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      • January 2021 (Revised March 2022)
      • Case

      Arçelik: From a Dealer Network to an Omnichannel Experience

      By: Ayelet Israeli and Fares Khrais
      Arçelik Turkey, the country’s market leader in household appliances, was at an omnichannel crossroads in January 2020. Arçelik was a B2B player utilizing a dealership network with an umbrella of brands and had one of the largest brick-and-mortar store networks in... View Details
      Keywords: Digital Marketing; Bricks And Mortar; Franchise Management; Franchising; Dealer Network; Dealers; B2B; B2B2C; Tradition; Culture Change; Cultural Adaptation; Omnichannel; Omnichannel Retail; Omni-channel; Omnichannel Retailing; Sales Channels; Sales Channel Development; Channel Management; Channels Of Distribution; Marketplace; Platforms; Collaboration; Online Channel; Online Data; Online Sales; Online Shopping; Online; Retail; Retailing; Disruption; Transformation; Franchise Ownership; Change Management; Partners and Partnerships; Consumer Behavior; Sales; Internet and the Web; Marketing Strategy; Conflict and Resolution; Conflict Management; Organizational Culture; Distribution Channels; Digital Transformation; Digital Platforms; Electronics Industry; Retail Industry; Consumer Products Industry; Turkey
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      Israeli, Ayelet, and Fares Khrais. "Arçelik: From a Dealer Network to an Omnichannel Experience." Harvard Business School Case 521-067, January 2021. (Revised March 2022.)
      • January 2021 (Revised March 2021)
      • Supplement

      E-Commerce Analytics for CPG Firms (A): Estimating Sales

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Estimation; Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Bricks And Mortar; Ecommerce; Analytics and Data Science; Analysis; Sales; Goods and Commodities; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Spreadsheet Supplement 521-712, January 2021. (Revised March 2021.)
      • January 2021 (Revised March 2021)
      • Exercise

      E-Commerce Analytics for CPG Firms (A): Estimating Sales

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Estimation; Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Bricks And Mortar; Ecommerce; Direct-to-consumer; DTC; Analytics and Data Science; Sales; Marketing; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Exercise 521-078, January 2021. (Revised March 2021.)
      • January 2021
      • Supplement

      E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Online Channel; Retail; Retail Analytics; Retailing Industry; Data; Data Sharing; Ecommerce; Assortment Optimization; Assortment Planning; Analytics and Data Science; Retention; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Spreadsheet Supplement 521-713, January 2021.
      • January 2021
      • Exercise

      E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Ecommerce; CRM; Loyalty Management; Assortment Planning; Assortment Optimization; Lifetime Value (LTV); Analytics and Data Science; Analysis; Retention; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Exercise 521-079, January 2021.
      • January 2021 (Revised March 2021)
      • Supplement

      E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Grocery Delivery; Margins; Retention; Analytics and Data Science; Analysis; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 521-714, January 2021. (Revised March 2021.)
      • January 2021 (Revised March 2021)
      • Exercise

      E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      By: Ayelet Israeli and Fedor (Ted) Lisitsyn
      The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Grocery Delivery; Margins; Analytics and Data Science; Retention; E-commerce; Retail Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Exercise 521-080, January 2021. (Revised March 2021.)
      • January 2021 (Revised October 2024)
      • Case

      Aptiv PLC Board of Directors (A)

      By: Lynn S. Paine and Will Hurwitz
      Aptiv’s board must decide whether a joint venture with an auto maker is the right next step in the company’s efforts to develop and commercialize a production-ready autonomous driving system. While many commentators believed that Aptiv’s self-driving technologies had... View Details
      Keywords: Automotive Industry; Bankruptcy Reorganization; Board Of Directors; Board Committees; Board Decisions; Board Dynamics; Corporate Boards; Innovation And Strategy; Legal Aspects Of Business; Spin Off; Strategic Alliances; Strategic Change; Strategic Evolution; Supplier Relationships; Technological Change; Corporate Governance; Governing and Advisory Boards; Innovation Strategy; Going Public; Joint Ventures; Leadership; Restructuring; Technological Innovation; Transformation; Auto Industry; Europe; United States
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      Paine, Lynn S., and Will Hurwitz. "Aptiv PLC Board of Directors (A)." Harvard Business School Case 321-050, January 2021. (Revised October 2024.)
      • January 2021
      • Article

      Machine Learning for Pattern Discovery in Management Research

      By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
      Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
      Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
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      Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
      • December 2020 (Revised May 2021)
      • Technical Note

