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      • 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–February 2021
      • Article

      Compensation Packages That Actually Drive Performance

      By: Boris Groysberg, Sarah Abbott, Michael R. Marino and Metin Aksoy
      By aligning executives’ financial incentives with company strategy, a firm can inspire its management to deliver superior results. But it can be hard to get pay packages right. In this article four experts break down the key elements of compensation and explain how to... View Details
      Keywords: Executive Compensation; Compensation and Benefits; Motivation and Incentives; Strategy; Performance
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      Groysberg, Boris, Sarah Abbott, Michael R. Marino, and Metin Aksoy. "Compensation Packages That Actually Drive Performance." Harvard Business Review 99, no. 1 (January–February 2021): 102–111.
      • 1 Jan 2021
      • Interview

      Encore Teams That Succeed with Amy Edmondson

      By: Amy C. Edmondson and Wanda Wallace
      Teams in which people are not afraid to speak up, to challenge, to risk saying a wild idea are teams with the best performance. Google has found that psychological safety is a key component of their best teams. Yet, people are afraid of causing trouble, looking... View Details
      Keywords: Psychological Safety; Organizational Culture; Trust; Groups and Teams; Performance Effectiveness
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      "Encore Teams That Succeed with Amy Edmondson." Out of the Comfort Zone (podcast), VoiceAmerica Talk Radio Network, January 1, 2021.
      • January–February 2021
      • Article

      How to Help (Without Micromanaging)

      By: Colin M. Fisher, Teresa M. Amabile and Julianna Pillemer
      Extensive research shows that when employees get hands-on managerial support, they perform better than when they’re left to their own devices, but unnecessary or unwanted help can be demoralizing and counterproductive. So how do you intervene constructively? The... View Details
      Keywords: Helping; Employees; Groups and Teams; Management
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      Fisher, Colin M., Teresa M. Amabile, and Julianna Pillemer. "How to Help (Without Micromanaging)." Harvard Business Review 99, no. 1 (January–February 2021): 123–127.
      • Article

      Memory and Representativeness

      By: Pedro Bordalo, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter and Andrei Shleifer
      We explore the idea that judgment by representativeness reflects the workings of episodic memory, especially interference. In a new laboratory experiment on cued recall, participants are shown two groups of images with different distributions of colors. We find that i)... View Details
      Keywords: Cued Recall; Interference; Similarity; Probabilistic Judgments; Heuristics And Biases
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      Bordalo, Pedro, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter, and Andrei Shleifer. "Memory and Representativeness." Psychological Review 128, no. 1 (January 2021): 71–85.
      • December 2020
      • Case

      Syngenta Group

      By: David E. Bell and Natalie Kindred
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      Bell, David E., and Natalie Kindred. "Syngenta Group." Harvard Business School Case 521-062, December 2020.
      • December 2020 (Revised March 2025)
      • Case

      Responsive Working at PepsiCo UK (A): Designing a Turnaround

      By: Amy C. Edmondson and Nancy Boghossian Staples
      Facing a significant decline in revenues in 2016, David Gwilliam, Head of Transformation at PepsiCo UK introduced a new way of working (“Responsive Working”), which encompasses a set of work practices and some new team structures. The work practices comprise a set of 9... View Details
      Keywords: SLAM Teams; Turnaround; Groups and Teams; Employees; Training; Decision Making; Planning; Performance Improvement; Consumer Products Industry; Manufacturing Industry; United Kingdom; Europe
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      Edmondson, Amy C., and Nancy Boghossian Staples. "Responsive Working at PepsiCo UK (A): Designing a Turnaround." Harvard Business School Case 621-076, December 2020. (Revised March 2025.)
      • 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 30, 2020
      • Editorial

      Don't Focus on the Most Expressive Face in the Audience

      By: Amit Goldenberg and Erika Weisz
      Research has shown that when speaking in front of a group, people’s attention tends to gets stuck on the most emotional faces, causing them to overestimate the group’s average emotional state. In this piece, the authors share two additional findings: First, the larger... View Details
      Keywords: Bias; Emotions; Perception
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      Goldenberg, Amit, and Erika Weisz. "Don't Focus on the Most Expressive Face in the Audience." Harvard Business Review (website) (November 30, 2020).
      • November 2020
      • Case

      Axis My India

      By: Ananth Raman, Ann Winslow and Kairavi Dey
      Pradeep Gupta founded Axis My India (AMI) as a printing and publishing company in 1998. In 2013, AMI expanded into consumer research and election forecasting. Although a relatively unknown entity, AMI predicted several election results accurately. Gupta describes AMI’s... View Details
      Keywords: Market Research; Operations; Management; Infrastructure; Logistics; Service Operations; Political Elections; Forecasting and Prediction; Asia; India
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      Raman, Ananth, Ann Winslow, and Kairavi Dey. "Axis My India." Harvard Business School Case 621-075, November 2020.
      • Article

