koo Kang, Charles C.Y. Wang, David Allen and Kwangmoon So
      This case explores the fundamental challenges and accounting issues arising from the integration of blockchain technology into traditional business models. It features Wemade, a South Korean online gaming company that has staked its future on blockchain-based games.... View Details
      Keywords: Blockchain; Cryptocurrency; Video Games; Accounting; Financial Reporting; Revenue Recognition; Games, Gaming, and Gambling; Corporate Disclosure; Information Technology; Technology Adoption; Accounting Industry; Information Technology Industry; Video Game Industry; South Korea
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      Kang, Jung Koo, Charles C.Y. Wang, David Allen, and Kwangmoon So. "Wemade: (Re)Establishing Trust in Blockchain Games (A)." Harvard Business School Case 124-025, June 2024. (Revised March 2025.)
      • June 2024
      • Article

      Defining Who You Are by Whom You Serve? Strategies for Prosocial–Professional Identity Integration with Clients

      By: Lakshmi Ramarajan and Julie Yen
      Many professionals want to both achieve professional success and contribute to society. Yet, in some professional contexts, these aims are in tension because serving elite clients is considered the pinnacle of professional success, but professionals themselves may view... View Details
      Keywords: Identity; Experience and Expertise; Corporate Social Responsibility and Impact; Behavior; Social Entrepreneurship
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      Ramarajan, Lakshmi, and Julie Yen. "Defining Who You Are by Whom You Serve? Strategies for Prosocial–Professional Identity Integration with Clients." Administrative Science Quarterly 69, no. 2 (June 2024): 515–567.
      • June 2024
      • Article

      Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

      By: Tina Highfill and Matthew Weinzierl
      Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details
      Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry
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      Highfill, Tina, and Matthew Weinzierl. "Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy." Acta Astronautica 219 (June 2024): 236–242.
      • June 2024
      • Article

      Redistributive Allocation Mechanisms

      By: Mohammad Akbarpour, Piotr Dworczak and Scott Duke Kominers
      Many scarce public resources are allocated at below-market-clearing prices, and sometimes for free. Such "non-market" mechanisms sacrifice some surplus, yet they can potentially improve equity. We develop a model of mechanism design with redistributive concerns. Agents... View Details
      Keywords: Equality and Inequality; Welfare; Mathematical Methods; Market Design; Cost vs Benefits
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      Akbarpour, Mohammad, Piotr Dworczak, and Scott Duke Kominers. "Redistributive Allocation Mechanisms." Journal of Political Economy 132, no. 6 (June 2024): 1831–1875. (Authors' names are in certified random order.)
      • June 2024 (Revised August 2024)
      • Technical Note

      Web3 Business Model Design for Entrepreneurs

      By: Shikhar Ghosh and Liang Wu
      Keywords: Web3; Internet and the Web
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      Ghosh, Shikhar, and Liang Wu. "Web3 Business Model Design for Entrepreneurs." Harvard Business School Technical Note 824-177, June 2024. (Revised August 2024.)
      • May 2024
      • Supplement

      Miami’s Climate Tech Potential (B): The 2024 Tech Hub Proposal

      By: Rosabeth Moss Kanter and Jacob A. Small
      Miami-Dade County led the work to get South Florida designated a national climate resilience tech hub, the only one of 31 focused on climate change, an urgent major issue for the region in light of global warming and sea level rise. Venture capitalists saw the... View Details
      Keywords: Climate Change; Venture Capital; Investment; Entrepreneurship; Green Technology; Government Administration; City
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      Kanter, Rosabeth Moss, and Jacob A. Small. "Miami’s Climate Tech Potential (B): The 2024 Tech Hub Proposal." Harvard Business School Supplement 324-135, May 2024.
      • May 2024
      • Background Note

      Pricing Strategy and Channels of Distribution: Where Value Delivery and Value Capture Intersect

      By: Elie Ofek
      Channels of distribution are a critical component of a firm’s go-to-market strategy. A company may elect to sell its products directly to customers (DTC) without the assistance of any intermediaries or, alternatively, it may seek several channel partners to help it... View Details
      Keywords: Price; Distribution Channels; Business Strategy; Markets
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      Ofek, Elie. "Pricing Strategy and Channels of Distribution: Where Value Delivery and Value Capture Intersect." Harvard Business School Background Note 524-093, May 2024.
      • May 2024 (Revised February 2025)
      • Case

      Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell

      By: Jon M. Jachimowicz and Alexis Lefort
      Brooke Boyarsky Pratt (HBS ’13) enjoyed considerable success in her early career, quickly climbing the ranks to associate partner at McKinsey, and later becoming an executive vice president at Berkadia, a Berkshire Hathaway portfolio company. Throughout these years,... View Details
      Keywords: Passion; Career; Career Planning; Purpose; Personal Development and Career; Mission and Purpose; Identity; Business Startups; Health Care and Treatment; Health Disorders; Growth and Development Strategy; Market Entry and Exit; Health Industry; United States
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      Jachimowicz, Jon M., and Alexis Lefort. "Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell." Harvard Business School Case 424-040, May 2024. (Revised February 2025.)
      • May 2024
      • Article

      True Costs of Uterine Artery Embolization: Time-Driven Activity-Based Costing in Interventional Radiology Over a 3-Year Period

      By: Julia C. Bulman, Nicole H. Kim, Robert S. Kaplan, Sarah Schroeppel DeBacker, Olga R. Brook and Ammar Sarwar
      The study used time-driven activity-based costing (TDABC) to estimate the costs to perform uterine artery embolization (UAE). Utilization times for patients undergoing outpatient UAE for fibroids or adenomyosis were captured from electronic health record timestamps and... View Details
      Keywords: Cost Accounting; Health Care and Treatment; Health Industry
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      Bulman, Julia C., Nicole H. Kim, Robert S. Kaplan, Sarah Schroeppel DeBacker, Olga R. Brook, and Ammar Sarwar. "True Costs of Uterine Artery Embolization: Time-Driven Activity-Based Costing in Interventional Radiology Over a 3-Year Period." Journal of the American College of Radiology 21, no. 5 (May 2024): 721–728.
      • April 2024
      • Case

