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      • April 3, 2023
      • Article

      Getting a Clearer View of Your Company’s Carbon Footprint

      By: Robert S. Kaplan, Karthik Ramanna and Stefan Reichelstein
      E-liability accounting is a new technique that will help customers factor in a product’s environmental footprint into their purchasing decisions and will help create a competition dynamic that leads to reduced carbon outputs. This article describes two pilot studies—by... View Details
      Keywords: Environmental Sustainability; Environmental Accounting; Supply Chain; Consumer Behavior
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      Kaplan, Robert S., Karthik Ramanna, and Stefan Reichelstein. "Getting a Clearer View of Your Company’s Carbon Footprint." Harvard Business Review Digital Articles (April 3, 2023).
      • March–April 2023
      • Article

      Pricing for Heterogeneous Products: Analytics for Ticket Reselling

      By: Michael Alley, Max Biggs, Rim Hariss, Charles Herrmann, Michael Lingzhi Li and Georgia Perakis
      Problem definition: We present a data-driven study of the secondary ticket market. In particular, we are primarily concerned with accurately estimating price sensitivity for listed tickets. In this setting, there are many issues including endogeneity, heterogeneity in... View Details
      Keywords: Price; Demand and Consumers; AI and Machine Learning; Investment Return; Entertainment and Recreation Industry; Sports Industry
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      Alley, Michael, Max Biggs, Rim Hariss, Charles Herrmann, Michael Lingzhi Li, and Georgia Perakis. "Pricing for Heterogeneous Products: Analytics for Ticket Reselling." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 409–426.
      • April 2023
      • Article

      The Stock Market Valuation of Human Capital Creation

      By: Ethan Rouen and Matthias Regier
      We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between... View Details
      Keywords: Intangibles; Valuation; Human Capital; Investment Return
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      Rouen, Ethan, and Matthias Regier. "The Stock Market Valuation of Human Capital Creation." Art. 102384. Journal of Corporate Finance 79 (April 2023).
      • March 31, 2023
      • Article

      What Is the Optimal Pattern of a Customer Journey?

      By: Julian De Freitas
      Even though customer experience (CX) leaders are becoming increasingly focused on optimizing their firms’ customer journeys, they face a clear challenge: Which touchpoints along the journey should they invest in? That is, which moments when the customer interacts with... View Details
      Keywords: Consumer Behavior; Customers; Brands and Branding
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      De Freitas, Julian. "What Is the Optimal Pattern of a Customer Journey?" Harvard Business Review (website) (March 31, 2023).
      • March 2023
      • Teaching Note

      VideaHealth: Building the AI Factory

      By: Karim R. Lakhani
      Teaching Note for HBS Case No. 621-021. The case “VideaHealth: Building the AI Factory” examines the creation of dental startup VideaHealth (Videa) and the development of its artificial intelligence (AI)-led business strategy through the eyes of founder and CEO Florian... View Details
      Keywords: AI and Machine Learning; Applications and Software; Business Model; Marketing Strategy; Product Development; Health Industry; Technology Industry
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      Lakhani, Karim R. "VideaHealth: Building the AI Factory." Harvard Business School Teaching Note 623-073, March 2023.
      • March 2023
      • Supplement

      Halftime for Heidelberg

      By: Debora L. Spar
      The case follows President Rob Huntington as he seeks to find a viable way forward for Heidelberg University.
      Located in Tiffin, Ohio, Heidelberg is a small, private, four-year university. As with many similar institutions of higher education, it currently faces... View Details
      Keywords: University; University Administration; University Endowment; Endowments; Brand Management; Higher Education; Strategic Planning; Brands and Branding; Education Industry; Ohio; United States
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      Spar, Debora L. "Halftime for Heidelberg." Harvard Business School Multimedia/Video Supplement 721-701, March 2023. (Click here to access this case.)
      • March 2023
      • Case

      Azenta Life Sciences: The Road to Transformation

      By: Gary P. Pisano and Catherine Piner
      When the Board brought Steve Schwartz in as President of Brooks Automation in 2010, they gave him a clear mission: strengthen the company’s core semiconductor equipment business and find a new industry to enter. Over the course of the next decade, Schwartz and the... View Details
      Keywords: Transformation; Business and Shareholder Relations; Market Entry and Exit; Organizational Change and Adaptation; Segmentation; Technology Industry
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      Pisano, Gary P., and Catherine Piner. "Azenta Life Sciences: The Road to Transformation." Harvard Business School Case 623-066, March 2023.
      • March 2023 (Revised March 2024)
      • Case

