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      • March 2021 (Revised December 2021)
      • Case

      Cedar Environmental: Innovation vs. Corruption in Lebanon?

      By: Nien-hê Hsieh and Youssef Abdel Aal
      The case follows Ziad Abi Chaker, founder and CEO of Cedar Environmental, as he weighs options for how to grow the company in the face of growing economic and political instability in Lebanon in 2019.

      Founded after the Lebanese civil war, Cedar... View Details
      Keywords: Waste Management; Recycling; Corruption; Leadership & Corporate Accountability; Business And Government; Social Entrepreneurship; Environmental Sustainability; Green Technology; Pollution; Entrepreneurship; Business and Government Relations; Crime and Corruption; Technological Innovation; Growth and Development Strategy; Business Strategy; Expansion; Corporate Accountability; Green Technology Industry; Middle East; Lebanon
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      Hsieh, Nien-hê, and Youssef Abdel Aal. "Cedar Environmental: Innovation vs. Corruption in Lebanon?" Harvard Business School Case 321-114, March 2021. (Revised December 2021.)
      • 2021
      • Working Paper

      First Law of Motion: Influencer Video Advertising on TikTok

      By: Jeremy Yang, Juanjuan Zhang and Yuhan Zhang
      This paper engineers an intuitive feature that is predictive of the causal effect of influencer video advertising on product sales. We propose the concept of m-score, a summary statistic that captures the extent to which a product is advertised in the most engaging... View Details
      Keywords: Influencer Advertising; Video Advertising; Computer Vision; Machine Learning; Advertising; Online Technology
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      Yang, Jeremy, Juanjuan Zhang, and Yuhan Zhang. "First Law of Motion: Influencer Video Advertising on TikTok." Working Paper, March 2021.
      • March 2021
      • Article

      Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies

      By: Willy C. Shih
      Many new technologies are complex and embody high levels of technical sophistication, and applying them should require significant knowledge and experience. Yet, the rapid adoption and incorporation of these technologies into other innovations seems inconsistent with... View Details
      Keywords: Abstraction; Technological And Scientific Innovation; Technological Progress; Diffusion Of Innovation; Technology Adoption; Technological Innovation; Complexity; Information Technology; Strategy
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      Shih, Willy C. "Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies." Strategy Science 6, no. 1 (March 2021): 54–61. (ISSN 2333-2050 (print), ISSN 2333-2077 (online))
      • March 2021
      • Article

      International Trade and Social Connectedness

      By: Michael Bailey, Abhinav Gupta, Sebastian Hillenbrand, Theresa Kuchler, Robert J. Richmond and Johannes Stroebel
      We use de-identified data from Facebook to construct a new and publicly available measure of the pairwise social connectedness between 170 countries and 332 European regions. We find that two countries trade more when they are more socially connected, especially for... View Details
      Keywords: Social Connections; International Trade; Trade; Social Media
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      Bailey, Michael, Abhinav Gupta, Sebastian Hillenbrand, Theresa Kuchler, Robert J. Richmond, and Johannes Stroebel. "International Trade and Social Connectedness." Journal of International Economics 129 (March 2021).
      • 2021
      • Article

      Leisure Beliefs and the Subjective Well-being of Nations

      By: Lucia Macchia and A.V. Whillans
      Here, we construct a data set of 79 countries (N = 220,000) and explore whether differences in the prioritization of time (leisure) vs. money (work) explain cross-country differences in happiness. Consistent with our predictions, countries whose citizens value leisure... View Details
      Keywords: Leisure; Work; Subjective Well-being; Public Policy; Employment; Happiness; Governance; Policy
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      Macchia, Lucia, and A.V. Whillans. "Leisure Beliefs and the Subjective Well-being of Nations." Journal of Positive Psychology 16, no. 2 (2021): 198–206. (Shared Authorship.)
      • February 2021 (Revised June 2023)
      • Case

      Henry Ford: Changing the World

      By: Robert Simons and Max Saffer
      This case traces the rise of Henry Ford from a small farm in Michigan to the controlling shareholder of the Ford Motor Company. The case describes how Ford, as young man, acquired engineering skills and the risks he took as he built and marketed one of the first... View Details
      Keywords: Technology; Entrepreneurship; Personal Characteristics; Business Startups; Management; Success; Values and Beliefs; Technological Innovation; Personal Development and Career; Auto Industry; United States; Michigan
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      Simons, Robert, and Max Saffer. "Henry Ford: Changing the World." Harvard Business School Case 121-063, February 2021. (Revised June 2023.)
      • February 2021
      • Article

      Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

      By: Tommy Pan Fang, Andy Wu and David R. Clough
      Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details
      Keywords: Innovation Ecosystems; Technology Diffusion; Hackathon; Contagion; Software Applications; Software Development; Software Engineering; Technology Strategy; Technology Adoption; Technological Innovation; Information Infrastructure; Innovation Strategy; Digital Platforms; Network Effects; Applications and Software; Information Technology; Technology Industry; Computer Industry; Information Technology Industry; Video Game Industry
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      Fang, Tommy Pan, Andy Wu, and David R. Clough. "Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence." Art. 1. Strategic Management Journal 42, no. 2 (February 2021): 233–272. (Lead article.)
      • January 2021
      • Case

      Andela: Africa's AWS for Talent

      By: Caroline M. Elkins, Tarun Khanna and Joyce J. Kim
      Five years after the company’s founding, Andela, a company that built and trained remote engineering teams, became arguably Africa’s greatest technology unicorn. By January 2019, Andela raised $100 million in Series D funding. As Andela looked to scale in an... View Details
      Keywords: Education In Africa; Entrepreneur; Remote Work; Software Engineering; Edtech; Entrepreneurship; Education; Applications and Software; Engineering; Growth and Development Strategy; Africa
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      Elkins, Caroline M., Tarun Khanna, and Joyce J. Kim. "Andela: Africa's AWS for Talent." Harvard Business School Case 321-113, January 2021.
      • January 2021 (Revised March 2021)
      • Case

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

      By: Jill Avery, Ayelet Israeli and Emma von Maur
      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; Preference Prediction; 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; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States
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      Avery, Jill, Ayelet Israeli, and Emma von Maur. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Case 521-070, January 2021. (Revised March 2021.)
      • January 2021
      • Article

      Commuting and Innovation: Are Closer Inventors More Productive?

      By: Hongyu Xiao, Andy Wu and Jaeho Kim
      We estimate the causal effect of workplace–home commuting distance on inventor productivity. We construct a novel panel of U.S. inventors with precisely measured workplace–home distances and inventor-level productivity. Our identification strategy exploits firm office... View Details
      Keywords: Commuting; Proximity; Inventors; Innovation; Relocation; Telecommuting; Geographic Location; Technological Innovation; Innovation and Management; Innovation Strategy; United States
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      Xiao, Hongyu, Andy Wu, and Jaeho Kim. "Commuting and Innovation: Are Closer Inventors More Productive?" Art. 103300. Journal of Urban Economics 121 (January 2021).
      • Article

      Reflections: Toward a Normative and Actionable Theory of Planned Organizational Change and Development

      By: Michael Beer
      A normative and actionable theory of planned organizational change and development is proposed based on fifty years of engagement by the author as a scholar-consultant. Five principles are central features of the theory and practice proposed: 1) Organizations are... View Details
      Keywords: Consultant; Process; Systems; Silence; Organizational Change and Adaptation; Leadership; Learning; Management Teams
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      Beer, Michael. "Reflections: Toward a Normative and Actionable Theory of Planned Organizational Change and Development." Journal of Change Management 21, no. 1 (2021).
      • Article

      Towards Robust and Reliable Algorithmic Recourse

      By: Sohini Upadhyay, Shalmali Joshi and Himabindu Lakkaraju
      As predictive models are increasingly being deployed in high-stakes decision making (e.g., loan approvals), there has been growing interest in post-hoc techniques which provide recourse to affected individuals. These techniques generate recourses under the assumption... View Details
      Keywords: Machine Learning Models; Algorithmic Recourse; Decision Making; Forecasting and Prediction
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      Upadhyay, Sohini, Shalmali Joshi, and Himabindu Lakkaraju. "Towards Robust and Reliable Algorithmic Recourse." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • December 2020 (Revised December 2021)
      • Case

      Komatsu and Smart Construction

      By: Rajiv Lal, David J. Collis and Akiko Saito
      Komatsu, Japan's leading construction equipment manufacturer, is considering investing in a digital platform "Smart Construction" that will digitise the entire work process on a construction site, allowing for substantial reductions in cost and time while improving... View Details
      Keywords: Platform; Digital Business; Construction; Business Model; Strategy; Technology Adoption; Internet and the Web; Digital Platforms; Construction Industry; Japan
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      Lal, Rajiv, David J. Collis, and Akiko Saito. "Komatsu and Smart Construction." Harvard Business School Case 521-042, December 2020. (Revised December 2021.)
      • December 2020
      • Supplement

