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      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • 2021
      • Chapter

      The Economic and Political Effects of Immigration: Evidence from the Age of Mass Migration

      By: Marco Tabellini
      Between 1850 and 1920, during the Age of Mass Migration, more than 30 million Europeans moved to the United States. European immigrants provided ample supply of cheap labor as well as specific skills and know-how, contributing to American economic growth. These... View Details
      Keywords: Age Of Mass Migration; Political Ideology; Political Economy; Assimilation; Immigration; Economics; History; United States
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      Tabellini, Marco. "The Economic and Political Effects of Immigration: Evidence from the Age of Mass Migration." In Oxford Research Encyclopedia of Economics and Finance, edited by Jonathan H. Hamilton. Oxford University Press, 2021. Electronic.
      • 2021
      • Working Paper

      Most Individuals Prefer to Compromise among Competing Normative Principles of Taxation

      By: Itai Sher and Matthew C. Weinzierl
      We use a novel survey to gather direct and indirect evidence on how individuals reconcile their simultaneous support for opposing normative principles when forming their policy preferences. Our evidence suggests that, when choosing policy, a minority (approximately... View Details
      Keywords: Normative Principles; Taxation; Policy; Attitudes; Measurement and Metrics
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      Sher, Itai, and Matthew C. Weinzierl. "Most Individuals Prefer to Compromise among Competing Normative Principles of Taxation." Harvard Business School Working Paper, No. 22-013, September 2021.
      • September 2021 (Revised December 2021)
      • Case

      STARZPLAY: Shooting for the Stars

      By: Elie Ofek, Marco Bertini and Alpana Thapar
      In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and... View Details
      Keywords: Pricing; Growth; Profitability; Subscription Business; Business Model Innovation; Fintech; Subscription; Performance Measurement; Promotions; International Marketing; Streaming; Competition; Marketing; Price; Strategy; Entrepreneurship; Performance; Measurement and Metrics; Business Model; Media and Broadcasting Industry; Middle East; North Africa
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      Ofek, Elie, Marco Bertini, and Alpana Thapar. "STARZPLAY: Shooting for the Stars." Harvard Business School Case 522-005, September 2021. (Revised December 2021.)
      • Article

      Business Investment in Education in Emerging Markets Since the 1960s

      By: Valeria Giacomin, Geoffrey Jones and Erica Salvaj
      This article examines non-profit investments by business in education in emerging markets between the 1960s and the present day. Using a sample of 110 interviews with business leaders from an oral history database, the study shows that more than three-quarters of such... View Details
      Keywords: Economic History; Oral History; Education; Philanthropy and Charitable Giving; Business History; Emerging Markets; Reputation; Corporate Social Responsibility and Impact; Education Industry; Africa; Asia; Latin America; Middle East; India; Chile; Colombia; Sri Lanka; Kenya
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      Giacomin, Valeria, Geoffrey Jones, and Erica Salvaj. "Business Investment in Education in Emerging Markets Since the 1960s." Business History 63, no. 7 (September 2021): 1113–1143.
      • September 2021
      • Article

      Gender Stereotypes in Deliberation and Team Decisions

      By: Katherine B. Coffman, Clio Bryant Flikkema and Olga Shurchkov
      We explore how groups deliberate and decide on ideas in an experiment with communication. We find that gender biases play a significant role in which group members are chosen to answer on behalf of the group. Conditional on the quality of their ideas, individuals are... View Details
      Keywords: Gender Differences; Stereotypes; Teams; Economic Experiments; Gender; Prejudice and Bias; Groups and Teams; Perception
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      Coffman, Katherine B., Clio Bryant Flikkema, and Olga Shurchkov. "Gender Stereotypes in Deliberation and Team Decisions." Games and Economic Behavior 129 (September 2021): 329–349.
      • September 2021
      • Article

      Network Interconnectivity and Entry into Platform Markets

      By: Feng Zhu, Xinxin Li, Ehsan Valavi and Marco Iansiti
      Digital technologies have led to the emergence of many platforms in our economy today. In certain platform networks, buyers in one market purchase services from providers in many other markets, whereas in others, buyers primarily purchase services from providers within... View Details
      Keywords: Network Interconnectivity; Platform Competition; Market Entry; Networks; Digital Platforms; Competition; Market Entry and Exit
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      Zhu, Feng, Xinxin Li, Ehsan Valavi, and Marco Iansiti. "Network Interconnectivity and Entry into Platform Markets." Information Systems Research 32, no. 3 (September 2021): 1009–1024.
      • August 2021 (Revised March 2023)
      • Technical Note

