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      • April 2023 (Revised July 2023)
      • Case

      Fermenting Accounting Problems at Vermont Kombucha Corp.

      By: Tatiana Sandino and Marshal Herrmann
      Founded in 2005, Vermont Kombucha Corp. (V-Ko) was an early mover in the fledgling U.S. market for kombucha, a drink brewed for its health benefits. Early on, the company captured more than 90% of market share. Under the leadership of its founder and CEO, Joe Williams,... View Details
      Keywords: Going Public; Business Model; Financial Reporting; Ethics; Corporate Governance; Stock Shares; Food and Beverage Industry
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      Sandino, Tatiana, and Marshal Herrmann. "Fermenting Accounting Problems at Vermont Kombucha Corp." Harvard Business School Case 123-064, April 2023. (Revised July 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.)
      • 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.
      • 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.)
      • February 2023 (Revised March 2023)
      • Case

      Hey, Insta & YouTube, Are You Watching TikTok?

      By: Felix Oberholzer-Gee
      In early 2023, the entertainment app TikTok reached close to 1 billion users globally, placing it 4th behind the leading social networks of Facebook, YouTube, and Instagram. Featuring a sophisticated recommendation engine, TikTok mastered the art of keeping users... View Details
      Keywords: Social Media; Applications and Software; Business Model; Competition; Organizational Change and Adaptation
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      Oberholzer-Gee, Felix. "Hey, Insta & YouTube, Are You Watching TikTok?" Harvard Business School Case 723-426, February 2023. (Revised March 2023.)
      • February 2023
      • Article

      OTC Intermediaries

      By: Andrea L. Eisfeldt, Bernard Herskovic, Sriram Rajan and Emil Siriwardane
      We study the effect of dealer exit on prices and quantities in a model of an over-the-counter (OTC) market featuring a core-periphery network with bilateral trading costs. The model is calibrated using regulatory data on the entire U.S. credit default swap (CDS) market... View Details
      Keywords: OTC Markets; Intermediaries; Dealers; Credit Default Swaps; Risk Sharing; Financial Markets; Networks; Price; Risk and Uncertainty
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      Eisfeldt, Andrea L., Bernard Herskovic, Sriram Rajan, and Emil Siriwardane. "OTC Intermediaries." Review of Financial Studies 36, no. 2 (February 2023): 615–677.
      • January 2023 (Revised December 2023)
      • Case

      OhmConnect: Energizing the Future

      By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller
      Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households... View Details
      Keywords: App Development; Renewable Energy; Electricity Usage; Regulations; VC; Technology; Customer Acquisition Cost (CAC); Scalability; Applications and Software; Growth and Development Strategy; Governing Rules, Regulations, and Reforms; Business Model; Venture Capital; Energy Industry; United States; California; Texas; Europe
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      Rayport, Jeffrey F., Jennifer Fonstad, and Nicole Tempest Keller. "OhmConnect: Energizing the Future." Harvard Business School Case 823-065, January 2023. (Revised December 2023.)
      • January 2023 (Revised August 2023)
      • Case

      Veeva Systems and the Transformation to a Public Benefit Corporation

      By: Ranjay Gulati and Allison M. Ciechanover
      Peter Gassner, the co-founder and CEO of Veeva Systems, steered the company through rapid scaling from its launch in 2007 to 2022. Year after year, the company had exceeded expectations, with its market capitalization reaching $50 billion at its peak. By 2022, the... View Details
      Keywords: Transformation; Corporate Governance; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Culture; Information Technology Industry; Technology Industry; United States; California
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      Gulati, Ranjay, and Allison M. Ciechanover. "Veeva Systems and the Transformation to a Public Benefit Corporation." Harvard Business School Case 423-045, January 2023. (Revised August 2023.)
      • January 2023
      • Case