      Komatsu Smart Construction: Launch Video

      By: Rajiv Lal, David J. Collis and Akiko Saito
      Short video of the concept of "Smart Construction" that was shown at the launch of the business by Komatsu. Illustrates what the automated construction site might look like in the future. View Details
      Keywords: Automation; Construction; Construction Industry; Japan
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      Lal, Rajiv, David J. Collis, and Akiko Saito. "Komatsu Smart Construction: Launch Video." Harvard Business School Multimedia/Video Supplement 521-707, December 2020.
      • December 2020
      • Supplement

      Komatsu: Video of Future Building Site

      By: Rajiv Lal, David J. Collis and Akiko Saito
      Short video that illustrates how an automated construction site would operate View Details
      Keywords: Automation; Construction; Construction Industry; Japan
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      Lal, Rajiv, David J. Collis, and Akiko Saito. "Komatsu: Video of Future Building Site." Harvard Business School Multimedia/Video Supplement 521-708, December 2020.
      • December 2020
      • Case

      Château Margaux: Serving Up the Third Wine

      By: Elie Ofek
      In fall 2019, Corinne Mentzelopoulos, owner of the famous first-growth Château Margaux, is pondering a series of decisions with respect to the chateau's third wine. Margaux du Château Marguax, as this wine was called, was launched in 2013 with a particular goal in mind... View Details
      Keywords: Brand Management; Pricing; Wine Industry; Marketing Strategy; Product Marketing; Performance Evaluation; Price; Distribution Channels; Growth and Development Strategy; France
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      Ofek, Elie. "Château Margaux: Serving Up the Third Wine." Harvard Business School Case 521-054, December 2020.
      • Article

      Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses

      By: Kaivalya Rawal and Himabindu Lakkaraju
      As predictive models are increasingly being deployed in high-stakes decision-making, there has been a lot of interest in developing algorithms which can provide recourses to affected individuals. While developing such tools is important, it is even more critical to... View Details
      Keywords: Predictive Models; Decision Making; Framework; Mathematical Methods
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      Rawal, Kaivalya, and Himabindu Lakkaraju. "Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses." Advances in Neural Information Processing Systems (NeurIPS) 33 (2020).
      • Article

      Credit and Punishment: Are Corporate Bankers Disciplined for Risk-Taking?

      By: Janet Gao, Kristoph Kleiner and Joseph Pacelli
      We examine whether bankers face disciplining consequences for structuring poorly performing corporate loans. We construct a novel data set containing the employment histories and loan portfolios of a large sample of corporate bankers and find that corporate credit... View Details
      Keywords: Syndicated Loans; Credit Events; Career Outcomes; Loan Officers; Banks and Banking; Financing and Loans; Risk Management; Corporate Finance; Personal Development and Career
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      Gao, Janet, Kristoph Kleiner, and Joseph Pacelli. "Credit and Punishment: Are Corporate Bankers Disciplined for Risk-Taking?" Review of Financial Studies 33, no. 12 (December 2020): 5706–5749.
      • Article

      Incorporating the Arts to Create Technical Leaders of the Future

      By: Linda A. Hill
      Engineering education should be reimagined to create a new generation of technical leaders prepared to dream, invent, and steward the future. These leaders of tomorrow will need to bridge business, engineering, and the arts. View Details
      Keywords: Education; Engineering; Arts; Leadership Development
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      Hill, Linda A. "Incorporating the Arts to Create Technical Leaders of the Future." The Bridge 50, no. S (Winter 2020). (Special 50th Anniversary Issue edited by Ronald M. Latanision.)
      • Article

      Robust and Stable Black Box Explanations

      By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
      As machine learning black boxes are increasingly being deployed in real-world applications, there has been a growing interest in developing post hoc explanations that summarize the behaviors of these black boxes. However, existing algorithms for generating such... View Details
      Keywords: Machine Learning; Black Box Models; Framework
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      Lakkaraju, Himabindu, Nino Arsov, and Osbert Bastani. "Robust and Stable Black Box Explanations." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020): 5628–5638. (Published in PMLR, Vol. 119.)
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