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    • All HBS Web  (1,663)
      • Faculty Publications  (122)

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      • 2023
      • Article

      On the Privacy Risks of Algorithmic Recourse

      By: Martin Pawelczyk, Himabindu Lakkaraju and Seth Neel
      As predictive models are increasingly being employed to make consequential decisions, there is a growing emphasis on developing techniques that can provide algorithmic recourse to affected individuals. While such recourses can be immensely beneficial to affected...  View Details
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      Pawelczyk, Martin, Himabindu Lakkaraju, and Seth Neel. "On the Privacy Risks of Algorithmic Recourse." International Conference on Artificial Intelligence and Statistics (AISTATS) (2023).
      • 2023
      • Article

      Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse

      By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
      As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means...  View Details
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      Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse." International Conference on Learning Representations (ICLR) (2023).
      • November 2022
      • Teaching Note

      Proximie: Using XR Technology to Create Borderless Operating Rooms

      By: Ariel D. Stern, Alpana Thapar and Menna Hassan
      Founded by Nadine Hachach-Haram in 2016, Proximie was a digital medicine platform that used mixed reality and a host of digital audio and visual tools to enable clinicians, proctors, and medical device company personnel to be virtually present in operating rooms (ORs),...  View Details
      Keywords: Technological Innovation; Business Growth and Maturation; Growth and Development Strategy; Corporate Social Responsibility and Impact; Decision Making; Health Industry; Medical Devices and Supplies Industry
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      Stern, Ariel D., Alpana Thapar, and Menna Hassan. "Proximie: Using XR Technology to Create Borderless Operating Rooms." Harvard Business School Teaching Note 623-034, November 2022.
      • 2022
      • Article

      Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations

      By: Jessica Dai, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach and Himabindu Lakkaraju
      As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across all subgroups of a population. For instance, it...  View Details
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      Dai, Jessica, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach, and Himabindu Lakkaraju. "Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations." AAAI/ACM Conference on AI, Society, and Ethics (AIES) (2022).
      • July 2022
      • Case

      A Soul and a Service: North Carolina Mutual Life Insurance

      By: Tom Nicholas and John Masko
      The North Carolina Mutual and Provident Association (the Mutual) was founded in 1898 as a for-profit entity selling life insurance catering to the Black community. The Mutual was entering a field crowded with established White-owned competitors that largely refused to...  View Details
      Keywords: Black Entrepreneurs; Insurance; History; Race; Prejudice and Bias; Entrepreneurship; Decision Choices and Conditions; Growth and Development Strategy; Insurance Industry; United States
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      Nicholas, Tom, and John Masko. "A Soul and a Service: North Carolina Mutual Life Insurance." Harvard Business School Case 823-032, July 2022.
      • July 2022
      • Case

      Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia

      By: Josh Lerner and Richard Zhu
      Yinglan Tan considered the future of his young Singapore-based venture capital firm. On the one hand, the intuition that was behind the initial creation of Insignia in 2017 had been proven correct. The venture capital market in Southeast Asia had grown rapidly, driven...  View Details
      Keywords: E-commerce; Scalability; Globalized Markets and Industries; Venture Capital; International Finance; Growth and Development; Expansion
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      Lerner, Josh, and Richard Zhu. "Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia." Harvard Business School Case 823-025, July 2022.
      • 2022
      • Book

      Empires of Ideas: Creating the Modern University from Germany to America to China

      By: William C. Kirby
      The modern university was born in Germany. In the twentieth century, the United States leapfrogged Germany to become the global leader in higher education. Will China challenge its position in the twenty-first?
      Today American institutions dominate nearly every...  View Details
      Keywords: University; Higher Education; History; United States; Germany; China
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      Kirby, William C. Empires of Ideas: Creating the Modern University from Germany to America to China. Cambridge, MA: Belknap Press of Harvard University Press, 2022.
      • June 2022 (Revised October 2022)
      • Background Note

      Digital Commerce and Delivery: Preparing Food and Retail Value Chains for a 50-50 World

      By: William R. Kerr, Daniel O'Connor, Paige Boehmcke and Will Ensor
      Increasing digitalization of grocery retail and quick commerce reveals insights about managing complex supply chains at scale and shifting revenue streams from product sales to data monetization. How are the roles of retailers changing? What happens if marginal cost...  View Details
      Keywords: Grocery Delivery; Grocery; Digitalization; Fulfillment; Delivery; Supply Chain; Disruption; Food; Supply Chain Management; Market Design; Trends; Value Creation; Goods and Commodities; Customer Value and Value Chain; Digital Transformation; Retail Industry; Food and Beverage Industry; United States; China
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      Kerr, William R., Daniel O'Connor, Paige Boehmcke, and Will Ensor. "Digital Commerce and Delivery: Preparing Food and Retail Value Chains for a 50-50 World." Harvard Business School Background Note 822-108, June 2022. (Revised October 2022.)
      • 2022
      • Article

      Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis.