      Going It Alone: Competition Increases the Attractiveness of Minority Status

      By: Erika L. Kirgios, Edward H. Chang and Katherine L. Milkman
      Past research demonstrates that people prefer to affiliate with others who resemble them demographically. However, we posit that when competing for scarce opportunities, strategic considerations moderate the strength of this tendency toward homophily. Across six... View Details
      Keywords: Homophily; Group Selection; Diversity; Gender; Race; Competition
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      Kirgios, Erika L., Edward H. Chang, and Katherine L. Milkman. "Going It Alone: Competition Increases the Attractiveness of Minority Status." Organizational Behavior and Human Decision Processes 161 (November 2020): 20–33.
      • 2020
      • Chapter

      The Group Malleability Intervention: Addressing Intergroup Conflicts by Changing Perceptions of Outgroup Malleability

      By: Amit Goldenberg, J. J. Gross and Eran Halperin
      Precise shifts in the ways people make sense of themselves, others, and social situations can help people flourish. This compelling handbook synthesizes the growing body of research on wise interventions—brief, nonclinical strategies that are "wise" to the impact of... View Details
      Keywords: Social Psychology; Personality
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      Goldenberg, Amit, J. J. Gross, and Eran Halperin. "The Group Malleability Intervention: Addressing Intergroup Conflicts by Changing Perceptions of Outgroup Malleability." Chap. 15 in Handbook of Wise Interventions: How Social Psychology Can Help People Change, edited by Gregory M. Walton and Alia J. Crum. New York, NY: Guilford Press, 2020.
      • October 2020 (Revised August 2022)
      • Case

      Union Square Hospitality Group: Hospitality Included

      By: Peter Boumgarden, Ryan W. Buell, Lamar Pierce and Richard Ryffel
      In 2015, Union Square Hospitality Group (USHG), helmed by famous restauranteur Danny Meyer, sent shockwaves through the restaurant industry by announcing the end of tipping in its restaurants. Under its new policy, Hospitality Included (HI), USHG would charge higher... View Details
      Keywords: Restaurants; Tipping; Revenue Sharing; Service Operations; Policy; Change; Human Resources; Management; Food and Beverage Industry
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      Boumgarden, Peter, Ryan W. Buell, Lamar Pierce, and Richard Ryffel. "Union Square Hospitality Group: Hospitality Included." Harvard Business School Case 621-047, October 2020. (Revised August 2022.)
      • 2020
      • Book

      China and Europe on the New Silk Road: Connecting Universities Across Eurasia

      By: Marijk C. van der Wende, William C. Kirby, Nian Cai Liu and Simon Marginson
      The global order, based on international governance and multilateral trade mechanisms in the aftermath of the Second World War, is changing rapidly and creating waves of uncertainty. This is especially true in higher education, a field increasingly built on... View Details
      Keywords: Higher Education; Globalization; Cooperation; China; Europe
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      van der Wende, Marijk C., William C. Kirby, Nian Cai Liu, and Simon Marginson, eds. China and Europe on the New Silk Road: Connecting Universities Across Eurasia. Oxford University Press, 2020.
      • 2020
      • Chapter

      Introduction: China's Rise and the New Silk Road in Global Context

      By: William C. Kirby, Marijk C. van der Wende, Nian Cai Liu and Simon Marginson
      The introduction prefaces how an international and interdisciplinary group of scholars from Europe, China, the USA, Russia, and Australia investigate how academic mobility and cooperation is taking shape along the New Silk Road and what difference it will make, if any,... View Details
      Keywords: Higher Education; Global Range; Cooperation; Education Industry; China; Europe
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      Kirby, William C., Marijk C. van der Wende, Nian Cai Liu, and Simon Marginson. "Introduction: China's Rise and the New Silk Road in Global Context." Chap. Intro of China and Europe on the New Silk Road: Connecting Universities Across Eurasia, edited by Marijk C. van der Wende, William C. Kirby, Nian Cai Liu, and Simon Marginson, 1–17. Oxford University Press, 2020.
      • October 2020
      • Case

      PraDigi Open Learning: Transforming Rural India

      By: John J-H Kim and Malini Sen
      Pratham is a non-governmental organization, focusing on high-quality, low-cost and replicable interventions to address gaps in the Indian education system. Co-founder Madhav Chavan is interested in using technology for education but differed in the way it is used in... View Details
      Keywords: Decision Choices and Conditions; Social Entrepreneurship; Education; Information Technology; Learning; Growth and Development Strategy; Non-Governmental Organizations; Social Issues; Education Industry; India; Asia
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      Kim, John J-H, and Malini Sen. "PraDigi Open Learning: Transforming Rural India." Harvard Business School Case 321-022, October 2020.
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