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      • January 2023
      • Case

      Proday: Calling the Right Play

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      Sarah Kunst knew the elements of a successful startup from her tenure at venture capital firms. In April 2018, however, her own app – Proday, a home fitness platform featuring exercises filmed by professional sports stars – was floundering. Kunst theorized that... View Details
      Keywords: Social Media; Entrepreneurship; Advertising; Digital Marketing; Product Launch; Social Marketing; Failure; Sports; Applications and Software; Business Startups; Technology Industry; United States
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Proday: Calling the Right Play." Harvard Business School Case 823-005, January 2023.
      • January 2023
      • Case

      Crow Holdings Development: Mass Timber Construction

      By: John D. Macomber, Robert Hernandez and Kyle MertensMeyer
      Jim McCaffery and Cody Armbrister of Crow Holdings Development evaluate the pros and cons of committing to mass timber construction instead of conventional concrete or steel for a new 260,000 SF multi-story office building in Texas. Benefits include substantially... View Details
      Keywords: Real Estate Development; Architecture; Air Quality; Health & Wellness; Office Property; Sustainability; Carbon Abatement; Natural Environment; Environmental Accounting; Green Buildings; Design; Construction; Cost vs Benefits; Environmental Sustainability; Construction Industry; Construction Industry; Texas
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      Macomber, John D., Robert Hernandez, and Kyle MertensMeyer. "Crow Holdings Development: Mass Timber Construction." Harvard Business School Case 223-058, January 2023.
      • 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.
      • December 2022 (Revised September 2024)
      • Case

      Sword Health

      By: Regina E. Herzlinger, Annelena Lobb and Carin-Isabel Knoop
      Virgilio “V” Bento, CEO of Sword Health—a startup that provided virtual physical therapy to patients in self-insured firms via AI and sensor technology with supervision by a physical therapist with a doctorate—considered how to increase its U.S. market share. To do so,... View Details
      Keywords: Business Growth and Maturation; Competitive Strategy; Health Industry; Health Industry
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      Herzlinger, Regina E., Annelena Lobb, and Carin-Isabel Knoop. "Sword Health." Harvard Business School Case 323-022, December 2022. (Revised September 2024.)
      • December 2022 (Revised January 2025)
      • Case

      Akooda: Charging Toward Operational Intelligence

      By: Christopher Stanton and Mel Martin
      The Akooda case describes the challenges confronting founder and CEO Yuval Gonczarowski (MBA ‘17) in 2022 as he attempts to boost sales. Launched in November 2020, Akooda was an AI company that mined 20 different sources of digital data, from tools like Slack, Google... View Details
      Keywords: Data Mining; Productivity; Monitoring; Data Analysis; AI and Machine Learning; Knowledge Management; Operations; Problems and Challenges; Employee Relationship Management; Information Technology Industry; Information Technology Industry; Information Technology Industry; Boston; Israel
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      Stanton, Christopher, and Mel Martin. "Akooda: Charging Toward Operational Intelligence." Harvard Business School Case 823-018, December 2022. (Revised January 2025.)
      • 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.
      • Working Paper

      Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

      By: Dominika Kinga Randle and Gary P. Pisano
      An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of... View Details
      Keywords: Growth and Development Strategy; Technology Adoption; Diversification; Market Entry and Exit; Transformation
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      Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Harvard Business School Working Paper, No. 23-032, December 2022.
      • December 2022 (Revised August 2023)
      • Case

      Circles.Life at a Crossroads of Growth

      By: Juan Alcácer and Adina Wong
      In June 2022, the founders of Singapore mobile operator Circles.Life had a crucial decision to make. Circles.Life developed a new business model in mobile telecommunications—a digital telco—built around its proprietary operating system. After expanding its brand in... View Details
      Keywords: Business Model; Decisions; Technological Innovation; Applications and Software; Business Strategy; Telecommunications Industry; Singapore
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      Alcácer, Juan, and Adina Wong. "Circles.Life at a Crossroads of Growth." Harvard Business School Case 723-404, December 2022. (Revised August 2023.)
      • December 2022 (Revised May 2023)
      • Case

      Iberdrola: Leading the Energy Revolution

      By: Juan Alcácer and Emer Moloney
      At the end of 2019, Ignacio Galán, the Chairman and CEO of the world's third largest utility, Iberdrola, reflected on his almost 20 years at the company. He managed a portfolio of three very different businesses, each with their own specific opportunities and... View Details
      Keywords: Energy; Energy Generation; Energy Sources; Non-Renewable Energy; Renewable Energy; Engineering; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Leadership; Growth and Development Strategy; Market Timing; Industry Growth; Mission and Purpose; Strategy; Energy Industry; Energy Industry; Energy Industry; Energy Industry; Energy Industry; Spain; United Kingdom; United States; Brazil; Mexico
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      Alcácer, Juan, and Emer Moloney. "Iberdrola: Leading the Energy Revolution." Harvard Business School Case 723-398, December 2022. (Revised May 2023.)
      • December 2022
      • Supplement

      Freelancer, Ltd. Case Supplement

      By: Christopher Stanton, Karim R. Lakhani, Jin Hyun Paik and Nina Cohodes
      Over the course of the 2010s, the rapid advancement of mobile technologies and the rise of online freelancing platforms seemed to portend a radical transformation of labor markets into on-demand, flexible talent pools. Even though several Fortune 500 companies,... View Details
      Keywords: Labor Markets; Freelancers; Change Management; Corporate Entrepreneurship; Globalized Firms and Management; Human Capital; Employment; Digital Platforms; Global Range; Adoption; Governing Rules, Regulations, and Reforms; Growth and Development Strategy; Computer Industry; Computer Industry; Computer Industry; Computer Industry; Australia; United States; Philippines
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      Stanton, Christopher, Karim R. Lakhani, Jin Hyun Paik, and Nina Cohodes. "Freelancer, Ltd. Case Supplement." Harvard Business School Multimedia/Video Supplement 823-707, December 2022. (Click here to access this case.)
      • 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.)
      • Article

