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      • 2022
      • Article

      A Human-Centric Take on Model Monitoring

      By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
      Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details
      Keywords: AI and Machine Learning; Research and Development; Demand and Consumers
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      Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
      • November–December 2022
      • Article

      Can AI Really Help You Sell?: It Can, Depending on When and How You Implement It

      By: Jim Dickie, Boris Groysberg, Benson P. Shapiro and Barry Trailer
      Many salespeople today are struggling; only 57% of them make their annual quotas, surveys show. One problem is that buying processes have evolved faster than selling processes, and buyers today can access a wide range of online resources that let them evaluate products... View Details
      Keywords: Sales; AI and Machine Learning; Customers
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      Dickie, Jim, Boris Groysberg, Benson P. Shapiro, and Barry Trailer. "Can AI Really Help You Sell? It Can, Depending on When and How You Implement It." Harvard Business Review 100, no. 6 (November–December 2022): 120–129.
      • October 2022 (Revised June 2025)
      • Case

      Lyra Health: Transforming Mental Health

      By: Rembrand Koning and Nicole Keller
      In January 2022, Lyra Health was deciding between several different alternatives to grow the business. Founded in 2015, Lyra Health was a digital mental health platform that combined technology with human therapists and coaches to deliver high quality mental health... View Details
      Keywords: Mental Health; Health Care and Treatment; Corporate Entrepreneurship; Customer Value and Value Chain; Growth and Development Strategy; Expansion; Health Industry; Technology Industry; San Francisco
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      Koning, Rembrand, and Nicole Keller. "Lyra Health: Transforming Mental Health." Harvard Business School Case 723-365, October 2022. (Revised June 2025.)
      • October 2022 (Revised September 2023)
      • Case

      SolarWinds Confronts SUNBURST (A)

      By: Frank Nagle, George A. Riedel, William R. Kerr and David Lane
      On December 12, 2020, SolarWinds learned that malware had been inserted in its software, potentially granting hackers access to thousands and thousands of its 300,000 customers. General Counsel Jason Bliss needed to orchestrate the company response without knowing how... View Details
      Keywords: Cyberattacks; Cybersecurity; Corporate Disclosure; Crisis Management; Customer Focus and Relationships; Legal Liability; Information Technology Industry; United States
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      Nagle, Frank, George A. Riedel, William R. Kerr, and David Lane. "SolarWinds Confronts SUNBURST (A)." Harvard Business School Case 723-357, October 2022. (Revised September 2023.)
      • October 2022 (Revised September 2023)
      • Supplement

      SolarWinds Confronts SUNBURST (B)

      By: Frank Nagle, George A. Riedel, William R. Kerr and David Lane
      Supplements the (A) case, describing actions taken by SolarWinds as well as by regulatory agencies in the aftermath of the immediate crisis. The case also includes reflections by SolarWinds managers on the choices they made with respect to disclosure, media relations,... View Details
      Keywords: Cyberattacks; Cybersecurity; Corporate Disclosure; Crisis Management; Customer Focus and Relationships; Legal Liability; Governance Compliance; Business and Government Relations; Information Technology Industry; United States
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      Nagle, Frank, George A. Riedel, William R. Kerr, and David Lane. "SolarWinds Confronts SUNBURST (B)." Harvard Business School Supplement 723-368, October 2022. (Revised September 2023.)
      • October 2022
      • Case

      Ethena: A Go-to-Market Dilemma

      By: Rembrand Koning and Stacy Straaberg
      In November 2021, Roxanne Petraeus and Anne Solmssen, founders of Brooklyn-based software-as-a-service (SaaS) startup Ethena, were looking to expand their compliance training business. The founders hired Arnie Gullov-Singh, an outside revenue consultant, to advise on... View Details
      Keywords: Decision Choices and Conditions; Judgments; Growth and Development Strategy; Business or Company Management; Business Strategy; Expansion; Segmentation; Technology Industry; United States; New York (state, US)
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      Koning, Rembrand, and Stacy Straaberg. "Ethena: A Go-to-Market Dilemma." Harvard Business School Case 723-363, October 2022.
      • October 2022 (Revised September 2024)
      • Case

