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      • 18 Jul 2023
      • Interview

      Jeffrey Rayport on Product Market Fit, Profit Market Fit and Whiplash, and More

      By: Jeffrey F. Rayport and Doug Levin
      This episode of "Lessons from Startup Life" podcast features Jeffrey Rayport, Senior Lecturer of Business Administration at the Harvard Business School. Jeffrey specializes in teaching and researching growth-stage technology ventures and their scalability. Prior to... View Details
      Keywords: Scaling And Growth; Start-up; Diversity; Equity; Inclusion; Technology; Business Startups; Product Marketing; Business Growth and Maturation
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      "Jeffrey Rayport on Product Market Fit, Profit Market Fit and Whiplash, and More." Lessons from a Startup Life (podcast), July 18, 2023.
      • July 2023 (Revised April 2025)
      • Case

      'Bugs' Burger Bug Killers

      By: Ryan W. Buell and William Fulmer
      In the height of its success, Bugs Burger Bug Killers (BBBK; Burger has a soft 'g' - it rhymes with merger) was the largest independent extermination company in America, growing at more than 20% per year. BBBK built its business on the promise of pest eradication,... View Details
      Keywords: Mission and Purpose; Business Growth and Maturation; Business Model; Service Industry
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      Buell, Ryan W., and William Fulmer. "'Bugs' Burger Bug Killers." Harvard Business School Case 624-004, July 2023. (Revised April 2025.)
      • 2023
      • Article

      Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations.

      By: Edward McFowland III and Cosma Rohilla Shalizi
      Social influence cannot be identified from purely observational data on social networks, because such influence is generically confounded with latent homophily, that is, with a node’s network partners being informative about the node’s attributes and therefore its... View Details
      Keywords: Causal Inference; Homophily; Social Networks; Peer Influence; Social and Collaborative Networks; Power and Influence; Mathematical Methods
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      McFowland III, Edward, and Cosma Rohilla Shalizi. "Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations." Journal of the American Statistical Association 118, no. 541 (2023): 707–718.
      • July 2022
      • Case

      Metaverse Seoul

      By: Mitchell Weiss and Samantha Markowitz
      In May 2022, the Seoul Metropolitan Government (SMG) launched the pilot of Metaverse Seoul, a government-run metaverse. SMG had delivered a virtual version of Seoul’s mayor’s office. The team aimed to gain insights as they worked towards building a broad, immersive,... View Details
      Keywords: Metaverse; Entrepreneurship; Innovation and Invention; Digital Platforms; Internet and the Web; Government Administration; Public Administration Industry; South Korea; Asia
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      Weiss, Mitchell, and Samantha Markowitz. "Metaverse Seoul." Harvard Business School Case 823-009, July 2022.
      • July 2022 (Revised September 2022)
      • Case

      Birla Carbon Egypt: Building Soft Power in a Foreign Country

      By: Jeremy Friedman and Malini Sen
      Birla Carbon, a flagship business of the nearly $60-billion global conglomerate and India-headquartered Aditya Birla Group (ABG), is one of the world's top manufacturers and suppliers of high-quality carbon black. The largest among its 16 manufacturing plants is Birla... View Details
      Keywords: Acquisition; Family Business; Disruption; Transformation; Diversity; Trade; Energy; Values and Beliefs; Cross-Cultural and Cross-Border Issues; Global Strategy; Government and Politics; Private Ownership; Civil Society or Community; Risk and Uncertainty; Value Creation; Industrial Products Industry; Rubber Industry; Egypt; Africa; India; Asia; Atlanta; United States
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      Friedman, Jeremy, and Malini Sen. "Birla Carbon Egypt: Building Soft Power in a Foreign Country." Harvard Business School Case 723-003, July 2022. (Revised September 2022.)
      • 2022
      • Working Paper

      Pricing Power in Advertising Markets: Theory and Evidence

      By: Matthew Gentzkow, Jesse M. Shapiro, Frank Yang and Ali Yurukoglu
      Existing theories of media competition imply that advertisers will pay a lower price in equilibrium to reach consumers who multi-home across competing outlets. We generalize and extend this theoretical result and test it using data from television and social media... View Details
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      Gentzkow, Matthew, Jesse M. Shapiro, Frank Yang, and Ali Yurukoglu. "Pricing Power in Advertising Markets: Theory and Evidence." NBER Working Paper Series, No. 30278, July 2022.
      • May 2022
      • Case

      TikTok and National Security: Investment in an Age of Data Sovereignty?