      Tales of Life-changing Innovations: Beyond Traditional X-rays | Note on the Development of Computed Tomography (through the 1990s)

      By: Amar Bhidé, Srikant M. Datar and Katherine Stebbins
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      Bhidé, Amar, Srikant M. Datar, and Katherine Stebbins. "Tales of Life-changing Innovations: Beyond Traditional X-rays | Note on the Development of Computed Tomography (through the 1990s)." Harvard Business School Technical Note 321-055, December 2020. (Revised May 2021.)
      • December 2020
      • Supplement

      Tokio Marine Group (B)

      By: David J. Collis, Nobuo Sato and Akiko Kanno
      Updates the Tokio Marine (A) case by providing information on the organisation structure adopted by the Japanese insurance firm as it moved to integrate its global operations, along with changes in HR policies that sought to balance traditional Japanese practices with... View Details
      Keywords: Organisational Design; Organization Structure; Culture; Global Strategy; Organizational Design; Organizational Structure; Organizational Culture; Values and Beliefs; Human Resources; Insurance Industry; Japan
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      Collis, David J., Nobuo Sato, and Akiko Kanno. "Tokio Marine Group (B)." Harvard Business School Supplement 721-418, December 2020.
      • December 2020
      • Article

      Taking Innovation to the Streets: Micro-geography, Physical Structure and Innovation

      By: Maria P. Roche
      In this paper, we analyze how the physical layout of cities affects innovation by influencing the organization of knowledge exchange. We exploit a novel data set covering all Census Block Groups in the contiguous United States with information on innovation outcomes,... View Details
      Keywords: Microgeography; Innovation; Street Infrastructure; Knowledge Exchange; Interactions; Geography; City; Innovation and Invention; Knowledge Sharing
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      Roche, Maria P. "Taking Innovation to the Streets: Micro-geography, Physical Structure and Innovation." Review of Economics and Statistics 102, no. 5 (December 2020): 912–928.
      • November 2020
      • Case

      Truebird—An AlleyCorp Venture

      By: Shikhar Ghosh and Shweta Bagai
      In December 2018, Kevin Ryan and Wendy Tsu faced an important decision – to finalize the CEO candidate for Truebird, an innovative, automated coffee café concept. Like many of AlleyCorp and Ryan’s companies, Truebird started with the observation of an unmet need – an... View Details
      Keywords: Startup; Hiring; Staffing; Recruiting; Business Startups; Finance; Leadership; Management Skills; Management Teams; Jobs and Positions; Job Interviews; Human Resources; Recruitment; Selection and Staffing; Technology Industry; Food and Beverage Industry; United States
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      Ghosh, Shikhar, and Shweta Bagai. "Truebird—An AlleyCorp Venture." Harvard Business School Case 821-030, November 2020.
      • November 2020
      • Case

      Guild Education: Unlocking Opportunity for America's Workforce

      By: William A. Sahlman, Michael D. Smith, Nicole Tempest Keller and Alpana Thapar
      Founded in 2015, Guild Education is an education marketplace that connects employers and universities to provide employees with ‘education as a benefit.’ The Denver-based company is transforming traditional tuition assistance programs by facilitating direct payment by... View Details
      Keywords: Education; Digital Platforms; Information Technology; Employees; Social Enterprise; Education Industry; Technology Industry; Colorado
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      Sahlman, William A., Michael D. Smith, Nicole Tempest Keller, and Alpana Thapar. "Guild Education: Unlocking Opportunity for America's Workforce." Harvard Business School Case 821-050, November 2020.
      • November 2020
      • Article

      Disrupting the Disruptors or Enhancing Them? How Blockchain Re‐Shapes Two‐Sided Platforms

      By: Daniel Trabucchi, Antonella Moretto, Tommaso Buganza and Alan MacCormack
      The importance of platform‐based businesses in the modern economy is growing continuously and becoming increasingly relevant. Specifically, the deployment of digital technologies has enhanced the applicability of two‐sided business models, enabling companies to act not... View Details
      Keywords: Blockchain; Two-Sided Platforms; Business Model; Innovation and Invention; Technological Innovation
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      Trabucchi, Daniel, Antonella Moretto, Tommaso Buganza, and Alan MacCormack. "Disrupting the Disruptors or Enhancing Them? How Blockchain Re‐Shapes Two‐Sided Platforms." Journal of Product Innovation Management 37, no. 6 (November 2020): 552–574.
      • Article

