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      • 2021
      • Working Paper

      Impact Accounting for Product Use: A Framework and Industry-specific Models

      By: George Serafeim and Katie Trinh
      This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details
      Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework
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      Serafeim, George, and Katie Trinh. "Impact Accounting for Product Use: A Framework and Industry-specific Models." Harvard Business School Working Paper, No. 21-141, June 2021.
      • June 2021
      • Article

      Deals in the Time of Pandemic

      By: Guhan Subramanian and Caley Petrucci
      The COVID-19 pandemic has brought new attention to the period between signing and closing in M&A transactions. Transactional planners heavily negotiate the provisions that govern the behavior of the parties during this window, not only to allocate risk between the... View Details
      Keywords: Takeovers; COVID-19; Material Adverse Effect; Mergers and Acquisitions; Health Pandemics
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      Subramanian, Guhan, and Caley Petrucci. "Deals in the Time of Pandemic." Columbia Law Review 121, no. 5 (June 2021): 1405–1480.
      • June 2021
      • Article

      Making Marketplaces Safe: Dominant Individual Rationality and Applications to Market Design

      By: Benjamin N. Roth and Ran I. Shorrer
      Often market designers cannot force agents to join a marketplace rather than using pre-existing institutions. We propose a new desideratum for marketplace design that guarantees the safety of participation: Dominant Individual Rationality (DIR). A marketplace is DIR if... View Details
      Keywords: Dominant Individual Rationality; Market Design; Safety
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      Roth, Benjamin N., and Ran I. Shorrer. "Making Marketplaces Safe: Dominant Individual Rationality and Applications to Market Design." Management Science 67, no. 6 (June 2021).
      • May 2021 (Revised May 2022)
      • Supplement

      Odebrecht's 'Transformation Journey' (B)

      By: Lynn S. Paine, Ruth Costas and Pedro Levindo
      The case describes the changes in Odebrecht’s board of directors while the company had to file for court-supervised reorganization and cope with an ongoing feud within its founding family, and the new challenges that the Group’s leadership has to face. The changes in... View Details
      Keywords: Corporate Misconduct; Corporate Governance; Crisis Management; Organizational Change and Adaptation; Reputation; Mission and Purpose; Business and Government Relations; Engineering; Family Business; Emerging Markets; Construction Industry; Brazil; Latin America
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      Paine, Lynn S., Ruth Costas, and Pedro Levindo. "Odebrecht's 'Transformation Journey' (B)." Harvard Business School Supplement 321-093, May 2021. (Revised May 2022.)
      • May 2021
      • Teaching Plan

      Gera Developments: Leadership at a Crossroads

      By: Christina R. Wing and John Masko
      Teaching Plan for HBS Case No. 621-018. For decades, Gera Developments (Gera) was a boutique family-owned real estate development firm in Pune, India. But since 2000, managing director Rohit Gera had turned the company into a dynamic innovator in housing solutions for... View Details
      Keywords: Buildings and Facilities; Business Growth and Maturation; Construction; Geographic Location; Global Strategy; Globalized Firms and Management; Housing; Leadership Style; Management Succession; Organizational Change and Adaptation; Organizational Culture; Family Ownership; Family and Family Relationships; Urban Development; Customization and Personalization; Real Estate Industry; Maharashtra; India; San Francisco
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      Wing, Christina R., and John Masko. "Gera Developments: Leadership at a Crossroads." Harvard Business School Teaching Plan 621-109, 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.)
      • May 2021
      • Article

      Stability, Strategy-Proofness, and Cumulative Offer Mechanisms

      By: John William Hatfield, Scott Duke Kominers and Alexander Westkamp
      We consider the setting of many-to-one matching with contracts, where firms may demand multiple contracts, but each worker desires at most one contract. We introduce three novel conditions—observable substitutability, observable size monotonicity, and... View Details
      Keywords: Matching With Contracts; Stability; Strategy-proofness; Substitutability; Size Monotonicity; Cumulative Offer Mechanism; Marketplace Matching; Balance and Stability
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      Hatfield, John William, Scott Duke Kominers, and Alexander Westkamp. "Stability, Strategy-Proofness, and Cumulative Offer Mechanisms." Review of Economic Studies 88, no. 3 (May 2021): 1457–1502.
      • April–May 2021
      • Article

      The Influence of Loan Officers on Loan Contract Design and Performance

      By: Robert Bushman, Janet Gao, Xiumin Martin and Joseph Pacelli
      We investigate the extent to which loan officers generate independent, individual effects on the design and performance of syndicated loans. We construct a large database containing the identities of loan officers involved in structuring syndicated loan deals, allowing... View Details
      Keywords: Loan Officers; Covenants; Interest Spreads; Syndicated Loans; Banks and Banking; Financing and Loans; Design; Performance
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      Bushman, Robert, Janet Gao, Xiumin Martin, and Joseph Pacelli. "The Influence of Loan Officers on Loan Contract Design and Performance." Journal of Accounting & Economics 71, nos. 2-3 (April–May 2021).
      • March 2021
      • Technical Note

      Competitive Strategy in International Construction

      By: John D. Macomber and Emrah Ergelen
      Construction of buildings and infrastructure is one of the largest industries in the world in terms of volume. It is also one of the most physically risky, financially uncertain, and politically impacted. The industry is highly fragmented since there are few economies... View Details
      Keywords: Construction; Infrastructure; Strategy; Marketing Strategy; Competitive Strategy; Strategic Planning; Global Range; Construction Industry
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      Macomber, John D., and Emrah Ergelen. "Competitive Strategy in International Construction." Harvard Business School Technical Note 221-074, March 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

      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.)
      • 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; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products 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.
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