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      • October 2021 (Revised February 2025)
      • Module Note

      Operations in an Omnichannel World: Digital Integration of Operations Across Channels and Organizations

      By: Antonio Moreno
      Keywords: Omnichannel; Operations
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      Moreno, Antonio. "Operations in an Omnichannel World: Digital Integration of Operations Across Channels and Organizations." Harvard Business School Module Note 622-049, October 2021. (Revised February 2025.)
      • 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.
      • September 2021
      • Teaching Note

      Merging American Airlines and US Airways (A) and (B)

      By: David G. Fubini, Patrick Sanguineti and Carin-Isabel Knoop
      This teaching note provides recommendations for instructors interested in teaching the cases "Merging American Airlines and US Airways" (A) and (B) (HBS nos. 417-054 and 418-036), including both one-day and two-day teaching options. View Details
      Keywords: Merger Integration; Mergers And Acquisitions
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      Fubini, David G., Patrick Sanguineti, and Carin-Isabel Knoop. "Merging American Airlines and US Airways (A) and (B)." Harvard Business School Teaching Note 422-036, September 2021.
      • September 2021
      • Case

      TAV Airports: Acquiring Almaty International

      By: Juan Alcácer and Esel Çekin
      The case opens in April 2020 with Sani Şener, CEO of TAV Airports, a vertically integrated regional airport operator headquartered in Istanbul, Turkey, and his team discussing the pending acquisition of the Almaty International Airport in Kazakhstan. The company had... View Details
      Keywords: Airports; COVID-19 Pandemic; Strategy; Mergers and Acquisitions; Bids and Bidding; Air Transportation Industry; Central Asia; Turkey
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      Alcácer, Juan, and Esel Çekin. "TAV Airports: Acquiring Almaty International." Harvard Business School Case 722-367, September 2021.
      • September 2021
      • Case

      Publicis Groupe 2021: Changing Nearly Everything

      By: Rosabeth Moss Kanter, Tonia Labruyere and Vincent Dessain
      After succeeding long-time CEO Maurice Levy as top leader of the world’s third largest advertising, marketing, and communications company, headquartered in France, Arthur Sadoun accelerates digital transformation through a new platform drawing on talent from any of the... View Details
      Keywords: COVID-19 Pandemic; Change Management; Transition; Transformation; Leadership; Digital Transformation; Advertising Industry; France; United States
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      Kanter, Rosabeth Moss, Tonia Labruyere, and Vincent Dessain. "Publicis Groupe 2021: Changing Nearly Everything." Harvard Business School Case 322-050, September 2021.
      • 2021
      • Working Paper

      Saving for a Dry Day: Coal, Dams, and the Energy Transition

      By: Michele Fioretti and Jorge Tamayo
      Renewable generation creates a tradeoff between current and future energy production as generators produce energy by releasing previously stored resources. Studying the Colombian market, we find that diversified firms strategically substitute fossil fuels for... View Details
      Keywords: Energy Generation; Renewable Energy; Production; Green Technology Industry; Energy Industry; Colombia
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      Fioretti, Michele, and Jorge Tamayo. "Saving for a Dry Day: Coal, Dams, and the Energy Transition." Harvard Business School Working Paper, No. 22-016, August 2021.
      • Article

      Unconscious Bias Training That Works

      By: Francesca Gino and Katherine Coffman
      To become more diverse, equitable, and inclusive, many companies have turned to unconscious bias (UB) training. By raising awareness of the mental shortcuts that lead to snap judgments—often based on race and gender—about people’s talents or character, it strives to... View Details
      Keywords: Implicit Bias; Social Integration; Empathy; Prejudice and Bias; Employees; Training; Attitudes; Behavior; Organizational Change and Adaptation
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      Gino, Francesca, and Katherine Coffman. "Unconscious Bias Training That Works." Harvard Business Review 99, no. 5 (September–October 2021): 114–123.
      • 2021
      • Book

      Why Startups Fail: A New Roadmap for Entrepreneurial Success

      By: Thomas R. Eisenmann
      Why Startups Fail explores entrepreneurial failure, examining its predictable patterns, how to avoid them, and how to cope when failure does occur. Part I looks at three common failure patterns for early-stage startups, illustrating each with an anchor case... View Details
      Keywords: Entrepreneurship; Business Startups; Failure; Success; Framework
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      Eisenmann, Thomas R. Why Startups Fail: A New Roadmap for Entrepreneurial Success. New York: Currency, 2021.
      • June 2021
      • Case

      Mobileye 2021: Robotaxi and/or Consumer AV?