      By: Martin Pawelczyk, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay and Himabindu Lakkaraju
      As machine learning (ML) models become more widely deployed in high-stakes applications, counterfactual explanations have emerged as key tools for providing actionable model explanations in practice. Despite the growing popularity of counterfactual explanations, a...  View Details
      Keywords: Machine Learning Models; Counterfactual Explanations; Adversarial Examples; Mathematical Methods
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      Pawelczyk, Martin, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay, and Himabindu Lakkaraju. "Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
      • 2022
      • Working Paper

      The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful

      By: John A. Deighton and Leora Kornfeld
      This chapter considers how digital culture has changed over the past decade, as the internet has grown its scope and user base. Billions around the world connect daily to an ever-expanding set of applications. A framework for thinking about digital effects is offered:...  View Details
      Keywords: Digital Culture; Internet and the Web; Consumer Behavior; Society
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      Deighton, John A., and Leora Kornfeld. "The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful." Harvard Business School Working Paper, No. 22-049, January 2022.
      • January 2022 (Revised August 2022)
      • Case

      Jackie Robinson: Changing the World

      By: Robert Simons and Max Saffer
      This case traces the rise of Jackie Robinson from the poor streets of Pasadena, California to one of the most famous people in America after he overturned the color barrier in baseball. The case describes how as a youth he excelled at basketball, football, baseball,...  View Details
      Keywords: Diversity; Power And Influence; Personal Characteristics; Values And Beliefs; Mission And Purpose; Sports; Entrepreneurship; Leadership; Leading Change; Personal Development and Career; United States
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      Simons, Robert, and Max Saffer. "Jackie Robinson: Changing the World." Harvard Business School Case 122-042, January 2022. (Revised August 2022.)
      • 2022
      • Book

      Ripe for Revolution: Building Socialism in the Third World

      By: Jeremy Friedman
      A historical account of ideology in the Global South as the postwar laboratory of socialism, its legacy following the Cold War, and the continuing influence of socialist ideas worldwide.

      In the first decades after World War II, many newly independent...  View Details
      Keywords: Socialism; Economic Systems; Globalization; Government and Politics; Developing Countries and Economies
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      Friedman, Jeremy. Ripe for Revolution: Building Socialism in the Third World. Cambridge, MA: Harvard University Press, 2022.
      • Article

      Reliable Post hoc Explanations: Modeling Uncertainty in Explainability

      By: Dylan Slack, Sophie Hilgard, Sameer Singh and Himabindu Lakkaraju
      As black box explanations are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, prior work demonstrates that explanations generated by...  View Details
      Keywords: Black Box Explanations; Bayesian Modeling; Decision Making; Risk and Uncertainty; Information Technology
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      Slack, Dylan, Sophie Hilgard, Sameer Singh, and Himabindu Lakkaraju. "Reliable Post hoc Explanations: Modeling Uncertainty in Explainability." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • October 2021
      • Case

      (180) Days of Quibi

      By: David J. Collis and Terrence Shu
      Mobile streaming app Quibi was ready to take the entertainment world by storm at its April 2020 launch. Backed by $1.75 billion, influential investors from Hollywood to Wall Street eagerly anticipated early success for this brainchild of Meg Whitman, former CEO of...  View Details
      Keywords: Corporate Strategy; Strategy; Business Model; Business Startups; Mobile Technology
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      Collis, David J., and Terrence Shu. "(180) Days of Quibi." Harvard Business School Case 722-377, October 2021.
      • October 2021 (Revised November 2021)
      • Case