      The Purdue Pharma Bankruptcy: Settling the Opioid Crisis

      By: Kristin Mugford, Carin-Isabel Knoop and Susan Pinckney
      How to get to a fair outcome for claimants in the Purdue Pharma bankruptcy given its significant role in the U.S. opioid crisis. View Details
      Keywords: Regulation; Ethics; Fairness; Insolvency and Bankruptcy; Government Legislation; Courts and Trials; Laws and Statutes; Lawsuits and Litigation; Legal Liability; Crime and Corruption; Negotiation Offer; Negotiation Participants; Negotiation Style; Product Design; Product Development; Brands and Branding; Marketing Strategy; Trust; Government and Politics; Law; Negotiation; Operations; Ownership; Marketing; Social Psychology; Health Care and Treatment; Pharmaceutical Industry; United States
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      Mugford, Kristin, Carin-Isabel Knoop, and Susan Pinckney. "The Purdue Pharma Bankruptcy: Settling the Opioid Crisis." Harvard Business School Case 223-060, March 2023. (Revised March 2024.)
      • March 2023
      • Teaching Note

      Hikma Pharmaceuticals Governance Journey

      By: Suraj Srinivasan and Jonah Goldberg
      Teaching Note for HBS Case No. 318108. The case opens with Said Darwazah, chairman and CEO of Hikma Pharmaceuticals, the multinational generics company, anticipating the company’s 2017 AGM and reflecting on changes made over the previous year to address concerns... View Details
      Keywords: Jordan; Emerging Market; Private Sector; For-profit Firms; Boards Of Directors; Pharmaceuticals; Remuneration; Shareholder Engagement; Corporate Governance; Governing and Advisory Boards; Business and Shareholder Relations; Executive Compensation; Business Growth and Maturation; Pharmaceutical Industry; Jordan
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      Srinivasan, Suraj, and Jonah Goldberg. "Hikma Pharmaceuticals Governance Journey." Harvard Business School Teaching Note 123-078, March 2023.
      • 2023
      • Chapter

      Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

      By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan
      he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details
      Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing
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      Zhang, Shunyuan, Flora Feng, and Kannan Srinivasan. "Marketing Through the Machine’s Eyes: Image Analytics and Interpretability." Chap. 8 in Artificial Intelligence in Marketing. 20, edited by Naresh K. Malhotra, K. Sudhir, and Olivier Toubia, 217–238. Review of Marketing Research. Emerald Publishing Limited, 2023.
      • March 2023
      • Case

      Woven Planet - Designing Software for the Car of the Future

      By: Gary P. Pisano and Catherine Piner
      Founded in 2021, Woven Planet Holdings—a subsidiary of Toyota Motor Corporation—was developing Arene, an automotive software platform consisting of an operating system, development and simulation tools, and a cloud-based service that could store and analyze vehicle... View Details
      Keywords: Technology; Automated Driving; Innovation; Organizational Culture; Applications and Software; Safety; Product Launch; Product; Auto Industry; Technology Industry
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      Pisano, Gary P., and Catherine Piner. "Woven Planet - Designing Software for the Car of the Future." Harvard Business School Case 623-064, March 2023.
      • March 2023 (Revised May 2025)
      • Case

      On (A)

      By: Ramon Casadesus-Masanell, Karolin Frankenberger and Sascha Mader
      Founded in 2010, in just one decade, the Swiss company On had established itself as a main player in global sports footwear and apparel. Based on an unconventional strategy which one of the founders labeled as “obsessively distinct,” On grew its sales with a compound... View Details
      Keywords: Brands and Branding; Business Growth and Maturation; Business Model; Business Startups; Business Strategy; Competitive Advantage; Competitive Strategy; Corporate Strategy; Customer Focus and Relationships; Customer Satisfaction; Digital Marketing; Disruptive Innovation; Distribution Channels; Entrepreneurship; Environmental Sustainability; Global Strategy; Initial Public Offering; Innovation and Invention; Innovation Strategy; Market Entry and Exit; Marketing Strategy; Product Design; Product Development; Product Marketing; Social Media; Strategy; Supply Chain Management; Technological Innovation; Apparel and Accessories Industry; Consumer Products Industry; Manufacturing Industry; Retail Industry; Sports Industry; Europe; Switzerland; Germany; United States
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      Casadesus-Masanell, Ramon, Karolin Frankenberger, and Sascha Mader. "On (A)." Harvard Business School Case 723-430, March 2023. (Revised May 2025.)
      • 2023
      • Working Paper

      Remote Work across Jobs, Companies, and Space

      By: Stephen Hansen, Peter John Lambert, Nick Bloom, Steven J. Davis, Raffaella Sadun and Bledi Taska
      The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art language-processing framework... View Details
      Keywords: Remote Work; Hybrid Work; Work From Home (WFH); Pandemic; Labor Market; Job Search; Job Design and Levels; Trends
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      Hansen, Stephen, Peter John Lambert, Nick Bloom, Steven J. Davis, Raffaella Sadun, and Bledi Taska. "Remote Work across Jobs, Companies, and Space." NBER Working Paper Series, No. 31007, March 2023. (Harvard Business School Working Paper, No. 23-059, March 2023.)
      • March 2023 (Revised November 2023)
      • Module Note

      The Social Purpose of the Firm

      By: Debora L. Spar and Julia M. Comeau
      The Social Purpose of the Firm (SPF) is a short module designed to explore how, and under what circumstances, business leaders can harness the power of capitalism and markets to “make a difference in the world” – that is, to address a significant societal problem as a... View Details
      Keywords: Social Accounting; Purpose; Corporate Social Responsibility and Impact; Social Enterprise; Mission and Purpose; United States; Sweden; Kenya; Netherlands
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      Spar, Debora L., and Julia M. Comeau. "The Social Purpose of the Firm." Harvard Business School Module Note 323-051, March 2023. (Revised November 2023.)
      • March–April 2023
      • Article

      Case Study: Should a Dollar Store Raise Prices to Keep Up with Inflation?