      By: David B. Yoffie, Danielle Golan and Nicole Tempest Keller
      In March 2021, Amnon Shashua, co-founder and CEO of Israel-based Mobileye, was preparing to meet with Intel’s new CEO, Pat Gelsinger, to review plans for the future. Mobileye had been acquired by California-based Intel in 2017, but still operated independently.... View Details
      Keywords: Technology Companies; Robotics; Autonomous Vehicles; Strategy; Decision Making; Transportation; Technological Innovation; Technology Industry; Auto Industry; Transportation Industry; Israel
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      Yoffie, David B., Danielle Golan, and Nicole Tempest Keller. "Mobileye 2021: Robotaxi and/or Consumer AV?" Harvard Business School Case 721-481, June 2021.
      • Jun 2021
      • Conference Presentation

      Back to the Future: Digital Integration in Global Supply Chain

      By: Hise O. Gibson
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      Gibson, Hise O. "Back to the Future: Digital Integration in Global Supply Chain." Paper presented at the Consortium for Operational Excellence in Retailing (COER), Boston, MA, June 2021.
      • 2023
      • Working Paper

      Data Governance, Interoperability and Standardization: Organizational Adaptation to Privacy Regulation

      By: Sam (Ruiqing) Cao and Marco Iansiti
      The increasing availability of data can afford dynamic competitive advantages among data-intensive corporations, but governance bottlenecks hinder data-driven value creation and increase regulatory risks. We analyze the role of two technological features of data... View Details
      Keywords: Organizations; Information Technology; Performance Productivity; Growth and Development; Transformation
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      Cao, Sam (Ruiqing), and Marco Iansiti. "Data Governance, Interoperability and Standardization: Organizational Adaptation to Privacy Regulation." Harvard Business School Working Paper, No. 21-122, May 2021. (Revised November 2023.)
      • May 2021 (Revised August 2021)
      • Supplement

      Zara: An Integrated Store and Online Model (A) and (B)

      By: Antonio Moreno and Anibha Singh
      Keywords: Stores; Integration; Operations; Business Model; Strategic Planning; E-commerce; Retail Industry; Fashion Industry; Europe
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      Moreno, Antonio, and Anibha Singh. "Zara: An Integrated Store and Online Model (A) and (B)." Harvard Business School PowerPoint Supplement 621-118, May 2021. (Revised August 2021.)
      • May 2021 (Revised February 2025)
      • Teaching Note

      Zara: An Integrated Store and Online Model (A) and (B)

      By: Antonio Moreno and Anibha Singh
      Teaching Note for HBS Case Nos. 620-073 and 620-074. View Details
      Keywords: Stores; Integration; Operations; Business Model; Strategy; E-commerce; Retail Industry; Fashion Industry; Europe
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      Moreno, Antonio, and Anibha Singh. "Zara: An Integrated Store and Online Model (A) and (B)." Harvard Business School Teaching Note 621-117, May 2021. (Revised February 2025.)
      • May 2021 (Revised May 2022)
      • Case

      Headspace vs. Calm: A Mindful Competition

      By: Ayelet Israeli and Anne Wilson
      By 2021, the mindfulness app wars reached their apex. Over 2,000 meditation apps were available to consumers, but two apps, Headspace and Calm, dominated the space, jointly holding about 70% of the total market. Headspace had established itself as the approachable... View Details
      Keywords: Marketing Communication; Integrated Strategy; Brand; Brand & Product Management; Brand Communication; Brand Differentiation; Brand Building; Brand Management; E-Commerce Strategy; Ecommerce; App; App Development; Applications; COVID; COVID-19; Pandemic; Pricing; Pricing Strategy; Subscription Model; Subscription; Partnerships; Strategic Partnerships; B2B Vs. B2C; B2B; Health & Wellness; Wellbeing; Digitization; Commoditization; Mobile App; Mobile App Industry; Mobile Healthcare; Mobile Marketing; Digital Brand; Digital Health; Consumer Health; Apps; Online Business; Online Competition; Online Community; Online Entertainment; Entertainment And Leisure; Meditation; Marketing; Marketing Communications; Brands and Branding; Price; Strategy; Competition; Competitive Strategy; Competitive Advantage; Partners and Partnerships; Health; Well-being; Mobile and Wireless Technology; Communication; Communication Strategy; Disruption; Consumer Behavior; Digital Marketing; E-commerce; Applications and Software; Health Industry; Technology Industry; Communications Industry; United States; North America; United Kingdom
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      Israeli, Ayelet, and Anne Wilson. "Headspace vs. Calm: A Mindful Competition." Harvard Business School Case 521-102, May 2021. (Revised May 2022.)
      • May–June 2021
      • Article