      Crossing Borders and Cultures: Global Branding

      By: Jill Avery and Michael Moynihan
      Many of the world's most valuable brands are global in scope. They benefit from shared meanings, systems, and stories across markets, and much of their allure for consumers lies in their "global-ness." Creating value from global brands requires successfully managing... View Details
      Keywords: Global Branding; Marketing; Brands and Branding; Globalized Markets and Industries; Supply and Industry; Cross-Cultural and Cross-Border Issues; Value Creation
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      Avery, Jill, and Michael Moynihan. "Crossing Borders and Cultures: Global Branding." Harvard Business School Technical Note 522-032, August 2021. (Revised March 2023.)
      • 2021
      • Working Paper

      How to Fix ESG Reporting

      By: Robert S. Kaplan and Karthik Ramanna
      Investors, advocacy groups, academics, and the 200 CEOs of the US Business Roundtable have asked corporations to take on an added purpose beyond a narrow pursuit of shareholder value. In response, many companies now issue ESG (Environmental, Societal, and Governance)... View Details
      Keywords: ESG Reporting; Sustainability; Corporate Purpose; Greenhouse Gas; Activity-Based Costing; Environmental Sustainability; Environmental Management; Corporate Social Responsibility and Impact; Measurement and Metrics; Goals and Objectives; Agreements and Arrangements; Corporate Accountability
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      Kaplan, Robert S., and Karthik Ramanna. "How to Fix ESG Reporting." Harvard Business School Working Paper, No. 22-005, July 2021.
      • July 2021
      • Article

      Invisible Inequality Leads to Punishing the Poor and Rewarding the Rich

      By: Oliver P. Hauser, Gordon T. Kraft-Todd, David Rand, Martin A. Nowak and Michael I. Norton
      Four experiments examine how the lack of awareness of inequality affects behaviour towards the rich and poor. In Experiment 1, participants who became aware that wealthy individuals donated a smaller percentage of their income switched from rewarding the wealthy to... View Details
      Keywords: Income Transparency; Income; Wealth; Equality and Inequality; Knowledge; Behavior; Outcome or Result; Society; Policy
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      Hauser, Oliver P., Gordon T. Kraft-Todd, David Rand, Martin A. Nowak, and Michael I. Norton. "Invisible Inequality Leads to Punishing the Poor and Rewarding the Rich." Behavioural Public Policy 5, no. 3 (July 2021): 333–353.
      • July 2021
      • Article

      Redistribution through Markets

      By: Piotr Dworczak, Scott Duke Kominers and Mohammad Akbarpour
      Policymakers frequently use price regulations as a response to inequality in the markets they control. In this paper, we examine the optimal structure of such policies from the perspective of mechanism design. We study a buyer-seller market in which agents have private... View Details
      Keywords: Optimal Mechanism Design; Redistribution; Inequality; Welfare Theorems; Market Design; Equality and Inequality
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      Dworczak, Piotr, Scott Duke Kominers, and Mohammad Akbarpour. "Redistribution through Markets." Econometrica 89, no. 4 (July 2021): 1665–1698. (Authors' names are in certified random order.)
      • July 2021
      • Article

      Structuring Local Environments to Avoid Diversity: Anxiety Drives Whites' Geographical and Institutional Self-Segregation Preferences

      By: Eric Anicich, Jon M. Jachimowicz, Merrick Osborne and L. Taylor Phillips
      The current research explores how local racial diversity affects Whites’ efforts to structure their local communities to avoid incidental intergroup contact. In two experimental studies (N=509; Studies 1a-b), we consider Whites’ choices to structure a fictional,... View Details
      Keywords: Segregration; Structural/institutional Racism; Organizational Exclusion; Diversity; Race; Organizations; Local Range; Prejudice and Bias
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      Anicich, Eric, Jon M. Jachimowicz, Merrick Osborne, and L. Taylor Phillips. "Structuring Local Environments to Avoid Diversity: Anxiety Drives Whites' Geographical and Institutional Self-Segregation Preferences." Art. 104117. Journal of Experimental Social Psychology 95 (July 2021).
      • June 2021
      • Case

      Acelero Learning

      By: Mario Small, Kathleen L. McGinn, Amy Klopfenstein and Katherine Chen
      In November 2020, Henry Wilde, co-founder and CEO of Acelero, Inc., must decide whether to change his company’s program model for delivering early childhood education to low-income children. One of the only for-profit Head Start providers in the United States, Acelero... View Details
      Keywords: Early Childhood Education; Organizational Change and Adaptation; Growth and Development Strategy; Adoption; Customer Focus and Relationships; Operations; Education Industry; North and Central America; United States
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      Small, Mario, Kathleen L. McGinn, Amy Klopfenstein, and Katherine Chen. "Acelero Learning." Harvard Business School Case 921-029, June 2021.
      • Article

