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      • September 2023 (Revised August 2024)
      • Case

      Avive: Resuscitating a Defibrillator from the Regulatory Brink

      By: Satish Tadikonda and William Marks
      Avive Solutions set out to create a better Automatic External Defibrillator (AED) that would solve many of the problems with existing solutions, including lack of connectivity, difficulty-of-use and requiring prior training for successful use of the device, data... View Details
      Keywords: Technological Innovation; Product Development; Business and Government Relations; Research and Development; Medical Devices and Supplies Industry; United States
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      Tadikonda, Satish, and William Marks. "Avive: Resuscitating a Defibrillator from the Regulatory Brink." Harvard Business School Case 824-070, September 2023. (Revised August 2024.)
      • September 2023
      • Article

      Measuring Time Use in Rural India: Design and Validation of a Low-Cost Survey Module

      By: Erica Field, Rohini Pande, Natalia Rigol, Simone Schaner, Elena Stacy and Charity Troyer Moore
      Time use data can help us understand individual labor supply choices, especially for women who often provide unpaid care and home production. Although enumerator-assisted diary-based time use data collection is suitable for low-literacy populations, it is costly and... View Details
      Keywords: Time Use; Measurement and Metrics; Gender; Labor
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      Field, Erica, Rohini Pande, Natalia Rigol, Simone Schaner, Elena Stacy, and Charity Troyer Moore. "Measuring Time Use in Rural India: Design and Validation of a Low-Cost Survey Module." Journal of Development Economics 164 (September 2023): 103105.
      • August 2023 (Revised March 2024)
      • Case

      Arla Foods: Data-Driven Decarbonization (A)

      By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal
      The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details
      Keywords: Dairy Industry; Business Earnings; Agribusiness; Animal-Based Agribusiness; Acquisition; Mergers and Acquisitions; Decision Making; Decisions; Voting; Environmental Management; Climate Change; Environmental Regulation; Environmental Sustainability; Green Technology; Pollution; Moral Sensibility; Values and Beliefs; Financial Strategy; Price; Profit; Revenue; Food; Geopolitical Units; Global Strategy; Ownership Type; Cooperative Ownership; Performance Efficiency; Performance Evaluation; Problems and Challenges; Natural Environment; Science-Based Business; Business Strategy; Commercialization; Cooperation; Corporate Strategy; Food and Beverage Industry; Agriculture and Agribusiness Industry; Europe; United Kingdom; European Union; Germany; Denmark; Sweden; Luxembourg; Belgium
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      Parzen, Michael, Michael W. Toffel, Susan Pinckney, and Amram Migdal. "Arla Foods: Data-Driven Decarbonization (A)." Harvard Business School Case 624-003, August 2023. (Revised March 2024.)
      • August 2023 (Revised January 2024)
      • Supplement

      Arla Foods: Data-Driven Decarbonization (B)

      By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal
      The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details
      Keywords: Dairy Industry; Earnings Management; Environmental Accounting; Animal-Based Agribusiness; Mergers and Acquisitions; Decisions; Voting; Climate Change; Environmental Regulation; Environmental Sustainability; Green Technology; Pollution; Moral Sensibility; Values and Beliefs; Financial Strategy; Price; Profit; Revenue; Food; Geopolitical Units; Cross-Cultural and Cross-Border Issues; Global Strategy; Cooperative Ownership; Performance Efficiency; Performance Evaluation; Problems and Challenges; Natural Environment; Science-Based Business; Business Strategy; Commercial Banking; Cooperation; Corporate Strategy; Motivation and Incentives; Food and Beverage Industry; Agriculture and Agribusiness Industry; Europe; United Kingdom; European Union; Denmark; Sweden; Luxembourg; Belgium
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      Parzen, Michael, Michael W. Toffel, Susan Pinckney, and Amram Migdal. "Arla Foods: Data-Driven Decarbonization (B)." Harvard Business School Supplement 624-036, August 2023. (Revised January 2024.)
      • August 2023
      • Case

      Stay or Go? Sarah Reynolds at Kensington Partners

      By: David G. Fubini, Amr Seifeldin and Patrick Sanguineti
      Sarah Reynolds, a Partner at the global Kensington Partners strategy consulting firm, has headed the firm's Telecommunications Group for a few years. Thanks to her stellar track record with clients, she has brought the group, and herself, a range of accolades and... View Details
      Keywords: Consulting; Consulting Firms; Client Service; Career Management; Success; Time Management; Decision Choices and Conditions; Personal Development and Career
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      Fubini, David G., Amr Seifeldin, and Patrick Sanguineti. "Stay or Go? Sarah Reynolds at Kensington Partners." Harvard Business School Case 424-020, August 2023.
      • July 2023 (Revised February 2024)
      • Case

      Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (A)

      By: Stuart C. Gilson and Sarah L. Abbott
      In November 2018, Dell Technologies was poised to re-enter the public markets by means of a complex recapitalization that would replace an entire class of publicly-traded “tracking stock,” with new shares that would trade publicly without the need of a formal IPO. The... View Details
      Keywords: Technology; M&A; Recapitalization; MBO; Equity Issues; Private Equity Buyouts; Public Ownership; Stock Shares; Mergers and Acquisitions; Equity; Technology Industry; United States
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      Gilson, Stuart C., and Sarah L. Abbott. "Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (A)." Harvard Business School Case 224-005, July 2023. (Revised February 2024.)
      • June 2023 (Revised August 2023)
      • Background Note

      Subscription Models: Recurring Revenues for Lasting Growth

      By: Elie Ofek and Amy Konary
      This note offers a comprehensive exposition to subscription revenue models and aims to explain their recent rise. It covers the advantages to firms of employing a subscription-based approach to monetization (as opposed to “one-off” upfront payment), as well as the... View Details
      Keywords: Business Model; Revenue; Product Design
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      Ofek, Elie, and Amy Konary. "Subscription Models: Recurring Revenues for Lasting Growth." Harvard Business School Background Note 523-113, June 2023. (Revised August 2023.)
      • June 2023
      • Case

      Block: Creating an Ecosystem of Ecosystems

      By: Lauren Cohen, Richard Ryffel, Grace Headinger and Ruoshi Qi
      At Investor Day 2022, Block announced a new vision for its businesses: creating an ecosystem of ecosystems. Outside the norm for many public growth companies, Block had recently acquired a variety of new business streams in the creator economy and Bitcoin despite a... View Details
      Keywords: Business Growth; Fintech; Company Management; Growth Strategy; Innovation And Strategy; Acquisition; Business Growth and Maturation; Business Model; Change; Finance; Growth Management; Growth and Development Strategy; Innovation Strategy; Technological Innovation; Communication Strategy; Corporate Strategy; Business Strategy; Financial Services Industry; Technology Industry; United States; California; San Francisco
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      Cohen, Lauren, Richard Ryffel, Grace Headinger, and Ruoshi Qi. "Block: Creating an Ecosystem of Ecosystems." Harvard Business School Case 223-055, June 2023.
      • May 2023 (Revised May 2023)
      • Case

      Stay or Go? Sarah Reynolds Kensington Partners

      By: David G. Fubini, Amr Seifeldin and Patrick Sanguineti
      Sarah Reynolds, a relatively new Partner at the global Kensington Partners strategy consulting firm, has headed the firm's Telecommunications Group for a few years. Thanks to her stellar track record with clients, she has brought the group a range of accolades and... View Details
      Keywords: Consulting; Consulting Firms; Client Service; Career Management
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      Fubini, David G., Amr Seifeldin, and Patrick Sanguineti. "Stay or Go? Sarah Reynolds Kensington Partners." Harvard Business School Case 423-091, May 2023. (Revised May 2023.)
      • 2024
      • Working Paper

      Operational Impact of Communication Channels: Evidence from Last-Mile Delivery Services

      By: Natalie Epstein, Santiago Gallino and Antonio Moreno
      Communication channels are often used to improve customer satisfaction and behavior. This paper studies how they can be used to enhance operational performance.
      We partner with a last-mile delivery company and, through natural and field experiments, explore... View Details
      Keywords: Customer Satisfaction; Consumer Behavior; Logistics; Communication
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      Epstein, Natalie, Santiago Gallino, and Antonio Moreno. "Operational Impact of Communication Channels: Evidence from Last-Mile Delivery Services." Working Paper, August 2024.
      • April 12, 2023
      • Article

      Using AI to Adjust Your Marketing and Sales in a Volatile World

      By: Das Narayandas and Arijit Sengupta
      Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer... View Details
      Keywords: Forecasting and Prediction; AI and Machine Learning; Consumer Behavior; Technology Adoption; Competitive Advantage
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      Narayandas, Das, and Arijit Sengupta. "Using AI to Adjust Your Marketing and Sales in a Volatile World." Harvard Business Review Digital Articles (April 12, 2023).
      • Spring 2023
      • Article

      Incentive Contract Design and Employee-Initiated Innovation: Evidence from the Field

