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      • September 2020 (Revised July 2022)
      • Exercise

      Artea (B): Including Customer-Level Demographic Data

      By: Eva Ascarza and Ayelet Israeli
      This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
      Keywords: Targeting; Algorithmic Bias; Race; Gender; Marketing; Diversity; Customer Relationship Management; Demographics; Prejudice and Bias; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (B): Including Customer-Level Demographic Data." Harvard Business School Exercise 521-022, September 2020. (Revised July 2022.)
      • September 2020 (Revised July 2022)
      • Exercise

      Artea (C): Potential Discrimination through Algorithmic Targeting

      By: Eva Ascarza and Ayelet Israeli
      This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
      Keywords: Targeting; Algorithmic Bias; Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (C): Potential Discrimination through Algorithmic Targeting." Harvard Business School Exercise 521-037, September 2020. (Revised July 2022.)
      • September 2020 (Revised July 2022)
      • Exercise

      Artea (D): Discrimination through Algorithmic Bias in Targeting

      By: Eva Ascarza and Ayelet Israeli
      This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
      Keywords: Targeted Advertising; Discrimination; Algorithmic Data; Bias; Advertising; Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (D): Discrimination through Algorithmic Bias in Targeting." Harvard Business School Exercise 521-043, September 2020. (Revised July 2022.)
      • September 2020 (Revised June 2023)
      • Exercise

      Artea: Designing Targeting Strategies

      By: Eva Ascarza and Ayelet Israeli
      This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
      Keywords: Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; "Marketing Analytics"; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analytics; Data Analysis; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Targeting; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Algorithmic Bias; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
      • September 2020 (Revised July 2022)
      • Supplement

      Spreadsheet Supplement to "Artea: Designing Targeting Strategies"

      By: Eva Ascarza and Ayelet Israeli
      Spreadsheet Supplement to "Artea: Designing Targeting Strategies" (521-021). View Details
      Keywords: Race; Gender; Marketing; Diversity; Customer Relationship Management; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. Spreadsheet Supplement to "Artea: Designing Targeting Strategies". Harvard Business School Spreadsheet Supplement 521-703, September 2020. (Revised July 2022.)
      • September 2020 (Revised July 2022)
      • Supplement

      Spreadsheet Supplement to Artea (B) and (C)

      By: Eva Ascarza and Ayelet Israeli
      Spreadsheet Supplement to "Artea (B): Including Customer-level Demographic Data" and "Artea (C): Potential Discrimination through Algorithmic Targeting" View Details
      Keywords: Gender; Race; Diversity; Marketing; Customer Relationship Management; Demographics; Prejudice and Bias; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Spreadsheet Supplement to Artea (B) and (C)." Harvard Business School Spreadsheet Supplement 521-704, September 2020. (Revised July 2022.)
      • September 2020 (Revised June 2023)
      • Supplement

      Spreadsheet Supplement to Artea Teaching Note

      By: Eva Ascarza and Ayelet Israeli
      Spreadsheet Supplement to Artea Teaching Note 521-041. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and... View Details
      Keywords: Targeted Advertising; Algorithmic Data; Bias; Advertising; Race; Gender; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Spreadsheet Supplement to Artea Teaching Note." Harvard Business School Spreadsheet Supplement 521-705, September 2020. (Revised June 2023.)
      • September–October 2020
      • Article

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
      • September 2020
      • Teaching Note

      Miami's Tech Future (A): Twenty-first Century Changes and Challenges

      By: Rosabeth Moss Kanter and Joyce J. Kim
      In the decade starting in 2000, a new mayor focused on infrastructure and leadership from a foundation investing in arts and culture helped the Miami region transform and attract younger people to a newly vibrant central city and arts district. In 2011, the Knight... View Details
      Keywords: Change; Leadership; Business and Community Relations; Strategic Planning; Technology Industry; Miami; Florida
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      Kanter, Rosabeth Moss, and Joyce J. Kim. "Miami's Tech Future (A): Twenty-first Century Changes and Challenges." Harvard Business School Teaching Note 321-044, September 2020.
      • September 2020
      • Teaching Note