      mPharma: Scaling Access to Affordable Primary Care in Africa

      By: Regina E. Herzlinger and Ben Creo
      mPharma hopes to scale up to create the largest pan-African healthcare company ever to provide much-needed primary care in retail pharmacies; a reliable, fairly priced supply of drugs; and micro-insurance for drugs. They must prioritize launching a telemedicine... View Details
      Keywords: Africa; Pharmaceutical Companies; Pharmacy Benefit Manager; Health Care; Health Care And Treatment; Health Care Costs; Health Care Delivery; Health Care Entrepreneurship; Telehealth; Health Equity; Corporate Strategy; Social Entrepreneurship; Equity; Growth and Development Strategy; Expansion; Product Launch; Customer Value and Value Chain; Social Enterprise; Multinational Firms and Management; Pharmaceutical Industry; Health Industry; Africa
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      Herzlinger, Regina E., and Ben Creo. "mPharma: Scaling Access to Affordable Primary Care in Africa." Harvard Business School Case 323-033, October 2022. (Revised September 2024.)
      • October 2022 (Revised September 2024)
      • Case

      Podimetrics: Next Steps for Diabetes Cases

      By: Regina E. Herzlinger and Ben Creo
      Podimetrics, a virtual care management company treating adults with acute diabetes, sat at the intersection of medical device technology, digital health, and health services. Its SmartMat had demonstrated that it could help prevent amputations and that people with... View Details
      Keywords: Health Care; Health Care Delivery; Health Care Entrepreneurship; Health Care Outcomes; Diabetes; Chronic Disease; Chronic Illness; Health Care and Treatment; Health Disorders; Medical Specialties; Technological Innovation; Innovation Strategy; Product Development; Business Model; Customer Focus and Relationships; Medical Devices and Supplies Industry; Health Industry
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      Herzlinger, Regina E., and Ben Creo. "Podimetrics: Next Steps for Diabetes Cases." Harvard Business School Case 323-015, October 2022. (Revised September 2024.)
      • October 2022
      • Supplement

      Framebridge (A): Pitch Deck Supplement

      By: Rembrand Koning and Alicia Dadlani
      Early pitch deck. This document is a supplement to Framebridge (A): Reimagining Custom Framing 723-352. View Details
      Keywords: Startup; Robotics; Framing; Retail; Business Startups; Business Strategy; Entrepreneurship; Consumer Products Industry; United States; District of Columbia; Kentucky
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      Koning, Rembrand, and Alicia Dadlani. "Framebridge (A): Pitch Deck Supplement." Harvard Business School Supplement 723-376, October 2022.
      • October 2022 (Revised November 2023)
      • Case

      Framebridge (A): Reimagining Custom Framing

      By: Rembrand Koning and Alicia Dadlani
      In December 2018, Susan Tynan, founder and CEO of Framebridge, a four-year-old venture-backed startup that sold online custom framing, formulated plans for the future. Her vision was to revolutionize the $4 billion industry by making custom framing easy, transparent,... View Details
      Keywords: Business Startups; Business Strategy; Entrepreneurship; Operations; Consumer Products Industry; United States; District of Columbia; Kentucky
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      Koning, Rembrand, and Alicia Dadlani. "Framebridge (A): Reimagining Custom Framing." Harvard Business School Case 723-352, October 2022. (Revised November 2023.)
      • September–October 2022
      • Article

      Should Your Company Sell on Amazon?: Reach Comes at a Price

      By: Ayelet Israeli, Leonard A. Schlesinger, Matt Higgins and Sabir Semerkant
      Selling on Amazon allows brands to reach millions of consumers—but that exposure comes with costs. They include smaller margins, more competition, the risk of commoditization, and less knowledge about customers. In this article, the authors present a scorecard to... View Details
      Keywords: Retail; Retailing; Online Business; Ecommerce; E-commerce; E-Commerce Strategy; Omnichannel Retail; Omnichannel Retailing; Amazon; Amazon.com; Sales; Digital Marketing; Internet and the Web; Business Model; Retail Industry; Consumer Products Industry; Fashion Industry; Advertising Industry; Battery Industry; Apparel and Accessories Industry; Beauty and Cosmetics Industry; Distribution Industry; Electronics Industry; Food and Beverage Industry; United States
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      Israeli, Ayelet, Leonard A. Schlesinger, Matt Higgins, and Sabir Semerkant. "Should Your Company Sell on Amazon? Reach Comes at a Price." Harvard Business Review 100, no. 5 (September–October 2022): 38–46.
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
      • September 2022
      • Case

