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- All HBS Web
(117,451)
- Faculty Publications (37,517)
- 2021
- Chapter
Towards a Unified Framework for Fair and Stable Graph Representation Learning
By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik
As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual... View Details
Agarwal, Chirag, Himabindu Lakkaraju, and Marinka Zitnik. "Towards a Unified Framework for Fair and Stable Graph Representation Learning." In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, edited by Cassio de Campos and Marloes H. Maathuis, 2114–2124. AUAI Press, 2021.
- Article
Towards the Unification and Robustness of Perturbation and Gradient Based Explanations
By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: Machine Learning; Black Box Explanations; Decision Making; Forecasting and Prediction; Information Technology
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Perturbation and Gradient Based Explanations." Proceedings of the International Conference on Machine Learning (ICML) 38th (2021).
- Article
What Is Your Status Portfolio? Higher Status Variance across Groups Increases Interpersonal Helping but Decreases Intrapersonal Well-being
By: Catarina R. Fernandes, Siyu Yu, Taeya M. Howell, Alison Wood Brooks, Gavin J. Kilduff and Nathan C. Pettit
Individuals belong to multiple groups across various domains of life, which in aggregate constitute a portfolio of potentially distinct levels of experienced status. We propose a two-factor model for assessing the effects of an individual’s status portfolio, based on... View Details
Keywords: Status; Social Hierarchies; Helping; Perspective Taking; Anxiety; Status and Position; Groups and Teams; Perspective; Well-being
Fernandes, Catarina R., Siyu Yu, Taeya M. Howell, Alison Wood Brooks, Gavin J. Kilduff, and Nathan C. Pettit. "What Is Your Status Portfolio? Higher Status Variance across Groups Increases Interpersonal Helping but Decreases Intrapersonal Well-being." Organizational Behavior and Human Decision Processes 165 (July 2021): 56–75.
- July–August 2021
- Article
Why Do So Many Strategies Fail?
By: David J. Collis
THE PROBLEM: Seemingly successful new companies struggle to turn a healthy profit. Established firms get disrupted by upstarts. Companies that excel at serving their markets can’t adapt when customers’ tastes shift. THE ROOT CAUSE: All too often, business leaders focus... View Details
Collis, David J. "Why Do So Many Strategies Fail?" Harvard Business Review 99, no. 4 (July–August 2021): 82–93.
- 2021
- Book
Why Startups Fail: A New Roadmap for Entrepreneurial Success
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
Eisenmann, Thomas R. Why Startups Fail: A New Roadmap for Entrepreneurial Success. New York: Currency, 2021.
- Article
Work Group Rituals Enhance the Meaning of Work
By: Tami Kim, Ovul Sezer, Juliana Schroeder, Jane L. Risen, Francesca Gino and Michael I. Norton
The many benefits of finding meaning in work suggest the importance of identifying activities that increase job meaningfulness. The current paper identifies one such activity: engaging in rituals with workgroups. Five studies (N = 1,099) provide evidence that... View Details
Keywords: Groups; Meaningfulness; Task Meaning; Ritual; Teams; Organizational Citizenship; Groups and Teams; Behavior; Familiarity
Kim, Tami, Ovul Sezer, Juliana Schroeder, Jane L. Risen, Francesca Gino, and Michael I. Norton. "Work Group Rituals Enhance the Meaning of Work." Organizational Behavior and Human Decision Processes 165 (July 2021): 197–212.
- 2021
- Working Paper
Accounting for Product Impact in the Oil and Gas Industry
By: Katie Panella, George Serafeim and Katie Trinh
We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the oil and gas industry. We design a monetization methodology that allows us to calculate monetary product impact estimates of... View Details
Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Oil; Oil ＆ Gas; Oil And Gas; IWAI; Impact-Weighted Accounts; Product Design; Product Positioning; Society; Environmental Sustainability; Corporate Social Responsibility and Impact; Product
Panella, Katie, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Oil and Gas Industry." Harvard Business School Working Paper, No. 21-140, June 2021.
- 2021
- Working Paper
Accounting for Product Impact in the Pharmaceuticals Industry
By: Amanda Rischbieth, George Serafeim and Katie Trinh
We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the pharmaceuticals industry. We design a monetization methodology that allows us to calculate monetary impact estimates of accessible... View Details
Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Pharmaceutical Companies; Pharmaceuticals; IWAI; Product Design; Product Positioning; Society; Environmental Sustainability; Corporate Social Responsibility and Impact; Product; Safety; Pharmaceutical Industry
Rischbieth, Amanda, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Pharmaceuticals Industry." Harvard Business School Working Paper, No. 21-139, June 2021.
- 2024
- Working Paper
Fecal Microbiota Transplants —Too Simple to be Safe? Case Histories of Transformational Advances
By: Amar Bhide and Srikant M. Datar
By 2013, after many decades of very slow development and adoption, Fecal Microbiota Transplantation procedures were attracting widespread attention. This case history chronicles the: 1) pioneering fecal transplants performed in the 20th century; 2) development of the... View Details
Keywords: Health Care and Treatment; Innovation and Invention; Governing Rules, Regulations, and Reforms
Bhide, Amar, and Srikant M. Datar. "Fecal Microbiota Transplants —Too Simple to be Safe? Case Histories of Transformational Advances." Harvard Business School Working Paper, No. 21-132, June 2021. (Revised May 2024.)
