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      • January 2023 (Revised November 2024)
      • Case

      ELCA's Series A

      By: Anke Becker, Raymond Kluender and William R. Kerr
      Vu Phong and Xavier Silva co-founded ELCA to build proprietary software for their technology-enabled language learning tool. Since winning a prestigious venture contest in 2021, their number of registered users grew rapidly, as did the demand for new features like... View Details
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      Becker, Anke, Raymond Kluender, and William R. Kerr. "ELCA's Series A." Harvard Business School Case 823-079, January 2023. (Revised November 2024.)
      • January 2023 (Revised August 2023)
      • Case

      Nick Saban: Embracing 'The Process' of Sustaining Success

      By: Ranjay Gulati and Eppa Rixey
      Nick Saban, head coach of the University of Alabama football team from 2007-2022, fielded teams that won 183 of 208 games (88%), including a record-tying six national championships. Saban’s approach to coaching, known to many as “The Process,” and the consistent... View Details
      Keywords: Purpose; Leadership And Managing People; Football; Recruiting; Talent Acquisition; Talent And Talent Management; Talent Development And Retention; Organization Change And Adaptation; Organizational Behavior; Sports; Leadership; Leadership Development; Organizational Culture; Organizational Change and Adaptation; Sports Industry; United States
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      Gulati, Ranjay, and Eppa Rixey. "Nick Saban: Embracing 'The Process' of Sustaining Success." Harvard Business School Case 423-033, January 2023. (Revised August 2023.)
      • January 2023
      • Article

      Calculators for Women: When Identity-Based Appeals Backfire

      By: Tami Kim, Kate Barasz, Michael I. Norton and Leslie K. John
      From “Chick Beer” to “Dryer Sheets for Men,” identity-based labeling is frequently deployed by marketers to appeal to specific target markets. Yet such identity appeals can backfire, alienating the very consumers they aim to attract. We theorize and empirically... View Details
      Keywords: Categorization Threat; Stereotypes; Identity; Labels; Gender; Perception; Consumer Behavior
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      Kim, Tami, Kate Barasz, Michael I. Norton, and Leslie K. John. "Calculators for Women: When Identity-Based Appeals Backfire." Special Issue on Racism and Discrimination in the Marketplace edited by Samantha N. N. Cross and Stephanie Dellande. Journal of the Association for Consumer Research 8, no. 1 (January 2023): 72–82.
      • January–February 2023
      • Article

      Data-Driven COVID-19 Vaccine Development for Janssen

      By: Dimitris Bertsimas, Michael Lingzhi Li, Xinggang Liu, Jennings Xu and Najat Khan
      The COVID-19 pandemic has spurred extensive vaccine research worldwide. One crucial part of vaccine development is the phase III clinical trial that assesses the vaccine for safety and efficacy in the prevention of COVID-19. In this work, we enumerate the first... View Details
      Keywords: COVID-19; Health Testing and Trials; Forecasting and Prediction; AI and Machine Learning; Research; Pharmaceutical Industry
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      Bertsimas, Dimitris, Michael Lingzhi Li, Xinggang Liu, Jennings Xu, and Najat Khan. "Data-Driven COVID-19 Vaccine Development for Janssen." INFORMS Journal on Applied Analytics 53, no. 1 (January–February 2023): 70–84.
      • January–February 2023
      • Article

      External Interfaces and Internal Processes: Market Positioning and Divergent Professionalization Paths in Young Ventures

      By: Alicia DeSantola, Ranjay Gulati and Pavel Zhelyazkov
      We explore how the initial market positioning of entrepreneurial ventures shapes how they professionalize over time, focusing specifically on the development of functional roles. In contrast to existing literature, which has presumed a uniform march toward... View Details
      Keywords: Market Positioning; Professionalization; Scaling; Entrepreneurship; Strategy; Business Startups; Growth and Development; Organizational Structure
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      DeSantola, Alicia, Ranjay Gulati, and Pavel Zhelyazkov. "External Interfaces and Internal Processes: Market Positioning and Divergent Professionalization Paths in Young Ventures." Organization Science 34, no. 1 (January–February 2023): 1–23.
      • 2 Mar 2023 - 4 Mar 2023
      • Conference Presentation

      Speedy Activists: Firm Response Time to Sociopolitical Events Influences Consumer Behavior