      Proactive for Her

      By: Rembrand Koning and Kairavi Dey
      Proactive for Her began amid the COVID-19 pandemic, in August 2020 as a digital platform to provide accessible, evidence-based, primary, preventive non-judgmental healthcare services for Indian women, who were often dissuaded from seeking help as premarital sex and... View Details
      Keywords: Women's Health; Healthcare; India; Start-up; Telehealth; Digital Platforms; Health Care and Treatment; Customer Focus and Relationships; Business Startups; Health Industry; Asia; South Asia; India
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      Koning, Rembrand, and Kairavi Dey. "Proactive for Her." Harvard Business School Case 723-351, September 2022.
      • September 2022
      • Case

      AllSpice: GitHub for Hardware Engineers

      By: Jeffrey J. Bussgang and Mel Martin
      AllSpice, a software-as-a-service company that built a GitHub-like revision control tool for hardware engineers, was in the midst of preparing for rapid scale when the 2022 market downturn left them with big decisions to make. Cofounder and CEO Valentina Ratner had to... View Details
      Keywords: Scaling; SaaS; Strategy; Marketing; Growth and Development Strategy; Resource Allocation; Customer Focus and Relationships; Technology Industry; Electronics Industry; United States
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      Bussgang, Jeffrey J., and Mel Martin. "AllSpice: GitHub for Hardware Engineers." Harvard Business School Case 823-022, September 2022.
      • September 2022 (Revised January 2023)
      • Case

      DBS: Purpose-Driven Transformation

      By: Ranjay Gulati, Adina Wong, Dawn H. Lau and Joseph Mesfin
      Singapore-based bank DBS went through three waves of purpose-driven transformation, overhauling the bank’s systems, upgrading employee skills, and re-centering its customer focus, with the bank’s purpose growing bolder with each key milestone achieved. Find out how the... View Details
      Keywords: Transformation; Alignment; Business Strategy; Balanced Scorecard; Technology Adoption; Mission and Purpose; Change Management; Banking Industry; Financial Services Industry; Asia; Singapore
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      Gulati, Ranjay, Adina Wong, Dawn H. Lau, and Joseph Mesfin. "DBS: Purpose-Driven Transformation." Harvard Business School Case 423-022, September 2022. (Revised January 2023.)
      • September 6, 2022
      • Article

      Creating a Platform for Costless Personalization in Clothing

      By: Shane Greenstein
      This study analyzes the role of co-invention in the creation of a platform for print-on-demand-clothing, or PODC. Co-invention is the invention of a new business process to complement new technology, and turn it into a valuable commercial service. PODC copies a design... View Details
      Keywords: Print-on-demand-clothing; Customization and Personalization; Digital Platforms; Apparel and Accessories Industry
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      Greenstein, Shane. "Creating a Platform for Costless Personalization in Clothing." Frontiers in Research Metrics and Analytics (September 6, 2022).
      • 2025
      • Working Paper

      Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      Most online sales worldwide take place in marketplaces that connect sellers and buyers. The presence of numerous third-party sellers leads to a proliferation of listings for each product, making it difficult for customers to choose between the available options. Online... View Details
      Keywords: Algorithms; E-commerce; Sales; Digital Marketing; Internet and the Web; Customer Satisfaction
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces." Working Paper, 2025.
      • August 2022 (Revised October 2023)
      • Case

      Bajaj Finance: Building an Omnipresent Financial Services Firm

      By: Das Narayandas and Rachna Tahilyani
      Bajaj Finance, India’s largest consumer finance firm with $20.9 billion of assets across 50.5 million customers, is on a journey to transform itself from a traditional firm that sells loans and other financial products through brick-and-mortar outlets to an omnipresent... View Details
      Keywords: Financial Institutions; Transformation; Financial Instruments; Customer Satisfaction; Internet and the Web; Customer Focus and Relationships; India
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      Narayandas, Das, and Rachna Tahilyani. "Bajaj Finance: Building an Omnipresent Financial Services Firm." Harvard Business School Case 523-040, August 2022. (Revised October 2023.)
      • August 2022 (Revised June 2024)
      • Exercise

      How Should Netflix Add an Ad-Supported Tier?

      By: Elie Ofek and Olivier Toubia
      In the summer of 2022, it became clear that Netflix would introduce an ad-supported tier alongside its existing subscription plans in the near future. Speculation abounded as to the details of the new tier: How many minutes of advertising would it include? What picture... View Details
      Keywords: Pricing; Television Industry; Price; Marketing Strategy; Digital Platforms; Customer Value and Value Chain; Competitive Strategy; Customer Satisfaction; Entertainment and Recreation Industry
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      Ofek, Elie, and Olivier Toubia. "How Should Netflix Add an Ad-Supported Tier?" Harvard Business School Exercise 523-033, August 2022. (Revised June 2024.)
      • 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.
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