      The CMS New Rule on Ambulatory Surgical Centers Earns Only Partial Credit

      By: Junaid Nabi and Robert S. Kaplan
      The Centers of Medicare and Medicaid Services (CMS) recently announced that it will be removing more... View Details
      Keywords: Ambulatory Care; Payment Policy; Health Care and Treatment; Governing Rules, Regulations, and Reforms
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      Nabi, Junaid, and Robert S. Kaplan. "The CMS New Rule on Ambulatory Surgical Centers Earns Only Partial Credit." Health Affairs Blog (June 2, 2021).
      • Article

      Birds of a Feather...Enforce Social Norms? Interactions Among Culture, Norms, and Strategy

      By: Hongyi Li and Eric J. Van den Steen
      Does culture eat strategy for breakfast? This paper investigates the interactions among corporate culture, norms, and strategy, in order to better understand this issue and related questions. It first shows, through microfoundations, how the forces that drive toward... View Details
      Keywords: Culture; Norms; Organizational Culture; Strategy; Values and Beliefs
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      Li, Hongyi, and Eric J. Van den Steen. "Birds of a Feather...Enforce Social Norms? Interactions Among Culture, Norms, and Strategy." Strategy Science 6, no. 2 (June 2021): 166–189.
      • 2021
      • Article

      Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation

      By: Benjamin B. Lockwood, Afras Sial and Matthew C. Weinzierl
      Economists typically check the robustness of their results by comparing them across plausible ranges of parameter values and model structures. A preferable approach to robustness—for the purposes of policymaking and evaluation—is to design policy that takes these... View Details
      Keywords: Optimal Taxation; Income Tax; Social Welfare; Elasticity; Income; Taxation; Policy
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      Lockwood, Benjamin B., Afras Sial, and Matthew C. Weinzierl. "Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation." Tax Policy and the Economy 35 (2021).
      • June 2021
      • Article

      The Role of Beliefs in Driving Gender Discrimination

      By: Katherine B. Coffman, Christine L. Exley and Muriel Niederle
      While there is ample evidence of discrimination against women in the workplace, it can be difficult to understand what factors contribute to discriminatory behavior. We use an experiment to both document discrimination and unpack its sources. First, we show that, on... View Details
      Keywords: Gender Discrimination; Behavioral Decision Making; Gender; Attitudes; Prejudice and Bias; Economics; Behavior; Decision Making
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      Coffman, Katherine B., Christine L. Exley, and Muriel Niederle. "The Role of Beliefs in Driving Gender Discrimination." Management Science 67, no. 6 (June 2021).
      • 2021
      • Article

      To Thine Own Self Be True? Incentive Problems in Personalized Law

      By: Jordan M. Barry, John William Hatfield and Scott Duke Kominers
      Recent years have seen an explosion of scholarship on “personalized law.” Commentators foresee a world in which regulators armed with big data and machine learning techniques determine the optimal legal rule for every regulated party, then instantaneously disseminate... View Details
      Keywords: Personalized Law; Regulation; Regulatory Avoidance; Regulatory Arbitrage; Law And Economics; Law And Technology; Law And Artificial Intelligence; Futurism; Moral Hazard; Elicitation; Signaling; Privacy; Law; Governing Rules, Regulations, and Reforms; Information Technology; AI and Machine Learning
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      Barry, Jordan M., John William Hatfield, and Scott Duke Kominers. "To Thine Own Self Be True? Incentive Problems in Personalized Law." Art. 2. William & Mary Law Review 62, no. 3 (2021).
      • May 2021
      • Simulation

      Customer Compatibility Exercise Application

      By: Ryan W. Buell
      Customers impose considerable variability on the operating systems of service organizations. They show up when they wish (arrival variability), they ask for different things (request variability), they vary in their willingness and ability to help themselves (effort... View Details
      Keywords: Customer Compatibility; Customer Relationship Management; Strategy; Service Operations; Service Delivery; Performance Efficiency; Analysis; Consumer Behavior; Analytics and Data Science
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      Buell, Ryan W. "Customer Compatibility Exercise Application." Harvard Business School Simulation 620-707, May 2021.
      • May 2021 (Revised February 2024)
      • Teaching Note

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Ayelet Israeli and Jill Avery
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
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