      Innovations in Retail Operations: Thirty Years of Lessons from Production and Operations Management

      By: Marshall Fisher and Ananth Raman
      We review papers published in Production and Operations Management (POM) during its thirty-year history that deal with retail operations issues with an empirical approach. The papers span a range of issues, from traditional ones like forecasting and inventory... View Details
      Keywords: RFID; Innovation and Invention; Technology Adoption; Operations; E-commerce; Strategy; Retail Industry
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      Fisher, Marshall, and Ananth Raman. "Innovations in Retail Operations: Thirty Years of Lessons from Production and Operations Management." Special Issue on The 30th Anniversary Issue of Production and Operations Management edited by Subodha Kumar and Christopher S. Tang. Production and Operations Management 31, no. 12 (December 1, 2022): 4452–4461.
      • 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

      Northvolt: Building Batteries to Fight Climate Change

      By: George Serafeim, Debora L. Spar, P. Tufano and Julia M. Comeau
      In 2016, Swedish entrepreneurs Carl-Erik Lagercrantz and Peter Carlsson founded an electric battery company called Northvolt with the dual goals of creating a company to address climate change and bringing battery manufacture to Europe. Northvolt, which succeeded in... View Details
      Keywords: Batteries; Climate Change; Factories, Labs, and Plants; Green Technology; Mission and Purpose; Goals and Objectives; Corporate Social Responsibility and Impact; Green Technology Industry; Green Technology Industry; Sweden; Europe
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      Serafeim, George, Debora L. Spar, P. Tufano, and Julia M. Comeau. "Northvolt: Building Batteries to Fight Climate Change." Harvard Business School Case 323-042, November 2022. (Revised March 2024.)
      • 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 (Revised April 2023)
      • Supplement

      HTC and Virtual Reality (B)

      By: Andy Wu and Matt Higgins
      In April 2023, Cher Wang, CEO and Chairwoman of HTC, reflected on her time as a leader in the virtual reality industry from her office high above Taoyuan City, Taiwan. It had been a roller coaster ride of new product introductions and unexpected challenges for HTC and... View Details
      Keywords: VR; Virtual Reality; Strategy; Metaverse; Market Entry and Exit; Competition; Technology Industry; Taiwan; China; United States
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      Wu, Andy, and Matt Higgins. "HTC and Virtual Reality (B)." Harvard Business School Supplement 723-403, November 2022. (Revised April 2023.)
      • November 2022 (Revised March 2023)
      • Supplement

      JUUL and the Vaping Revolution: A 2022 Update

      By: Michael W. Toffel and Sarah Mehta
      This slide deck provides a brief update (2019-2022) on the rise and fall of JUUL Labs, the maker of the popular JUUL e-cigarette. View Details
      Keywords: Electronic Cigarettes; E-Cigarettes; Vaping; Nicotine Replacement; JUUL; Juuling; Government Regulation; Advertising; Advertising Campaigns; Digital Marketing; Customers; Innovation and Invention; Innovation Strategy; Marketing; Ethics; Brands and Branding; Marketing Communications; Marketing Strategy; Product Marketing; Corporate Social Responsibility and Impact; Social Issues; Technology Industry; California
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      Toffel, Michael W., and Sarah Mehta. "JUUL and the Vaping Revolution: A 2022 Update." Harvard Business School PowerPoint Supplement 623-012, November 2022. (Revised March 2023.)
      • November 2022 (Revised March 2023)
      • Supplement

      JUUL and the Vaping Revolution: A 2022 Update

      By: Michael W. Toffel and Sarah Mehta
      This case provides a brief update (2019-2022) on the rise and fall of JUUL Labs, the maker of the popular JUUL e-cigarette. View Details
      Keywords: Electronic Cigarettes; E-Cigarettes; Vaping; Nicotine Replacement; JUUL; Juuling; Government Regulation; Advertising; Advertising Campaigns; Digital Marketing; Customers; Innovation and Invention; Innovation Strategy; Marketing; Ethics; Brands and Branding; Marketing Communications; Marketing Strategy; Product Marketing; Corporate Social Responsibility and Impact; Social Issues; Technology Industry; California
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      Toffel, Michael W., and Sarah Mehta. "JUUL and the Vaping Revolution: A 2022 Update." Harvard Business School Supplement 623-011, November 2022. (Revised March 2023.)
      • November 2022
      • Case

      Ajax Health: A New Model for Medical Technology Innovation

      By: Regina E. Herzlinger and Ben Creo
      This case teaches key success factors for both startup and established MedTech firms. It examines how to structure a firm to maximize innovation and financial returns with organizational structures that better align the incentives for the different skill sets... View Details
      Keywords: Business Startups; Success; Innovation Strategy; Mergers and Acquisitions; Market Entry and Exit; Financial Strategy; Business Model; Partners and Partnerships; Entrepreneurship; Private Equity; Technology Industry; Technology Industry
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      Herzlinger, Regina E., and Ben Creo. "Ajax Health: A New Model for Medical Technology Innovation." Harvard Business School Case 323-043, November 2022.
      • November 2022 (Revised April 2025)
      • Teaching Note

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      Teaching note in support of the case "Driving Decarbonization at BMW" (HBS No. 123-008) View Details
      Keywords: Decarbonization; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Accounting; Environmental Sustainability; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Climate Change; Transportation Industry; Transportation Industry; Germany; Europe; China; United States
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Teaching Note 123-049, November 2022. (Revised April 2025.)
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