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      • 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; Technology Industry; Information 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.
      • December 13, 2022
      • Article

      6 Ways Companies Fail to Help Workers Grow

      By: Joseph Fuller, Matthew Sigelman and Nik Dawson
      The authors recently studied Fortune 250 companies and ranked them based on the lived experience of three million of their U.S. workers. One of their key findings was that even top-ranked firms fail to deliver consistently on worker advancement. To understand why this... View Details
      Keywords: Personal Development and Career; Training; Business Model; Outcome or Result; Performance Evaluation; Opportunities
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      Fuller, Joseph, Matthew Sigelman, and Nik Dawson. "6 Ways Companies Fail to Help Workers Grow." Harvard Business Review Digital Articles (December 13, 2022).
      • 2022
      • Article

      Becoming a Learning Organization While Enhancing Performance: The Case of LEGO

      By: Thomas Borup Kristensen, Henrik Saabye and Amy Edmondson
      Purpose - The purpose of this study is to empirically test how problem-solving lean practices, along with leaders as learning facilitators in an action learning approach, can be transferred from a production context to a knowledge work context for the purpose... View Details
      Keywords: Performance Efficiency; Learning; Organizational Change and Adaptation
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      Kristensen, Thomas Borup, Henrik Saabye, and Amy Edmondson. "Becoming a Learning Organization While Enhancing Performance: The Case of LEGO." International Journal of Operations & Production Management 42, no. 13 (2022): 438–481.
      • Winter 2022
      • Article

      Vaccines and the COVID-19 Pandemic: Lessons from Failure and Success

      By: Scott Duke Kominers and Alex Tabarrok
      The losses from the global COVID-19 pandemic have been staggering—trillions in economic costs, on top of significant losses of life, health, and well-being. The world made significant and successful investments in vaccines to mitigate the pandemic, yet there were... View Details
      Keywords: COVID-19; Vaccination; Market Design; Health Pandemics; Loss; Outcome or Result; Opportunities; Crisis Management
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      Kominers, Scott Duke, and Alex Tabarrok. "Vaccines and the COVID-19 Pandemic: Lessons from Failure and Success." Oxford Review of Economic Policy 38, no. 4 (Winter 2022): 719–741.
      • December 2022 (Revised November 2023)
      • Module Note

      What Is the Game? Understanding the Environment

      By: Maria P. Roche
      As a strategist, one of your main tasks is to size up the external environment of your organization in its entirety. In this module, you will learn basic concepts and tools that will allow you to better understand the environment in which your organization operates. View Details
      Keywords: Strategic Planning; Organizational Culture; Organizational Structure
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      Roche, Maria P. "What Is the Game? Understanding the Environment." Harvard Business School Module Note 723-405, December 2022. (Revised November 2023.)
      • 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 Management; Environmental Sustainability; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Climate Change; Transportation Industry; Auto 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.)
      • November 2022
      • Article

      A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups

      By: Anjali M. Bhatt, Amir Goldberg and Sameer B. Srivastava
      When the social boundaries between groups are breached, the tendency for people to erect and maintain symbolic boundaries intensifies. Drawing on extant perspectives on boundary maintenance, we distinguish between two strategies that people pursue in maintaining... View Details
      Keywords: Culture; Machine Learning; Natural Language Processing; Symbolic Boundaries; Organizations; Boundaries; Social Psychology; Interpersonal Communication; Organizational Culture
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      Bhatt, Anjali M., Amir Goldberg, and Sameer B. Srivastava. "A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups." Sociological Methods & Research 51, no. 4 (November 2022): 1681–1720.
      • November 2022
      • Article

      Opportunity Neglect: An Aversion to Low-probability Gains

      By: Emily Prinsloo, Kate Barasz, Leslie K. John and Michael I. Norton
      Seven preregistered studies (N = 2,890) conducted in the field, lab, and online document opportunity neglect: a tendency to reject opportunities with low probability of success, even when they come with little or no objective cost (e.g., time, money,... View Details
      Keywords: Opportunities; Behavior; Risk and Uncertainty; Success; Perception
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      Prinsloo, Emily, Kate Barasz, Leslie K. John, and Michael I. Norton. "Opportunity Neglect: An Aversion to Low-probability Gains." Psychological Science 33, no. 11 (November 2022): 1857–1866.
      • 2022
      • Working Paper