      Miami's Tech Future (B): Building the Entrepreneurial Ecosystem

      By: Rosabeth Moss Kanter and Joyce J. Kim
      In 2017, Miami was rated #1 among U.S. cities for startups, but about 40th for “scale-ups” – growth companies. This case shows how leaders of incubators and accelerators supported startups and a culture of entrepreneurship, but also describes some factors limiting... View Details
      Keywords: Scaling; Growth; Startup; Community Impact; Community Relations; Business Startups; Entrepreneurship; Information Technology; Growth and Development Strategy; Business and Community Relations; Miami; Florida
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      Kanter, Rosabeth Moss, and Joyce J. Kim. "Miami's Tech Future (B): Building the Entrepreneurial Ecosystem." Harvard Business School Teaching Note 321-045, September 2020.
      • August 2020 (Revised February 2021)
      • Case

      Luckin Coffee (A): Caffeine-fueled Growth?

      By: Ramon Casadesus-Masanell and Karen Elterman
      This case describes the founding of Chinese coffee chain Luckin Coffee in 2017 and its path to surpassing Starbucks as the largest coffee chain in China (by number of stores) in 2019. Unlike Starbucks stores, which were designed to be welcoming “third places” for... View Details
      Keywords: Business Model; Business Earnings; Cost; Cost Management; Financial Statements; Financial Condition; Financial Management; Stocks; Profit; Revenue; Price; Food; Business History; Employment; Brands and Branding; Product Positioning; Marketing Strategy; Business Strategy; Expansion; Competitive Strategy; Food and Beverage Industry; Food and Beverage Industry; Asia; China
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      Casadesus-Masanell, Ramon, and Karen Elterman. "Luckin Coffee (A): Caffeine-fueled Growth?" Harvard Business School Case 721-370, August 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      Updating the Balanced Scorecard for Triple Bottom Line Strategies

      By: Robert S. Kaplan and David McMillan
      Many companies are now attempting to achieve triple bottom line performance on financial, environmental, and societal metrics. Successful strategies for such performance, however, generally require new relationships among multiple players in multiple sectors across a... View Details
      Keywords: Balanced Scorecard; Adaptation; Environmental Sustainability; Social Issues; Performance; Strategy
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      Kaplan, Robert S., and David McMillan. "Updating the Balanced Scorecard for Triple Bottom Line Strategies." Harvard Business School Working Paper, No. 21-028, August 2020.
      • July 2020 (Revised November 2020)
      • Case

      Gera Developments: Leadership at a Crossroads

      By: Christina R. Wing and John Masko
      For decades, Gera Developments (Gera) was a boutique family-owned real estate development firm in Pune, India. But since 2000, managing director Rohit Gera had turned the company into a dynamic innovator in housing solutions for urban Indian families. Over the 2010s,... View Details
      Keywords: Buildings and Facilities; Business Growth and Maturation; Construction; Geographic Location; Global Strategy; Globalized Firms and Management; Housing; Leadership Style; Management Succession; Organizational Change and Adaptation; Organizational Culture; Family Ownership; Family and Family Relationships; Urban Development; Customization and Personalization; Real Estate Industry; Maharashtra; India; United States
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      Wing, Christina R., and John Masko. "Gera Developments: Leadership at a Crossroads." Harvard Business School Case 621-018, July 2020. (Revised November 2020.)
      • July 2020
      • Case

      Driving Transformation at the Majid Al Futtaim Group

      By: Suraj Srinivasan and Esel Çekin
      The case opens with Alain Bejjani, CEO of Majid Al Futtaim (MAF) Holding, anticipating on the Group’s next phase in the multi-year transformation journey and reflecting on the initiatives he implemented to create the Group’s growth-oriented culture. Founded in 1995,... View Details
      Keywords: Transformation; Organizational Change and Adaptation; Organizational Culture; Growth and Development Strategy; Retail Industry; United Arab Emirates; Middle East; Dubai
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      Srinivasan, Suraj, and Esel Çekin. "Driving Transformation at the Majid Al Futtaim Group." Harvard Business School Case 121-002, July 2020.
      • July 3, 2020
      • Article