      By: Maya Balakrishnan, Julian De Freitas and Alison Wood Brooks
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      Balakrishnan, Maya, Julian De Freitas, and Alison Wood Brooks. "Speedy Activists: Firm Response Time to Sociopolitical Events Influences Consumer Behavior." Paper presented at the Society for Consumer Psychology Annual Conference, San Juan, PR, March 2–4, 2023.
      • December 2022 (Revised July 2023)
      • Case

      Applegate Farms

      By: Forest L. Reinhardt, José B. Alvarez and Natalie Kindred
      Keywords: Agribusiness; Food; Consumer Behavior; Animal-Based Agribusiness; Brands and Branding; Integration; Strategy; Change Management; Change; Organizational Structure; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; United States
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      Reinhardt, Forest L., José B. Alvarez, and Natalie Kindred. "Applegate Farms." Harvard Business School Case 723-025, December 2022. (Revised July 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

      The Magic of Marks & Spencer Food

      By: David E. Bell, Natalie Kindred and Damien McLoughlin
      Keywords: Brands and Branding; Food; Consumer Behavior; Product Development; Competition; Price; Inflation and Deflation; Trends; Growth and Development; Strategy; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United Kingdom
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      Bell, David E., Natalie Kindred, and Damien McLoughlin. "The Magic of Marks & Spencer Food." Harvard Business School Case 523-080, 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; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness 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.
      • December 2022
      • Technical Note

      Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework

      By: George Serafeim
      The transition to a low carbon economy introduces many risks and opportunities for businesses. Risks emerge from regulatory actions, such as carbon taxes and cap and trade systems, technological innovation that develop alternatives for customers making existing... View Details
      Keywords: Risk Assessment; Opportunities; Environmental Sustainability; Carbon Footprint; Risk Management; Competitive Dynamics; Business Analysis; Climate Change; Accounting; Finance; Valuation; Business and Shareholder Relations; Technological Innovation; Transition; Product Positioning; Renewable Energy; Analysis
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      Serafeim, George. "Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework." Harvard Business School Technical Note 123-014, December 2022.
      • December 2022 (Revised January 2023)
      • Case

      Cann: High Hopes for Cannabis Infused Beverages

      By: Ayelet Israeli and Anne V. Wilson
      Founded in 2018 by Jake Bullock and Luke Anderson, Cann sold “social tonics,” or cannabis-infused beverages. By 2022, the company had several notable celebrity investors and talent partners, had sold over 10 million beverages to consumers, was distributing in six... View Details
      Keywords: Stigma; Product Innovation; Product Introduction; Product Differentiation; New Products; New Product Marketing; New Product Management; Brand Management; Branding; Packaging; Positioning; Growth Strategy And Execution; Growth; Cannabis Industry; Purpose; Purpose Brands; LGBTQ; Direct-to-consumer; DTC; Regulations; Channels Of Distribution; Product Development; Product Marketing; Product Positioning; Product; Innovation and Invention; Brands and Branding; Marketing; Marketing Communications; Marketing Channels; Advertising; Advertising Campaigns; Digital Marketing; Market Entry and Exit; Governing Rules, Regulations, and Reforms; Consumer Products Industry; Consumer Products Industry; United States; Canada; North America
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      Israeli, Ayelet, and Anne V. Wilson. "Cann: High Hopes for Cannabis Infused Beverages." Harvard Business School Case 523-074, December 2022. (Revised January 2023.)
      • 2022
      • Working Paper

      Stories, Statistics and Memory

      By: Thomas Graeber, Christopher Roth and Florian Zimmermann
      For most decisions, we rely on information encountered over the course of days, months or years. We consume this information in various forms, including abstract summaries of multiple data points – statistics – and contextualized anecdotes about individual instances... View Details
      Keywords: Decision Choices and Conditions; Information Types; Media; Cognition and Thinking
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      Graeber, Thomas, Christopher Roth, and Florian Zimmermann. "Stories, Statistics and Memory." Working Paper, December 2022.
      • 2022
      • Working Paper

      Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions

      By: Caleb Kwon, Ananth Raman and Jorge Tamayo
      We empirically analyze how managerial overrides to a commercial algorithm that forecasts demand and schedules labor affect store performance. We analyze administrative data from a large grocery retailer that utilizes a commercial algorithm to forecast demand and... View Details
      Keywords: Employees; Human Capital; Performance; Applications and Software; Management Skills; Management Practices and Processes; Retail Industry
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      Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, December 2022. (R&R Management Science.)
      • December 2022
      • Article

