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      • 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 2020
      • Case

      Walmart Health: Scaling During a Pandemic

      By: Robert S. Huckman, Yoonjin Min and Marissa Thiel
      Amidst the onset of COVID-19 pandemic in the United States, Marcus Obsborne, Vice President for Health and Wellness Transformation at Walmart was planning to scale its new health care clinic business, Walmart Health, to additional locations in Georgia and beyond.... View Details
      Keywords: Health Care and Treatment; Health Pandemics; Health; Service Delivery; Growth and Development Strategy; Health Industry; United States; Arkansas; Georgia (state, US); Texas
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      Huckman, Robert S., Yoonjin Min, and Marissa Thiel. "Walmart Health: Scaling During a Pandemic." Harvard Business School Case 621-061, September 2020.
      • September 2020
      • Case

      Wladimir Klitschko: F.A.C.E. Your Challenges

      By: Boris Groysberg, Michael Norris and Carin-Isabel Knoop
      In 2020, Olympic goal medal winning boxer and former heavyweight world champion Wladimir Klitschko had built himself a “second ring” to continue his career after retiring from professional boxing. He was a hotelier, boxing promoter, author, teacher, speaker, and had... View Details
      Keywords: Experience and Expertise; Business Education; Training; Entrepreneurship; Personal Development and Career; Sports; Sports Industry; Consulting Industry; Education Industry; Ukraine; Germany
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      Groysberg, Boris, Michael Norris, and Carin-Isabel Knoop. "Wladimir Klitschko: F.A.C.E. Your Challenges." Harvard Business School Case 421-032, September 2020.
      • 2020
      • Working Paper

      (When) Does Appearance Matter? Evidence from a Randomized Controlled Trial

      By: Prithwiraj Choudhury, Tarun Khanna, Christos A. Makridis and Subhradip Sarker
      While there is evidence about labor market discrimination based on race, religion, and gender, we know little about whether physical appearance leads to discrimination in labor market outcomes. We deploy a randomized experiment on 1,000 respondents in India between... View Details
      Keywords: Behavioral Economics; Coronavirus; Discrimination; Homophily; Labor Market Mobility; Limited Attention; Resumes; Personal Characteristics; Prejudice and Bias
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      Choudhury, Prithwiraj, Tarun Khanna, Christos A. Makridis, and Subhradip Sarker. "(When) Does Appearance Matter? Evidence from a Randomized Controlled Trial." Harvard Business School Working Paper, No. 21-038, September 2020.
      • September 2020
      • Case

      Jan Swartz: Steering Princess Cruises Through the COVID-19 Crisis

      By: Boris Groysberg and Michael Norris
      In the summer of 2020, Jan Swartz, President of Princess Cruises, was persevering to lead her company back from the depths of the COVID-19 Pandemic. Diamond Princess, one of Princess Cruises’ 18 ships was the site of one of the earliest large outbreaks of COVID-19... View Details
      Keywords: COVID-19 Pandemic; COVID-19; Leading Change; Crisis Management; Ship Transportation; Health Pandemics; Human Resources; Business Strategy; Gender; Personal Development and Career; Entertainment and Recreation Industry; Entertainment and Recreation Industry; Entertainment and Recreation Industry; Japan; United States
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      Groysberg, Boris, and Michael Norris. "Jan Swartz: Steering Princess Cruises Through the COVID-19 Crisis." Harvard Business School Case 421-036, September 2020.
      • September 7, 2020
      • Article

      Remote Networking as a Person of Color

      By: Laura Morgan Roberts and Anthony J. Mayo
      In remote work situations, where people cannot rely on impromptu elevator conversations or water cooler chats with coworkers, the answer isn’t to turn inward. In fact, the need for networking is even more important. In particular, our interactions with people whose... View Details
      Keywords: Remote Work; Networking; Networks; Interpersonal Communication; Race
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      Morgan Roberts, Laura, and Anthony J. Mayo. "Remote Networking as a Person of Color." Harvard Business Review Digital Articles (September 7, 2020).
      • September 2020 (Revised February 2021)
      • Case

      Zameer Kassam Fine Jewelry: Engaging Clients

      By: Ryan W. Buell and Amy Klopfenstein
      Zameer Kassam Fine Jewelry (ZKFJ) designs custom engagement rings that tell the story of a couple’s relationship. The case describes the company’s process for engaging clients, which has historically been a relatively offline, high-touch experience. Obliged by... View Details
      Keywords: Customer Engagement; Service Delivery; Health Pandemics; Internet and the Web; Customer Satisfaction; Organizational Change and Adaptation; Growth and Development; Retail Industry
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      Buell, Ryan W., and Amy Klopfenstein. "Zameer Kassam Fine Jewelry: Engaging Clients." Harvard Business School Case 621-043, September 2020. (Revised February 2021.)
      • September 2020 (Revised June 2021)
      • Case

      Gong: Resonating Conversational Insights

      By: Alison Wood Brooks and Trevor Spelman
      In 2015, Amit Bendov was struck by a realization about a new technology that might be able to transcribe musical notation in real-time, which eventually became known as Gong. Gong’s business proposition was simple: provide software that automatically captures,... View Details
      Keywords: Applications and Software; Technological Innovation; Communication; Performance Effectiveness; Sales; Customer Satisfaction; Competitive Strategy
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      Brooks, Alison Wood, and Trevor Spelman. "Gong: Resonating Conversational Insights." Harvard Business School Case 921-015, September 2020. (Revised June 2021.)
      • September 2020
      • Case