      Delivery Apps Need to Start Treating Suppliers As Partners

      By: Scott Duke Kominers and Ian Macomber
      Home delivery has shifted from a luxury service aimed at young urban professionals to a core part of many businesses, which is used by almost everyone. That upheaval has strained capacity of many delivery services and changed how they relate to the suppliers that they... View Details
      Keywords: Service Delivery; Supply Chain; Performance Capacity; Performance Efficiency; Entrepreneurship
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      Kominers, Scott Duke, and Ian Macomber. "Delivery Apps Need to Start Treating Suppliers As Partners." Harvard Business Review (website) (July 3, 2020).
      • June 2020
      • Case

      Recovering Trust After Corporate Misconduct at Wells Fargo

      By: Suraj Srinivasan and Jonah S. Goldberg
      The case describes widespread misconduct at Wells Fargo Community Bank in the period leading up to 2017 and the company’s subsequent attempts to improve internal controls, company culture, and corporate governance. The case examines the potential causes of large scale... View Details
      Keywords: Corporate Misconduct; Internal Controls; Banks and Banking; Crime and Corruption; Corporate Governance; Organizational Culture; Governance Compliance; Management Systems; Organizational Change and Adaptation; Performance Improvement; Governing and Advisory Boards
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      Srinivasan, Suraj, and Jonah S. Goldberg. "Recovering Trust After Corporate Misconduct at Wells Fargo." Harvard Business School Case 120-128, June 2020.
      • June 2020
      • Case

      What IKEA Do We Want?

      By: Juan Alcácer, Cynthia A. Montgomery, Emilie Billaud and Vincent Dessain
      In 2018, Swedish furniture maker IKEA was undergoing a significant transformation. Challenged by the rise of online shopping and changing consumer behavior, and mourning the death of its founder, the Company's top executives knew they had to step out of their comfort... View Details
      Keywords: Business Strategy; Transformation; Leading Change; Mission and Purpose; Business Model; Emerging Markets; Customer Focus and Relationships; Organizational Culture; Disruption; Consumer Products Industry; Retail Industry; Europe; Netherlands; Sweden; China; India; United States
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      Alcácer, Juan, Cynthia A. Montgomery, Emilie Billaud, and Vincent Dessain. "What IKEA Do We Want?" Harvard Business School Case 720-429, June 2020.
      • June 16, 2020
      • Article

      Your Customers Have Changed. Here's How to Engage Them Again.

      By: Rohit Deshpandé, Ofer Mintz and Imran S. Currim
      The coronavirus makes your customers less able and less willing to spend than before. How should you re-engage with them? Advice from Rohit Deshpandé and colleagues. View Details
      Keywords: COVID-19; Health Pandemics; Situation or Environment; Customer Relationship Management
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      Deshpandé, Rohit, Ofer Mintz, and Imran S. Currim. "Your Customers Have Changed. Here's How to Engage Them Again." Harvard Business School Working Knowledge (June 16, 2020).
      • May 2020 (Revised January 2022)
      • Case

      Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (A)

      By: Linda A. Hill, Allison J. Wigen and Emily Tedards
      Michael Ku joined Pfizer in 2011, after the company had undergone three large-scale mergers and acquisitions. His mission was to drive the digital transformation of the company’s clinical supply chain, but he knew he had to start with the culture. Over the next eight... View Details
      Keywords: Innovation; Digital; Change; Culture; Management; Talent; Pharmaceutical Companies; Customer-centricity; Collaboration; Cross-functional Management; Purpose; Leadership; Innovation and Invention; Transformation; Organizational Culture; Change Management; Talent and Talent Management; Customer Focus and Relationships; Supply Chain; Decision Making; Mission and Purpose
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      Hill, Linda A., Allison J. Wigen, and Emily Tedards. "Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (A)." Harvard Business School Case 420-108, May 2020. (Revised January 2022.)
      • 2020
      • Chapter

      The Relational Roles of Brands

      By: Jill Avery
      In contemporary culture, brands play important relational roles, linking consumers to others and serving as relational partners. This chapter provides an understanding of the relational roles of brands to illuminate why and how consumers connect with brands and how... View Details
      Keywords: Customer Relationship Management; Customer Focus and Relationships; Customers; Brands and Branding; Marketing Strategy; Marketing
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      Avery, Jill. "The Relational Roles of Brands." Chap. 8 in Marketing Management: A Cultural Perspective. 2nd edition, edited by Luca M. Visconti, Lisa Penaloza, and Nil Toulouse, 121–137. Routledge, 2020.
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