- 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
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
- Case
Modern Endowment Management: Paula Volent and the Bowdoin Endowment
By: Luis M. Viceira, Emily R. McComb and Dean Xu
This case examines modern endowment investment management through the lens of a leadership transition between Chief Investment Officers (CIOs). In March 2021, Paula Volent is about to step down as the CIO of the endowment of Bowdoin College after twenty-one years, and... View Details
Keywords: Investment Portfolio; Investment Banking; Growth Management; Investment Return; Capital Markets; Interest Rates; Competition; Cost Management; Risk Management; Financial Liquidity; Performance Evaluation
Viceira, Luis M., Emily R. McComb, and Dean Xu. "Modern Endowment Management: Paula Volent and the Bowdoin Endowment." Harvard Business School Case 221-101, June 2021.
- 2021
- Working Paper
Proxy Advisory Firms and Corporate Shareholder Engagement
By: Aiyesha Dey, Joshua White and Austin Starkweather
We examine the influence of proxy advisors on firms’ shareholder engagement behavior. Our analyses exploit a quasi-natural experiment using Say-On-Pay voting outcomes near a threshold that triggers a review of engagement activities by Institutional Shareholder Services... View Details
Keywords: Proxy Advisors; ISS; Shareholder Engagement; Disclosure; Business and Shareholder Relations; Executive Compensation; Corporate Disclosure
Dey, Aiyesha, Joshua White, and Austin Starkweather. "Proxy Advisory Firms and Corporate Shareholder Engagement." Harvard Business School Working Paper, No. 21-137, June 2021. (Revised February 2022.)
- June 30, 2021
- Article
Rosabeth Moss Kanter: Let Employees Take the Lead on ESG
Companies that don’t give rank-and-file workers a central role in their environmental, social and governance (ESG) work are making a mistake. They risk alienating values-oriented employees who question company practices, and they miss a big opportunity for employee... View Details
Keywords: ESG; ESG (Environmental, Social, Governance) Performance; Leaders; Talent Acquisition; Talent Retention; Engagement; Organizations; Environmental Sustainability; Social Issues; Employees; Leadership; Talent and Talent Management
Kanter, Rosabeth M. "Rosabeth Moss Kanter: Let Employees Take the Lead on ESG." Wall Street Journal (online) (June 30, 2021).
- June 2021
- Teaching Note
The Clean Network and the Future of Global Technology Competition
By: Meg Rithmire
Teaching Note for HBS Case No. 721-045. View Details
- 2021
- Other Unpublished Work
Fiscal Policy at a Time of Polarization: Addressing Latin America’s Tough Dilemmas
By: Laura Alfaro, Guillermo Calvo, Augusto de la Torre, José de Gregorio, Roque Fernandez, Pablo Guidotti, Paulo Leme, Enrique Mendoza, Ernesto Talvi, Liliana Rojas-Suarez and Andrés Velasco
Alfaro, Laura, Guillermo Calvo, Augusto de la Torre, José de Gregorio, Roque Fernandez, Pablo Guidotti, Paulo Leme, Enrique Mendoza, Ernesto Talvi, Liliana Rojas-Suarez, and Andrés Velasco. "Fiscal Policy at a Time of Polarization: Addressing Latin America’s Tough Dilemmas." Comité Latinoamericano de Asuntos Financieros (CLAAF) Statement, No. 44, June 2021.
- June 2021
- Case
New Director Dilemmas: Blurring the Line Between Governance and Management
By: John J-H Kim
Kim, John J-H. "New Director Dilemmas: Blurring the Line Between Governance and Management." Harvard Business School Case 322-011, June 2021.
- June 2021
- Case
New Director Dilemmas: Social Media Complications
By: John J-H Kim
Keywords: Educational Policy And Politics; Education; Policy; Interests; Organizational Culture; Education Industry
Kim, John J-H. "New Director Dilemmas: Social Media Complications." Harvard Business School Case 322-012, June 2021.
- June 2021
- Teaching Plan
COVID-19 Testing at Everlywell
By: Jeffrey J. Bussgang and Olivia Hull
Teaching Plan for HBS Case No. 821-001. View Details
- June 2021
- Teaching Note
Michael Phelps: 'It's Okay to Not Be Okay'
By: Boris Groysberg, Carin-Isabel Knoop and Michael Norris
Teaching Note for HBS Case No. 421-044. In 2020, Michael Phelps, the most decorated Olympian of all time, with 28 medals in various swimming events, was now retired. As he looked back on his 20+ year athletic career, he considered what had gone into making him the... View Details
- June 2021
- Case
The Canada Pension Plan Investment Board (CPP Investments): April 2021
By: Josh Lerner, Reza Satchu and Alys Ferragamo
The Canada Pension Plan Investment Board (CPPIB) is one of the largest pools of investment capital in the world and follows a rigorous “Total Portfolio Framework” in its approach to investment management. In April of 2021, John Graham was just two months into his role... View Details
Keywords: Pension Funds; Investment Strategy; Capital Markets; Financial Strategy; Investment; Asset Management; Financial Institutions; Private Equity; Growth and Development Strategy; Investment Portfolio; Assets; Financial Markets; Financial Services Industry; Canada
Lerner, Josh, Reza Satchu, and Alys Ferragamo. "The Canada Pension Plan Investment Board (CPP Investments): April 2021." Harvard Business School Case 821-125, June 2021.