      Bodega Aurrera: eCommerce at the Base of the Pyramid

      By: Michael Chu, Álvaro Rodríguez Arregui, Carla Larangeira and Jenyfeer Martinez Buitrago
      Bodega Aurrera, serving the base of the pyramid and Walmart’s main Mexican format, is considering launching a full eCommerce channel as Covid-19 has erupted in the country. In 2019, Bodega Aurrera accounted for 45% of revenues and 2,748 of Walmex’s 3,416 stores. Having...  View Details
      Keywords: Ecommerce; Bottom Of The Pyramid; Digitalization; Omnichannel; Walmart; Business Model; Internet and the Web; Marketing Channels; Technology Adoption; E-commerce; Retail Industry; Latin America; Mexico
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      Chu, Michael, Álvaro Rodríguez Arregui, Carla Larangeira, and Jenyfeer Martinez Buitrago. "Bodega Aurrera: eCommerce at the Base of the Pyramid." Harvard Business School Case 322-059, October 2021. (Revised November 2021.)
      • September 2021
      • Case

      Worldreader: Helping Readers Build a Better World

      By: Marco Bertini, Elie Ofek and Julia Kelley
      Founded in 2010, Worldreader was an international nonprofit organization that promoted reading to children around the world. For many years, Worldreader distributed e-readers to under-resourced communities and funded its operations primarily through philanthropic...  View Details
      Keywords: Subscription Model; Price; Financial Strategy; Education; Early Childhood Education; Learning; Geography; Geographic Scope; Global Range; Goals and Objectives; Marketing; Marketing Strategy; Markets; Organizations; Mission and Purpose; Social Enterprise; Non-Governmental Organizations; Nonprofit Organizations; Society; Social Issues; Strategy; Commercialization; Expansion; Segmentation; Education Industry; Africa; Asia; Latin America; Europe; North and Central America; South America
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      Bertini, Marco, Elie Ofek, and Julia Kelley. "Worldreader: Helping Readers Build a Better World." Harvard Business School Case 522-003, September 2021.
      • 2021
      • Book

      The Emergence of Charismatic Business Leadership

      By: Richard S. Tedlow
      In The Emergence of Charismatic Business Leadership is an examination of how the role of the business leader in the U.S. has changed from World War II to the present. A small number of high-profile individuals have transformed the face of modern-day leadership,...  View Details
      Keywords: Charisma; Leadership; Management Skills; Leadership Style; Personal Characteristics; Success
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      Tedlow, Richard S. The Emergence of Charismatic Business Leadership. New York: RosettaBooks, 2021.
      • July 2021 (Revised August 2021)
      • Supplement

      Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)

      By: Benjamin C. Esty and Allison M. Ciechanover
      As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden...  View Details
      Keywords: Business and Stakeholder Relations; Corporate Governance; Crisis Management; Leadership; Two-Sided Platforms; Corporate Social Responsibility and Impact; Mission and Purpose; Value Creation; Decision Making; Goals and Objectives; Travel Industry; Tourism Industry; Service Industry; United States
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      Esty, Benjamin C., and Allison M. Ciechanover. "Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)." Harvard Business School Supplement 222-003, July 2021. (Revised August 2021.) (To be taught in September 2021.)
      • June 28, 2021
      • Article

      4 Imperatives for Managing in a Hybrid World

      By: Kalle Heikkinen, William R. Kerr, Mika Malin and Panu Routila
      As more and more companies turn to a hybrid model of work more than a year into the COVID-19 pandemic, what challenges are leaders likely to face when managing people both in the office and remotely? Interviews with 38 executives in Nordic countries point to four main...  View Details
      Keywords: Hybrid Organizations; Organizational Structure; Management; Leadership
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      Heikkinen, Kalle, William R. Kerr, Mika Malin, and Panu Routila. "4 Imperatives for Managing in a Hybrid World." Harvard Business Review Digital Articles (June 28, 2021).
      • July 2021
      • Teaching Note

      Digital Transformation 2.0: CEO Elie Girard at Atos

      By: Tsedal Neeley
      Teaching Note for HBS Case No. 421-024. Elie Girard has taken the helm as CEO of multinational IT giant Atos to lead the company into the next era of digital transformation. Noticing that customers’ digital needs were evolving to become even more specialized and global...  View Details
      Keywords: Restructuring; Leading Change; Mergers and Acquisitions; Environmental Sustainability; Organizational Change and Adaptation; Digital Transformation; Information Technology Industry
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      Neeley, Tsedal. "Digital Transformation 2.0: CEO Elie Girard at Atos." Harvard Business School Teaching Note 422-006, July 2021.
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