      EKI Energy Services: One Billion Carbon Credits

      By: George Serafeim
      Within nine months from the time of its Initial Public Offering (IPO) in April of 2021, EKI Energy Services (EKI) shares had increased by more than 8,000%. Equally explosive was the growth of the company’s revenues and Earnings Before Interest, Taxes and Depreciation... View Details
      Keywords: Carbon Credits; Carbon Emissions; Growth; Business Analysis; Environmental Sustainability; Corporate Valuation; Climate Change; Accounting; Valuation; Transition; Renewable Energy; Analysis; Product Positioning; India
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      Serafeim, George. "EKI Energy Services: One Billion Carbon Credits." Harvard Business School Case 123-060, January 2023.
      • January 2023
      • Case

      Rentokil: The Terminix Acquisition

      By: Ted Berk, Emily R. McComb and Julia Kelley
      When announcing their agreement to merge in December 2021, creating a clear leader in global pest control, UK-based Rentokil and Tennessee-based Terminix described extensive benefits of the cross-border combination. The companies touted the advantages of their combined... View Details
      Keywords: Mergers and Acquisitions; Valuation; Cross-Cultural and Cross-Border Issues; Business and Shareholder Relations
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      Berk, Ted, Emily R. McComb, and Julia Kelley. "Rentokil: The Terminix Acquisition." Harvard Business School Case 223-061, January 2023.
      • 2023
      • Working Paper

      Achieving Universal Health Insurance Coverage in the United States: Addressing Market Failures or Providing a Social Floor?

      By: Katherine Baicker, Amitabh Chandra and Mark Shepard
      The United States spends substantially more on health care than most developed countries, yet leaves a greater share of the population uninsured. We suggest that incremental insurance expansions focused on addressing market failures will propagate inefficiencies and... View Details
      Keywords: Public Sector; Insurance; Health Care and Treatment; Policy; Innovation and Invention
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      Baicker, Katherine, Amitabh Chandra, and Mark Shepard. "Achieving Universal Health Insurance Coverage in the United States: Addressing Market Failures or Providing a Social Floor?" NBER Working Paper Series, No. 30854, January 2023.
      • December 2022
      • Case

      Taylor Farms: Adding Value to Fresh Produce

      By: José B. Alvarez, Forest L. Reinhardt, Jenyfeer Martinez Buitrago and Pedro Levindo
      In October 2022, Bruce Taylor (HBS MBA, 1981), Chairman and CEO of Taylor Farms, the leading producer of salads and healthy fresh foods in the United States, wondered whether this was the right time for Taylor Farms to venture into the Controlled Environment... View Details
      Keywords: Technology Adoption; Cost vs Benefits; Logistics; Environmental Sustainability; Agriculture and Agribusiness Industry
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      Alvarez, José B., Forest L. Reinhardt, Jenyfeer Martinez Buitrago, and Pedro Levindo. "Taylor Farms: Adding Value to Fresh Produce." Harvard Business School Case 523-041, December 2022.
      • December 2022
      • Case

      Mission Produce in 2022

      By: Forest Reinhardt, Jose B. Alvarez and Natalie Kindred
      Founded by CEO Steve Barnard in 1983, California-based Mission Produce was a leading supplier of Hass avocados with a global sourcing, marketing, and distribution network and $892 million in 2021 sales. Barnard had been influential in the global avocado trade’s... View Details
      Keywords: Agriculture and Agribusiness Industry; Food and Beverage Industry; Retail Industry; Consumer Products Industry; United States; California; Peru; Guatemala; Colombia; Mexico; Chile
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      Reinhardt, Forest, Jose B. Alvarez, and Natalie Kindred. "Mission Produce in 2022." Harvard Business School Case 723-026, December 2022.
      • October 2022 (Revised January 2023)
      • Case

      Century Bank: Closing Time?

      By: Lauren Cohen, Grace Headinger and Bill Kwon
      Barry Sloane, second-generation Chairman, President, and CEO of his family’s bank, Century Bank, weighed whether to sell to Eastern Bank. As a small regional bank, Century faced a number of challenging trends, such as digitization and market share decline in the coming... View Details
      Keywords: Family Office; Business Exit; Banking; Family; Massachusetts; Boston; United States; Acquisition; Business Exit or Shutdown; Family Business; Family and Family Relationships; Interpersonal Communication; Decision Making; Finance; Banks and Banking; Risk and Uncertainty; Emotions; Banking Industry; Boston; Massachusetts; United States
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      Cohen, Lauren, Grace Headinger, and Bill Kwon. "Century Bank: Closing Time?" Harvard Business School Case 223-040, October 2022. (Revised January 2023.)
      • 2022
      • Working Paper