      By: Jeremy Friedman, Sarah Bauerle Danzman and David Lane
      This case covers TikTok’s purchase of Musical.ly and the reaction of the United States government, including the review of the purchase by the Committee on Foreign Investment in the United States (CFIUS) and the reaction of the presidential administration of Donald... View Details
      Keywords: Data Security; Mergers and Acquisitions; Cybersecurity; Internet and the Web; International Relations; Laws and Statutes; Globalized Firms and Management
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      Friedman, Jeremy, Sarah Bauerle Danzman, and David Lane. "TikTok and National Security: Investment in an Age of Data Sovereignty?" Harvard Business School Case 722-020, May 2022.
      • April 2022 (Revised August 2022)
      • Case

      Restaurant Brands International: Version 2.0

      By: Boris Groysberg and Sarah L. Abbott
      In 2010, 3G Capital acquired Burger King, the second largest burger chain globally. 3G expanded Burger King’s operations via acquisitions into a multi-brand business, renamed Restaurant Brands International. The acquisition had been a financial success story for 3G.... View Details
      Keywords: Leadership; Growth and Development; Performance Evaluation; Private Equity; Franchise Ownership; Culture; Change Management; Strategy; Human Resources; Information Technology; Competition; Retail Industry; United States
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      Groysberg, Boris, and Sarah L. Abbott. "Restaurant Brands International: Version 2.0." Harvard Business School Case 422-047, April 2022. (Revised August 2022.)
      • Article

      From Immigrants to Americans: Race and Assimilation During the Great Migration

      By: Vasiliki Fouka, Soumyajit Mazumder and Marco Tabellini
      How does the arrival of a new minority group affect the social acceptance and outcomes of existing minorities? We study this question in the context of the First Great Migration. Between 1915 and 1930, 1.5 million African Americans moved from the U.S. South to Northern... View Details
      Keywords: Assimilation; Great Migration; Group Identity; Immigration; Race; History; United States
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      Fouka, Vasiliki, Soumyajit Mazumder, and Marco Tabellini. "From Immigrants to Americans: Race and Assimilation During the Great Migration." Review of Economic Studies 89, no. 2 (March 2022): 811–842. (Also appears in VoxEU, The New York Times, Broadstreet, the Skepticast, and Oxford University Press Blog.)
      • Article

      Reliable Post hoc Explanations: Modeling Uncertainty in Explainability

      By: Dylan Slack, Sophie Hilgard, Sameer Singh and Himabindu Lakkaraju
      As black box explanations are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, prior work demonstrates that explanations generated by... View Details
      Keywords: Black Box Explanations; Bayesian Modeling; Decision Making; Risk and Uncertainty; Information Technology
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      Slack, Dylan, Sophie Hilgard, Sameer Singh, and Himabindu Lakkaraju. "Reliable Post hoc Explanations: Modeling Uncertainty in Explainability." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • October 2021 (Revised March 2022)
      • Supplement

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli and Fabrizio Fantini
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; Retail Industry; Italy
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      Israeli, Ayelet, and Fabrizio Fantini. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Spreadsheet Supplement 522-710, October 2021. (Revised March 2022.)
      • October 2021 (Revised June 2022)
      • Case

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; AI; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
      • September 2021 (Revised March 2024)
      • Case

      Tesla in 2023: 'Electrified' Competition

      By: Eric Van den Steen, Ramon Casadesus-Masanell and Karen Elterman
      Over its 17 years in existence, Tesla had redefined people’s view of electric cars, and in 2020, the company saw its stock rise by more than 700% to became the most valuable carmaker in the world. In December 2020, Tesla celebrated its fifth consecutive quarter of... View Details
      Keywords: Barrier To Entry; Competitive Advantage; Innovation; Tesla; Automotive Industry; Sustainable Competitive Advantage; Values; Vision; Learning By Doing; Economies Of Scale; Electric Vehicle; Scenario Planning; Batteries; Competitive Strategy; Product Positioning; Profit; Competition; Industry Growth; Auto Industry
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      Van den Steen, Eric, Ramon Casadesus-Masanell, and Karen Elterman. "Tesla in 2023: 'Electrified' Competition." Harvard Business School Case 722-375, September 2021. (Revised March 2024.)
      • September 2, 2021
      • Article

      The Digital Economy Runs on Open Source. Here's How to Protect It.