      By: Wei Cai, Susanna Gallani and Jee-Eun Shin
      This study examines how the design of incentive contracts for tasks defined as workers’ official responsibilities (i.e., standard tasks) influences workers’ propensity to engage in employee-initiated innovation (EII). EII corresponds to innovation activities that are... View Details
      Keywords: Employee-initiated Innovation; Contract Design; Rank-and-file; Extra-role Behaviors; Compensation and Benefits; Motivation and Incentives; Innovation and Management
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      Cai, Wei, Susanna Gallani, and Jee-Eun Shin. "Incentive Contract Design and Employee-Initiated Innovation: Evidence from the Field." Contemporary Accounting Research 40, no. 1 (Spring 2023): 292–323.
      • March 2023 (Revised June 2023)
      • Case

      Pratham 2.0: Sustaining Innovation

      By: Brian Trelstad, Samantha Webster and Malini Sen
      Pratham is a Mumbai-based nonprofit, which focuses on high-quality, low-cost, and replicable interventions to address gaps in India’s education system. From inception, it has pioneered innovation, from early childhood learning centers to adaptive literacy programs, to... View Details
      Keywords: Nonprofit; Talent Management; Innovation; Early Childhood Education; Social Entrepreneurship; Literacy; Leadership Development; Value Creation; Education Industry; Asia; Africa; India
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      Trelstad, Brian, Samantha Webster, and Malini Sen. "Pratham 2.0: Sustaining Innovation." Harvard Business School Case 323-003, March 2023. (Revised June 2023.)
      • 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.
      • February 2023
      • Supplement

      Performance Management at Afreximbank (B)

      By: Robert S. Kaplan, Siko Sikochi, Anna Ngarachu and Namrata Arora
      Supplements the (A) case. Founded in October 1993, the Cairo-based African Export-Import Bank (Afreximbank) was a specialized continental financial institution designed to address the low level of intra-African trade, the decline in financial flows to Africa, the... View Details
      Keywords: COVID-19 Pandemic; Performance Evaluation; Organizational Culture; Crisis Management; Banking Industry; Africa
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      Kaplan, Robert S., Siko Sikochi, Anna Ngarachu, and Namrata Arora. "Performance Management at Afreximbank (B)." Harvard Business School Supplement 123-043, February 2023.
      • January 2023 (Revised June 2024)
      • Case

      Zaoui & Co. (A): Consigliere for High Stakes M&A Transactions

      By: Ashish Nanda, Alex Kitsberg and Zack Kurtovich
      In September 2019, Zaoui & Co.’s close-knit team of professionals convened for their annual off-site. In its nine years of operation, the boutique investment bank founded by the brothers Michael (HBS ’83) and Yoel Zaoui (Stanford GSB ’88), had garnered a track record... View Details
      Keywords: Professional Service Firm; Entrepreneurship; Finance; Strategy; Investment Banking; Organizational Change and Adaptation; Growth and Development Strategy; Europe; United Kingdom
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      Nanda, Ashish, Alex Kitsberg, and Zack Kurtovich. "Zaoui & Co. (A): Consigliere for High Stakes M&A Transactions." Harvard Business School Case 723-399, January 2023. (Revised June 2024.)
      • January 2023
      • Case

      Cleave Therapeutics: Taking a Risk on Oncology Drug Discovery

      By: Regina Herzlinger and Brian Walker
      What should a successful executive (HBS Baker Scholar) assess as her next move as the CEO of a firm with a promising and yet uncertain new drug? Amy Burroughs’ mandate to successfully commercialize Cleave Therapeutics’ drug for a cancer with no current successful... View Details
      Keywords: Product Development; Leadership; Health Testing and Trials; Research and Development; Risk and Uncertainty; Financial Condition; Partners and Partnerships; Pharmaceutical Industry
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      Herzlinger, Regina, and Brian Walker. "Cleave Therapeutics: Taking a Risk on Oncology Drug Discovery." Harvard Business School Case 323-045, January 2023.
      • 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; Battery 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.)
      • October 2022
      • Case

      Beam Dental (A)

      By: Rembrand Koning and Alicia Dadlani
      In May 2014, Alex Frommeyer, cofounder and CEO of Kentucky-based Beam Dental, a seed-stage startup that developed connected toothbrushes that tracked brushing habits, needed to decide which strategy to pitch to a venture capital firm. The first pitch deck played to the... View Details
      Keywords: Business Startups; Business Strategy; Entrepreneurship; Financing and Loans; Presentations; Product Development; Insurance Industry; United States; Kentucky; Ohio
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      Koning, Rembrand, and Alicia Dadlani. "Beam Dental (A)." Harvard Business School Case 723-355, October 2022.
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