      Buy Now, Pay Later Credit: User Characteristics and Effects on Spending Patterns

      By: Marco Di Maggio, Justin Katz and Emily Williams
      Firms offering "buy now, pay later" (BNPL) point-of-sale installment loans with minimal underwriting and low interest have captured a growing fraction of the market for short-term unsecured consumer credit. We provide a detailed look into the US BNPL market by... View Details
      Keywords: Household Finance; Fintech; Consumer Credit; Credit; Consumer Behavior
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      Di Maggio, Marco, Justin Katz, and Emily Williams. "Buy Now, Pay Later Credit: User Characteristics and Effects on Spending Patterns." NBER Working Paper Series, No. 30508, September 2022.
      • September 2022
      • Case

      AllSpice: GitHub for Hardware Engineers

      By: Jeffrey J. Bussgang and Mel Martin
      AllSpice, a software-as-a-service company that built a GitHub-like revision control tool for hardware engineers, was in the midst of preparing for rapid scale when the 2022 market downturn left them with big decisions to make. Cofounder and CEO Valentina Ratner had to... View Details
      Keywords: Scaling; SaaS; Strategy; Marketing; Growth and Development Strategy; Resource Allocation; Customer Focus and Relationships; Technology Industry; Electronics Industry; United States
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      Bussgang, Jeffrey J., and Mel Martin. "AllSpice: GitHub for Hardware Engineers." Harvard Business School Case 823-022, September 2022.
      • September 2022
      • Article

      Energy Innovation Funding and Institutions in Major Economies

      By: Jonas Meckling, Clara Galeazzi, Esther Shears, Tong Xu and Laura Diaz Anadon
      Accelerating energy innovation for decarbonization hinges on public investment in research, development and demonstration (RD&D). Here we examine the evolution and variation of public energy RD&D funding and institutions and associated drivers across eight major... View Details
      Keywords: Research and Development; Innovation and Invention; Energy Policy; Government Legislation; Energy Sources
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      Meckling, Jonas, Clara Galeazzi, Esther Shears, Tong Xu, and Laura Diaz Anadon. "Energy Innovation Funding and Institutions in Major Economies." Nature Energy 7, no. 9 (September 2022): 876–885.
      • August 2022 (Revised March 2023)
      • Case

      Pricing at Netflix: The Sequel

      By: Elie Ofek and Amy Klopfenstein
      This case continues the themes discussed in "Pricing at Netflix" (Case 521-004). Following the conclusion of the original case, Netflix developed new, high-profile original content, added millions of subscribers, and introduced another price increase in January 2022.... View Details
      Keywords: Marketing; Advertising; Marketing Strategy; Entertainment; Film Entertainment; Television Entertainment; Finance; Strategy; Competition; Competitive Strategy; Business Strategy; Adaptation; Internet and the Web; Customers; Customer Satisfaction; Entertainment and Recreation Industry; Advertising Industry; North and Central America; United States
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      Ofek, Elie, and Amy Klopfenstein. "Pricing at Netflix: The Sequel." Harvard Business School Case 523-015, August 2022. (Revised March 2023.)
      • Article

      All Eyes on Them: A Field Experiment on Citizen Oversight and Electoral Integrity

      By: Natalia Garbiras-Díaz and Mateo Montenegro
      Can information and communication technologies help citizens monitor their elections? We analyze a large-scale field experiment designed to answer this question in Colombia. We leveraged Facebook advertisements sent to over 4 million potential voters to encourage... View Details
      Keywords: Social Influence; Electoral Behavior; Election Outcomes; Economics; Economy; Governance; Government and Politics; Social Media; Social Marketing; Society; Political Elections; Advertising
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      Garbiras-Díaz, Natalia, and Mateo Montenegro. "All Eyes on Them: A Field Experiment on Citizen Oversight and Electoral Integrity." American Economic Review 112, no. 8 (August 2022): 2631–2668.
      • August 2022
      • Article

      What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

      By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
      We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
      Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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      Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
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