      By: Hila Lifshitz-Assaf and Frank Nagle
      Free and open source software (FOSS) is essential to much of the tech we use every day—from cars to phones to planes to the cloud. While traditionally, it was developed by an army of volunteer developers and given away for free, companies are increasingly taking a more... View Details
      Keywords: Free And Open-source Software; FOSS; Open Source Distribution; Applications and Software; Collaborative Innovation and Invention; Organizations; Policy; Cybersecurity
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      Lifshitz-Assaf, Hila, and Frank Nagle. "The Digital Economy Runs on Open Source. Here's How to Protect It." Harvard Business Review Digital Articles (September 2, 2021).
      • August 2021
      • Case

      Orchadio's First Two Split Experiments

      By: Iavor I. Bojinov, Marco Iansiti and David Lane
      Orchadio, a direct-to-consumer grocery business, needs to conduct its first two A/B tests—one to evaluate the effectiveness and functioning of its newly redesigned website, and one to market-test four versions of a new banner for the website. To do so, it will rely on... View Details
      Keywords: Information Management; Technological Innovation; Knowledge Use and Leverage; Resource Allocation; Marketing; Measurement and Metrics; Customization and Personalization; Information Technology; Internet and the Web; Digital Platforms; Information Technology Industry; Food and Beverage Industry
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      Bojinov, Iavor I., Marco Iansiti, and David Lane. "Orchadio's First Two Split Experiments." Harvard Business School Case 622-015, August 2021.
      • August 2021
      • Case

      Precision Paint Co.

      By: Iavor I. Bojinov, Chiara Farronato, Janice H. Hammond, Michael Parzen and Paul Hamilton
      Describes a marketing director about to launch a new process for demand forecasting. Provides data that allow students to do a multivariable regression analysis. A rewritten version of an earlier case. View Details
      Keywords: Regression; Prediction; Forecasting; Data Science; Analysis; Forecasting and Prediction
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      Bojinov, Iavor I., Chiara Farronato, Janice H. Hammond, Michael Parzen, and Paul Hamilton. "Precision Paint Co." Harvard Business School Case 622-055, August 2021.
      • 6 Jul 2021
      • Interview

      Best Buy's Hubert Joly on Walking the Talk of Stakeholder Capitalism

      By: Hubert Joly and Alison Beard
      Hubert Joly, former chairman and CEO of Best Buy, says that now is the time for companies to get serious about operating to benefit not just shareholders but also employees, customers and broader society. In the face of environmental crisis, racial turmoil, and rising... View Details
      Keywords: Stakeholder Capitalism; Business and Stakeholder Relations; Mission and Purpose; Leadership; Corporate Social Responsibility and Impact
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      "Best Buy's Hubert Joly on Walking the Talk of Stakeholder Capitalism." Episode 808, HBR IdeaCast (podcast), Harvard Business Review Group, July 6, 2021. (Interview with Alison Beard.)
      • July 19, 2021
      • Article

      Do Most Family Businesses Really Fail by the Third Generation?

      By: Josh Baron and Rob Lachenauer
      Perhaps the most commonly-cited statistic about family businesses is their failure rates. Most articles or speeches about family businesses start with some version of the “three-generation rule,” which suggests that most don’t survive beyond three generations. But that... View Details
      Keywords: Family Business; Success; Perception
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      Baron, Josh, and Rob Lachenauer. "Do Most Family Businesses Really Fail by the Third Generation?" Harvard Business Review (website) (July 19, 2021).
      • May 2021
      • Supplement

      Hello Alfred: Come Home Happy — Operating the Business Model Exercise, Instructor Version

      By: Joseph B. Fuller and Christopher Payton
      On a mission to "automate the on-demand economy," Harvard Business School classmates Marcela Sapone and Jessica Beck launched Hello Alfred in 2013 to provide subscribers with an "Alfred" to complete various chores for a monthly fee. In early 2016, the company has built... View Details
      Keywords: Growth and Development Strategy; Internet and the Web; Business Startups; Service Operations; Mobile and Wireless Technology; Service Industry; New York (city, NY); Boston
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      Fuller, Joseph B., and Christopher Payton. "Hello Alfred: Come Home Happy — Operating the Business Model Exercise, Instructor Version." Harvard Business School Spreadsheet Supplement 321-707, May 2021.
      • April 2021 (Revised August 2021)
      • Exercise

      Workshop Exercise: Branding New Ventures

      By: Christina Wallace
      This workshop allows students follow a modified version of Google Venture's Brand Sprint to build a startup brand from scratch. Details on the elements of a brand are discussed, including defining the values and personality of the venture, as well as developing a clear... View Details
      Keywords: Branding; Entrepreneurship; Marketing; Brands and Branding
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      Wallace, Christina. "Workshop Exercise: Branding New Ventures." Harvard Business School Exercise 821-089, April 2021. (Revised August 2021.)
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