      How to Close the Gender Gap

      By: Colleen Ammerman and Boris Groysberg
      Most companies say they’re committed to advancing women into leadership roles. What they may fail to recognize, though, is that systemic barriers are holding women back. As a result, women remain disadvantaged at every stage of their employment and underrepresented in... View Details
      Keywords: Gender Discrimination; Employment; Gender; Prejudice and Bias; Talent and Talent Management; Organizational Change and Adaptation
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      Ammerman, Colleen, and Boris Groysberg. "How to Close the Gender Gap." Harvard Business Review 99, no. 3 (May–June 2021): 124–133.
      • May 2021
      • Article

      Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being

      By: Lisa Rotenstein, Robert S. Huckman and Christine K. Cassel
      The COVID-19 crisis has forced physicians to make daily decisions that require knowledge and skills they did not acquire as part of their biomedical training. Physicians are being called upon to be both managers—able to set processes and structures—and leaders—capable... View Details
      Keywords: Health Care and Treatment; Management; Leadership; Health Pandemics; Health Industry
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      Rotenstein, Lisa, Robert S. Huckman, and Christine K. Cassel. "Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being." Academic Medicine 96, no. 5 (May 2021).
      • May 2021
      • Article

      Value-Based Healthcare in Urology: A Collaborative Review

      By: Chanan Reitblat, Paul A. Bain, Michael E. Porter, David N. Bernstein, Thomas W. Feeley, Markus Graefen, Santosh Iyer, Matthew J. Resnick, C.J. Stimson, Quoc-Dien Trinh and Boris Gershman
      Context:
      In response to growing concerns over rising costs and major variation in quality, improving value for patients has been proposed as a fundamentally new strategy for how healthcare should be delivered, measured, and... View Details
      Keywords: Value-based Healthcare; Integrated Practice Units; Outcome Measurement; Time-Driven Activity-Based Costing; Health Care and Treatment; Value; Cost Management; Strategy; Outcome or Result; Measurement and Metrics
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      Reitblat, Chanan, Paul A. Bain, Michael E. Porter, David N. Bernstein, Thomas W. Feeley, Markus Graefen, Santosh Iyer, Matthew J. Resnick, C.J. Stimson, Quoc-Dien Trinh, and Boris Gershman. "Value-Based Healthcare in Urology: A Collaborative Review." European Urology 79, no. 5 (May 2021): 571–585.
      • April 2021 (Revised June 2021)
      • Case

      IBM: Design Thinking

      By: Srikant M. Datar, Amram Migdal and Paul Hamilton
      This case describes the 2012-2020 effort at IBM to implement design thinking throughout the company and hire thousands of designers to serve on every product team alongside technical engineers and developers and product managers. IBM’s design transformation is told... View Details
      Keywords: Business Ventures; Business Divisions; Business Units; Business Organization; Change; Change Management; Transformation; Competency and Skills; Talent and Talent Management; Design; Human Resources; Recruitment; Selection and Staffing; Innovation and Invention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Jobs and Positions; Job Design and Levels; Leading Change; Management; Business or Company Management; Goals and Objectives; Management Practices and Processes; Operations; Product; Product Design; Product Development; Organizations; Business Processes; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Strategy; Adaptation; Adoption; Technological Innovation; Information Infrastructure; Information Technology; Technology Industry; Information Technology Industry; United States
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      Datar, Srikant M., Amram Migdal, and Paul Hamilton. "IBM: Design Thinking." Harvard Business School Case 121-007, April 2021. (Revised June 2021.)
      • April 2021 (Revised January 2022)
      • Case

      SA Taxi: A Vehicle for Empowerment? (A)

      By: Nien-he Hsieh, Dilyana Karadzhova Botha and F. Christopher Eaglin
      SA Taxi was a vertically integrated business that operated in South Africa’s distinctive taxi industry. Despite being plagued by violence, informal structures, unsafe road practices and lack of government support, the taxi industry had grown to become South Africa’s... View Details
      Keywords: Corporate Accountability; Ownership; Ownership Stake; Business and Stakeholder Relations; Equality and Inequality; Race; Situation or Environment; Transportation Industry; South Africa; Africa
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      Hsieh, Nien-he, Dilyana Karadzhova Botha, and F. Christopher Eaglin. "SA Taxi: A Vehicle for Empowerment? (A)." Harvard Business School Case 321-138, April 2021. (Revised January 2022.)
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