      The Issuance and Design of Sustainability-linked Loans

      By: Maria Loumioti and George Serafeim
      Sustainability-linked loans (i.e., syndicated loans for which pricing is linked to a sustainability performance indicator) have rapidly evolved into a significant private debt product. We find that sustainability-linked lending has been available mostly to borrowers... View Details
      Keywords: Sustainability; Sustainability Management; Credit Products; Loan Contracts; Loans; Corporate Finance; Credit Risk; Environment; ESG; ESG Ratings; Climate Change; Finance; Borrowing and Debt; Risk and Uncertainty; Credit
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      Loumioti, Maria, and George Serafeim. "The Issuance and Design of Sustainability-linked Loans." Harvard Business School Working Paper, No. 23-027, November 2022.
      • October 2022 (Revised December 2022)
      • Case

      SMART: AI and Machine Learning for Wildlife Conservation

      By: Brian Trelstad and Bonnie Yining Cao
      Spatial Monitoring and Reporting Tool (SMART), a set of software and analytical tools designed for the purpose of wildlife conservation, had demonstrated significant improvements in patrol coverage, with some observed reductions in poaching and contributing to wildlife... View Details
      Keywords: Business and Government Relations; Emerging Markets; Technology Adoption; Strategy; Management; Ethics; Social Enterprise; AI and Machine Learning; Analytics and Data Science; Natural Environment; Technology Industry; Cambodia; United States; Africa
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      Trelstad, Brian, and Bonnie Yining Cao. "SMART: AI and Machine Learning for Wildlife Conservation." Harvard Business School Case 323-036, October 2022. (Revised December 2022.)
      • October 2022
      • Case

      Weapons of Self Destruction: Zak Pym Williams and the Cultivation of Mental Wellness

      By: Lauren Cohen, Ronnie Stangler and Grace Headinger
      Zak Pym Williams, mental health advocate, grappled with the question of how to create a proactive mental health family environment for his children. Having witnessed how mental health challenges such as addiction and depression had impacted the past four generations of... View Details
      Keywords: Family; U.S.; Mental Health; Family Business; Entertainment; Values and Beliefs; Ethics; Leading Change; Family and Family Relationships; Well-being; Social Issues; Entertainment and Recreation Industry; United States; California
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      Cohen, Lauren, Ronnie Stangler, and Grace Headinger. "Weapons of Self Destruction: Zak Pym Williams and the Cultivation of Mental Wellness." Harvard Business School Case 223-033, October 2022.
      • October 2022 (Revised June 2024)
      • Case

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details
      Keywords: Decarbonization; Climate Change; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Environmental Management; Environmental Sustainability; Accounting; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Transportation Industry; Auto Industry; Battery Industry; Germany; China; United States; Europe
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Case 123-008, October 2022. (Revised June 2024.)
      • September 2022 (Revised May 2024)
      • Case

      Navya: Steering toward a Driverless Future

      By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
      In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise... View Details
      Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States
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      De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised May 2024.)
      • September 2022
      • Case

      HPP: Tapping the Netherlands’ Potential

      By: Brian Trelstad and Idelès Kaandorp
      Stichting Het Potentieel Pakken (HPP) was launched to solve a systemic problem in the Dutch Labor Market: gender inequity that was leading to a large number of women to work part-time in fields that were in desperately short supply of labor, like health care, child... View Details
      Keywords: COVID-19 Pandemic; Grants; Scaling And Growth; Nonprofit Organizations; Opportunities; Gender; Income; Employment; Health Care and Treatment; Human Capital; Mission and Purpose; Motivation and Incentives; Growth and Development Strategy; Employment Industry; Health Industry; Education Industry; Consulting Industry; Europe; Netherlands
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      Trelstad, Brian, and Idelès Kaandorp. "HPP: Tapping the Netherlands’ Potential." Harvard Business School Case 323-024, September 2022.
      • September 2022
      • Article

      Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews

      By: Dennis W. Campbell and Ruidi Shang
      This paper examines whether information extracted via text-based statistical methods applied to employee reviews left on the website Glassdoor.com can be used to develop indicators of corporate misconduct risk. We argue that inside information on the incidence of... View Details
      Keywords: Management Accounting; Management Control; Corporate Culture; Corporate Misconduct; Risk Measurement; Organizational Culture; Crime and Corruption; Risk and Uncertainty; Measurement and Metrics
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      Campbell, Dennis W., and Ruidi Shang. "Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews." Management Science 68, no. 9 (September 2022): 7034–7053.
      • August 2022
      • Exercise

      Joy4Home Brands: Pricing Matters

      By: Elie Ofek, Oded Koenigsberg and Marco Bertini
      Joy4Home Brands, the maker of novel houseware items, was gearing up for its launch. The company would be introducing two lines: kitchenware products and storage containers. The initial go-to-market plan called for a direct to consumer (DTC) channel strategy. While... View Details
      Keywords: DTC; Pricing Decisions; B2B; Product Marketing; Product Launch; Marketing Strategy; Business Model; Opportunities; Consumer Products Industry
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      Ofek, Elie, Oded Koenigsberg, and Marco Bertini. "Joy4Home Brands: Pricing Matters." Harvard Business School Exercise 523-709, August 2022.
      • August 2022 (Revised February 2023)
      • Case

      NewLab: Scaling an Innovation Engine

      By: Tarun Khanna and George Gonzalez
      Silicon Valley-veteran Shaun Stewart is the CEO of NewLab, a dynamic technology hub headquartered in the storied Brooklyn Navy Yard. Founded in 2016, NewLab fostered a community of entrepreneurs, corporate and government partners, and investors, all seeking to apply... View Details
      Keywords: Entrepreneurship; Social and Collaborative Networks; Global Range; Partners and Partnerships; Networks; Growth and Development Strategy; Opportunities; Brooklyn
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      Khanna, Tarun, and George Gonzalez. "NewLab: Scaling an Innovation Engine." Harvard Business School Case 723-364, August 2022. (Revised February 2023.)
      • August 2022
      • Teaching Plan

      Janet Ames (A), (B), (C), (D)

      By: Brian Trelstad
      Teaching Plan for HBS Case Nos. 320-076, 320-077, 320-078, and 322-051. The series of Janet Ames cases follow a fictional alumna of Harvard Business School into her consulting career in Boston. Over the series of cases, Ames is first offered the opportunity to join... View Details
      Keywords: Philanthropy; Board; Non-profit Management; Career Changes And Transitions; Evaluation; Personal Development and Career; Opportunities; Decision Choices and Conditions; Philanthropy and Charitable Giving; Governing and Advisory Boards; Social Enterprise; Social Entrepreneurship; Nonprofit Organizations; Management; United States
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      Trelstad, Brian. "Janet Ames (A), (B), (C), (D)." Harvard Business School Teaching Plan 323-025, August 2022.
      • 2022
      • Article

      Towards Robust Off-Policy Evaluation via Human Inputs

      By: Harvineet Singh, Shalmali Joshi, Finale Doshi-Velez and Himabindu Lakkaraju
      Off-policy Evaluation (OPE) methods are crucial tools for evaluating policies in high-stakes domains such as healthcare, where direct deployment is often infeasible, unethical, or expensive. When deployment environments are expected to undergo changes (that is, dataset... View Details
      Keywords: Analytics and Data Science; Research
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      Singh, Harvineet, Shalmali Joshi, Finale Doshi-Velez, and Himabindu Lakkaraju. "Towards Robust Off-Policy Evaluation via Human Inputs." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 686–699.
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