      I Don't 'Recall': The Decision to Delay Innovation Launch to Avoid Costly Product Failure

      By: Byungyeon Kim, Oded Koenigsberg and Elie Ofek
      Innovations embody novel features or cutting-edge components aimed at delivering desired customer benefits. Oftentimes, however, we observe the need to recall new products shortly after their introduction. Indeed, a firm may rush an innovation to market in an attempt... View Details
      Keywords: Innovation Management; Innovation And Strategy; Product Development Strategy; Product Introduction; Quality Control; Product Recalls; Game Theory; Market Timing; Innovation Strategy; Product Launch; Product Development
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      Kim, Byungyeon, Oded Koenigsberg, and Elie Ofek. "I Don't 'Recall': The Decision to Delay Innovation Launch to Avoid Costly Product Failure." Management Science 68, no. 12 (December 2022): 8889–8908.
      • December 2022
      • Article

      When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly

      By: Dominique Olié Lauga, Elie Ofek and Zsolt Katona
      A prominent hallmark of competitive interaction is the desire to differentiate from rivals. In this article, the authors examine under what conditions firms will differentiate through product quality versus advertising intensity. Firms select quality in a first stage,... View Details
      Keywords: Competition; Advertising; Product Positioning
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      Lauga, Dominique Olié, Elie Ofek, and Zsolt Katona. "When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly." Journal of Marketing Research (JMR) 59, no. 2 (December 2022): 1252–1265.
      • November–December 2022
      • Article

      Your Company Needs a Space Strategy. Now.

      By: Matthew Weinzierl, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack and Brendan Rosseau
      Space is becoming a potential source of value for businesses across a range of sectors, including agriculture, pharmaceuticals, consumer goods, and tourism. To understand what the opportunities are for your company, the authors advise you to consider the four ways in... View Details
      Keywords: Space Strategy; Emerging Markets; Natural Resources; Analytics and Data Science; Organizational Change and Adaptation; Adaptation; Competition; Aerospace Industry
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      Weinzierl, Matthew, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack, and Brendan Rosseau. "Your Company Needs a Space Strategy. Now." Harvard Business Review (November–December 2022): 80–91.
      • November 2022 (Revised March 2024)
      • Case

      Replika AI: Monetizing a Chatbot

      By: Julian De Freitas and Nicole Tempest Keller
      In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details
      Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry
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      De Freitas, Julian, and Nicole Tempest Keller. "Replika AI: Monetizing a Chatbot." Harvard Business School Case 523-016, November 2022. (Revised March 2024.)
      • November 2022
      • Background Note

      The Future of E-Commerce: Lessons from the Livestream Wars in China

      By: Ayelet Israeli, Jeremy Yang and Billy Chan
      This note explores the emerging multi-billion dollar commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of... View Details
      Keywords: Retail; Retailing; E-commerce; E-Commerce Strategy; Ecommerce; Channels Of Distribution; Marketing Communication; Livestream Commerce; Marketing; Marketing Channels; Marketing Strategy; Advertising; Brands and Branding; Media; Consumer Behavior; Social Media; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; China; United States; United Kingdom
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      Israeli, Ayelet, Jeremy Yang, and Billy Chan. "The Future of E-Commerce: Lessons from the Livestream Wars in China." Harvard Business School Background Note 523-055, November 2022.
      • November 2022 (Revised February 2024)
      • Case

      The Globalization of Manchester City Football Group

      By: Maria P. Roche, Tiona Zuzul, Exequiel Hernandez and Amy Klopfenstein
      This case describes the efforts of City Football Group (CFG) to purchase Esporte Clube Bahia (Bahia), a Brazilian professional soccer club. CFG’s strategy was to acquire under-performing clubs worldwide, invest money in high-profile players, and improve the teams’... View Details
      Keywords: Business Ventures; Acquisition; Business Conglomerates; Geography; Geographic Location; Geographic Scope; Globalization; Global Strategy; Globalized Markets and Industries; Markets; Demand and Consumers; Marketing; Brands and Branding; Organizations; Organizational Change and Adaptation; Sports; Strategy; Competition; Competitive Advantage; Diversification; Expansion; Sports Industry; Europe; United Kingdom; England; South America; Brazil
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      Roche, Maria P., Tiona Zuzul, Exequiel Hernandez, and Amy Klopfenstein. "The Globalization of Manchester City Football Group." Harvard Business School Case 723-391, November 2022. (Revised February 2024.)
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