      Returnable Reciprocity: Returnable Gifts Are More Effective than Unreturnable Gifts at Promoting Virtuous Behaviors

      By: J.J. Zlatev and Rogers, T.
      Increasing virtuous behaviors, such as initiating healthy habits, is an important goal for policymakers and social scientists. To promote compliance with requests to perform virtuous behaviors, we study “returnable reciprocity.” Whereas traditional reciprocity involves... View Details
      Keywords: Nudges; Reciprocity; Want-should Conflicts; Wellness; Health; Behavior; Change; Well-being
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      Zlatev, J.J., and Rogers, T. "Returnable Reciprocity: Returnable Gifts Are More Effective than Unreturnable Gifts at Promoting Virtuous Behaviors." Organizational Behavior and Human Decision Processes 161, Supplement (November 2020): 74–84.
      • October 2020 (Revised December 2020)
      • Case

      AfricInvest: A Pan-African Investment Platform

      By: Victoria Ivashina and Youssef Abdel Aal
      The case is set in December 2018, when Ziad Oueslati, co-managing director and co-founder of AfricInvest, a leading pan-African private equity firm headquartered in Tunisia, was reflecting on the future direction of his firm. AfricInvest started as a traditional small... View Details
      Keywords: Finance; Private Equity; Venture Capital; Strategy; Governance; Financial Services Industry; Tunisia; Africa; Middle East
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      Ivashina, Victoria, and Youssef Abdel Aal. "AfricInvest: A Pan-African Investment Platform." Harvard Business School Case 221-037, October 2020. (Revised December 2020.)
      • October 2020 (Revised May 2023)
      • Exercise

      SenseAim Technologies: Pricing to Win

      By: Elie Ofek, Eyal Biyalogorsky, Marco Bertini and Oded Koenigsberg
      This exercise serves to help students understand the proper role and use of costs in a firm’s pricing decisions. The exercise is designed such that the learning of students evolves across a classroom session, starting from understanding which costs are relevant when... View Details
      Keywords: Pricing Decisions; Cost; Information; Price; Decision Making
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      Ofek, Elie, Eyal Biyalogorsky, Marco Bertini, and Oded Koenigsberg. "SenseAim Technologies: Pricing to Win." Harvard Business School Exercise 521-049, October 2020. (Revised May 2023.)
      • October 2020 (Revised March 2021)
      • Case

      Pete Carroll: Building a Winning Organization through Purpose, Caring, and Inclusion

      By: Ranjay Gulati, Matthew Breitfelder and Monte Burke
      Competing at the highest levels of the National Football League (NFL) requires tremendous skill, dedication and persistence. The most successful coaches in the NFL know how to draw out a higher level of performance and consistency from their players. This is typically... View Details
      Keywords: National Football League; Leadership Style; Organizational Culture; Mission and Purpose; Relationships; Performance; Success; Sports; Sports Industry
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      Gulati, Ranjay, Matthew Breitfelder, and Monte Burke. "Pete Carroll: Building a Winning Organization through Purpose, Caring, and Inclusion." Harvard Business School Case 421-020, October 2020. (Revised March 2021.)
      • September 2020
      • Case

      The Black New Venture Competition

      By: Karen Mills, Jeffrey J. Bussgang, Martin Sinozich and Gabriella Elanbeck
      Black entrepreneurs encounter many unique obstacles when raising capital to start and grow a business. During their second year at Harvard Business School (HBS), MBA students Kimberly Foster and Tyler Simpson decided to do something to make a difference for... View Details
      Keywords: Startup; Start-up; Startup Financing; Startups; Start-ups; African-American Protagonist; African-american Entrepreneurs; African-american Investors; African-Americans; African-American Women; Black Leadership; Black Inventors; Black Entrepreneurs; Harvard Business School; Harvard; Business And Society; Early Stage Funding; Early Stage Finance; Technology Entrepreneurship; Discrimination; Technology Ventures; Entrepreneurial Finance; Entrepreneurial Financing; Business Plan; Business Startups; Business Ventures; Financing and Loans; Business Growth and Maturation; Diversity; Gender; Race; Entrepreneurship; Venture Capital; Small Business; Leadership; Information Technology; Competition; Technology Industry
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      Mills, Karen, Jeffrey J. Bussgang, Martin Sinozich, and Gabriella Elanbeck. "The Black New Venture Competition." Harvard Business School Case 821-029, September 2020.
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