      Michelin in Motion: Putting Purpose to Work

      By: Hubert Joly, Nitin Nohria and Emilie Billaud
      When he became CEO, facing limited growth prospects, a low valuation, and therefore a stagnating share price, Menegaux and his team launched a set of initiatives to reposition Michelin. These included (1) articulating a clear purpose (“We care about giving people a... View Details
      Keywords: Transformation; Talent and Talent Management; Innovation Strategy; Leading Change; Goals and Objectives; Growth and Development Strategy; Management Practices and Processes; Organizational Culture; Identity; Motivation and Incentives; Corporate Strategy; Diversification; Value Creation; Mission and Purpose; Valuation; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry; Europe; France
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      Joly, Hubert, Nitin Nohria, and Emilie Billaud. "Michelin in Motion: Putting Purpose to Work." Harvard Business School Case 324-127, April 2024.
      • April 2024
      • Teaching Note

      Ferrari: Shifting to Carbon Neutrality

      By: Raffaella Sadun
      Teaching Note for HBS Case No. 723-446. A sports car manufacturer commits to carbon neutrality and to electrifying a large part of its car fleet. View Details
      Keywords: Strategic Planning; Corporate Social Responsibility and Impact; Leadership Style; Environmental Sustainability; Auto Industry; Italy
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      Sadun, Raffaella. "Ferrari: Shifting to Carbon Neutrality." Harvard Business School Teaching Note 724-480, April 2024.
      • April 2024
      • Supplement

      Recycle & Re-Match: The Future of Soccer Turfs

      By: George Serafeim
      Keywords: Carbon Emissions; Carbon Abatement; Sustainability; Recycling; Waste Management; Technology; Entrepreneurial Management; Business Growth and Maturation; Business Model; Decisions; Energy Conservation; Investment Return; Profit; Technological Innovation; Patents; Growth and Development Strategy; Market Entry and Exit; Digital Platforms; Wastes and Waste Processing; Business Strategy; Competition; Expansion; Technology Adoption; Sports; Environmental Sustainability; Entrepreneurship; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry; Manufacturing Industry; Denmark; Netherlands; France; United States; Pennsylvania; Europe
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      Serafeim, George. "Recycle & Re-Match: The Future of Soccer Turfs." Harvard Business School Multimedia/Video Supplement 124-707, April 2024.
      • April 3, 2024
      • Article

      How Automakers Can Address Resistance to Self-Driving Cars

      By: Stuti Agarwal, Julian De Freitas and Carey K. Morewedge
      Research involving multiple experiments found that consumers have biased views of their driving abilities relative to those of other drivers and automated vehicles. These findings have implications for the adoption of partly or fully automated vehicles, which one day... View Details
      Keywords: Technology Adoption; Consumer Behavior; Government Legislation; Prejudice and Bias; Auto Industry; Technology Industry
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      Agarwal, Stuti, Julian De Freitas, and Carey K. Morewedge. "How Automakers Can Address Resistance to Self-Driving Cars." Harvard Business Review (website) (April 3, 2024).
      • April 2024 (Revised July 2024)
      • Case

      Market Dynamics and Moral Dilemmas: Novo Nordisk’s Weight-Loss Drugs

      By: Joseph L. Badaracco, Tom Quinn and John Schultz
      Danish pharmaceutical company Novo Nordisk was owned by a charitable foundation, and since its founding in the 1920s had focused on producing insulin to treat diabetes. In 2017, however, it released Ozempic, a diabetes treatment with the revolutionary side effect of... View Details
      Keywords: Cost vs Benefits; Decisions; Judgments; Values and Beliefs; Global Strategy; Health Care and Treatment; Patents; Growth and Development Strategy; Growth Management; Product Positioning; Supply and Industry; Supply Chain; Corporate Social Responsibility and Impact; Mission and Purpose; Philanthropy and Charitable Giving; Opportunities; Social Issues; Equality and Inequality; Pharmaceutical Industry; Health Industry; Denmark; United States; Europe; China; India; Middle East; North Africa
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      Badaracco, Joseph L., Tom Quinn, and John Schultz. "Market Dynamics and Moral Dilemmas: Novo Nordisk’s Weight-Loss Drugs." Harvard Business School Case 324-114, April 2024. (Revised July 2024.)
      • April 2024
      • Article

      A Machine Learning Algorithm Predicting Risk of Dilating VUR among Infants with Hydronephrosis Using UTD Classification

      By: Hsin-Hsiao Scott Wang, Michael Lingzhi Li, Dylan Cahill, John Panagides, Tanya Logvinenko, Jeanne Chow and Caleb Nelson
      Backgrounds: Urinary Tract Dilation (UTD) classification has been designed to be a more objective grading system to evaluate antenatal and post-natal UTD. Due to unclear association between UTD classifications to specific anomalies such as vesico-ureteral reflux (VUR),... View Details
      Keywords: Health Disorders; Health Testing and Trials; AI and Machine Learning; Health Industry
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      Wang, Hsin-Hsiao Scott, Michael Lingzhi Li, Dylan Cahill, John Panagides, Tanya Logvinenko, Jeanne Chow, and Caleb Nelson. "A Machine Learning Algorithm Predicting Risk of Dilating VUR among Infants with Hydronephrosis Using UTD Classification." Journal of Pediatric Urology 20, no. 2 (April 2024): 271–278.
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