      By: Jill Avery and Marco Bertini
      How should a dollar store maintain its brand and price position in the marketplace in the face of rising inflation? Is holding a $1.00 price point still viable in today's marketplace? In this fictional case, managers face inflationary pressures and must decide whether... View Details
      Keywords: Pricing; Pricing Strategy; Retailing; Discount Retailing; Discount Store; Marketing; Marketing Strategy; Brands and Branding; Inflation and Deflation; Retail Industry; United States
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      Avery, Jill, and Marco Bertini. "Case Study: Should a Dollar Store Raise Prices to Keep Up with Inflation?" Harvard Business Review 101, no. 2 (March–April 2023): 140–144.
      • March 2023
      • Article

      Giving-by-proxy Triggers Subsequent Charitable Behavior

      By: Samantha Kassirer, Jillian J. Jordan and Maryam Kouchaki
      How can we foster habits of charitable giving? Here, we investigate the potential power of giving-by-proxy experiences, drawing inspiration from a growing trend in marketing and corporate social responsibility contexts in which organizations make charitable... View Details
      Keywords: Corporate Social Responsibility and Impact; Philanthropy and Charitable Giving; Behavior
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      Kassirer, Samantha, Jillian J. Jordan, and Maryam Kouchaki. "Giving-by-proxy Triggers Subsequent Charitable Behavior." Art. 104438. Journal of Experimental Social Psychology 105 (March 2023).
      • March–April 2023
      • Article

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
      Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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      Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
      • March 2023
      • Article

      Not from Concentrate: Collusion in Collaborative Industries

      By: Jordan M. Barry, John William Hatfield, Scott Duke Kominers and Richard Lowery
      The chief principle of antitrust law and theory is that reducing market concentration—having more, smaller firms instead of fewer, bigger ones—reduces anticompetitive behavior. We demonstrate that this principle is fundamentally incomplete.

      In many... View Details
      Keywords: Antitrust; Antitrust Law; Antitrust Theory; Law And Economics; Collusion; Collaboration; Collaborative Industries; Regulation; "Repeated Games"; IPOs; Initial Public Offerings; Underwriters; Real Estate; Real Estate Agents; Realtors; Syndicated Markets; Syndication; Brokers; Market Concentration; Competition; Law; Economics; Collaborative Innovation and Invention; Governing Rules, Regulations, and Reforms; Game Theory; Initial Public Offering
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      Barry, Jordan M., John William Hatfield, Scott Duke Kominers, and Richard Lowery. "Not from Concentrate: Collusion in Collaborative Industries." Iowa Law Review 108, no. 3 (March 2023): 1089–1148.
      • March 2023
      • Article

      Reaching for Rigor and Relevance: Better Marketing Research for a Better World

      By: Shilpa Madan, Gita Venkataramani Johar, Jonah Berger, Pierre Chandon, Rajesh Chandy, Rebecca Hamilton, Leslie John, Aparna Labroo, Peggy J. Liu, John G. Lynch, Nina Mazar, Nicole Mead, Vikas Mittal, Christine Moorman, Michael I. Norton, John Roberts, Dilip Soman, Madhu Viswanathan and Katherine White
      Over the past several decades, scholars have highlighted the obligations and opportunities for marketing as a discipline to play a role in creating a better world — or risk becoming irrelevant for the largest problems facing consumers and society. Climate change,... View Details
      Keywords: COVID-19 Pandemic; Marketing; Social Issues; Corporate Social Responsibility and Impact; Business and Community Relations; Research
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      Madan, Shilpa, Gita Venkataramani Johar, Jonah Berger, Pierre Chandon, Rajesh Chandy, Rebecca Hamilton, Leslie John, Aparna Labroo, Peggy J. Liu, John G. Lynch, Nina Mazar, Nicole Mead, Vikas Mittal, Christine Moorman, Michael I. Norton, John Roberts, Dilip Soman, Madhu Viswanathan, and Katherine White. "Reaching for Rigor and Relevance: Better Marketing Research for a Better World." Marketing Letters 34, no. 1 (March 2023): 1–12.
      • March 13, 2023
      • Article

      Sales Teams Need to Stop Focusing on the Customer Funnel

      By: Frank V. Cespedes
      Understanding where customers are, how they navigate streams in your market, and how to interact with them in a given stream is now central to crafting a good customer experience, and that has implications. Among other things, companies need to shift from thinking... View Details
      Keywords: Customer Experience; Customer Value and Value Chain; Customer Relationship Management; Consumer Behavior
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      Cespedes, Frank V. "Sales Teams Need to Stop Focusing on the Customer Funnel." Harvard Business Review (website) (March 13, 2023).
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