      Uber at a Crossroads (2017)

      By: Ramon Casadesus-Masanell and Karen Elterman
      This case describes the history of Uber, its business model—including the ways it differed from that of the traditional taxi industry—and its competition with Lyft. The case is set in 2017, a year in which Uber was plagued by even more scandals than usual, though its... View Details
      Keywords: Business Startups; Business Model; Customer Satisfaction; Fairness; Values and Beliefs; Price; Profit; Revenue; Investment; Government Legislation; Business History; Compensation and Benefits; Resignation and Termination; Employment; Wages; Lawfulness; Leadership Style; Leading Change; Management Style; Market Entry and Exit; Digital Platforms; Product Design; Organizational Culture; Problems and Challenges; Attitudes; Strategy; Competitive Strategy; Expansion; Transportation Networks; Mobile and Wireless Technology; Valuation; Transportation Industry; Technology Industry; United States
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      Casadesus-Masanell, Ramon, and Karen Elterman. "Uber at a Crossroads (2017)." Harvard Business School Case 721-376, September 2020.
      • September 2020
      • Case

      Drinkworks: Home Bar by Keurig

      By: Sunil Gupta, Jonathan Levav and Julia Kelley
      In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details
      Keywords: Marketing; Marketing Strategy; Product Marketing; Product Launch; Product Positioning; Markets; Bids and Bidding; Demand and Consumers; Consumer Behavior; Market Design; Distribution; Distribution Channels; Product; Product Design; Product Development; Business Model; Customers; Customer Value and Value Chain; Decision Making; Decisions; Goods and Commodities; Innovation and Invention; Technological Innovation; Business or Company Management; Growth and Development Strategy; Research; Research and Development; Strategy; Adoption; Competitive Advantage; Segmentation; Information Technology; Information Infrastructure; Value; Value Creation; Food and Beverage Industry; Food and Beverage Industry; North and Central America; United States
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      Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
      • September 2020
      • Article

      Customer Supercharging in Experience-Centric Channels

      By: David R. Bell, Santiago Gallino and Antonio Moreno
      We conjecture that for online retailers, experience-centric offline store formats do not simply expand market coverage, but rather, serve to significantly amplify future positive customer behaviors, both online and offline. We term this phenomenon “supercharging” and... View Details
      Keywords: Retail Operations; Marketing-operations Interface; Omnichannel Retailing; Experience Attributes; Quasi-experimental Methods; Operations; Internet and the Web; Marketing Channels; Consumer Behavior; Retail Industry
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      Bell, David R., Santiago Gallino, and Antonio Moreno. "Customer Supercharging in Experience-Centric Channels." Management Science 66, no. 9 (September 2020).
      • 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 (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.
      • September 2020
      • Article

      Unequal Effects of the COVID-19 Pandemic on Scientists

      By: Kyle Myers, Wei Yang Tham, Yian Yin, Nina Cohodes, Marie Thursby, Jerry Thursby, Peter Schiffer, Joseph Walsh, Karim R. Lakhani and Dashun Wang
      COVID-19 has not affected all scientists equally. A survey of principal investigators indicates that female scientists, those in the ‘bench sciences’ and, especially, scientists with young children experienced a substantial decline in time devoted to research. This... View Details
      Keywords: COVID-19; Scientists; Health Pandemics; Gender; Personal Development and Career
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      Myers, Kyle, Wei Yang Tham, Yian Yin, Nina Cohodes, Marie Thursby, Jerry Thursby, Peter Schiffer, Joseph Walsh, Karim R. Lakhani, and Dashun Wang. "Unequal Effects of the COVID-19 Pandemic on Scientists." Nature Human Behaviour 4, no. 9 (September 2020): 880–883.
      • August 2020
      • Case

      Gerald Chertavian

      By: Leslie Perlow and Matthew Preble
      Gerald Chertavian (HBS 1992) finds himself at a personal crossroads. It is 1999--the height of the dot com-bubble--and Chertavian and his business partners have just sold their Internet-based business for $83 million. His share of the sale’s proceeds means that he has... View Details
      Keywords: Social Enterprise; Personal Development and Career; Decision Choices and Conditions
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      Perlow, Leslie, and Matthew Preble. "Gerald Chertavian." Harvard Business School Case 421-030, August 2020.
      • August 2020
      • Case

      Sangu Delle

      By: Leslie Perlow and Matthew Preble
      By 2020, Sangu Delle (MBA 2016) has already made significant progress towards his life-long goal of solving Africa’s myriad and diverse challenges. At 33 years old, he is the founder and chairman of the for-profit Golden Palm Investments Corporation, CEO of Africa... View Details
      Keywords: Impact; Impact Investing; Mental Health; Social Capitalism; Entrepreneurship; Investment; Health Care and Treatment; Personal Development and Career; Health Industry; Africa
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      Perlow, Leslie, and Matthew Preble. "Sangu Delle." Harvard Business School Case 421-031, August 2020.
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