Computational Social Science - Publications - Faculty & Research - Harvard Business School

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2020
Article

Research on Corporate Sustainability: Review and Directions for Future Research

By: Jody Grewal and George Serafeim

We review the literature on corporate sustainability and provide directions for future research. Our review focuses on three actions: measuring, managing and communicating corporate sustainability performance. Measurement is the least developed of the three and... View Details

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May 2011 (Revised January 2012)
Supplement

OPOWER: Increasing Energy Efficiency through Normative Influence (B)

By: Maarten W. Bos, Amy J.C. Cuddy and Kyle Todd Doherty

The case profiles OPOWER, an energy efficiency software company that applies Cialdini's principles of social influence to successfully encourage consumers to reduce their energy usage. OPOWER was co-founded in 2008 by two young Harvard graduates, Dan Yates and Alex... View Details

Keywords: Energy Conservation

June 2010 (Revised July 2011)
Case

China Environment Fund: Doing Well by Doing Good

By: Christopher Marquis and Nancy Dai

In early 2010, cleantech investment pioneer Tsing Capital was planning for the China Environment Fund IV and considering how to maintain its commitment to social and environmental practices. Tsing Capital embraced its philosophy of "Doing Well by Doing Good" and... View Details

Keywords: Corporate Social Responsibility and Impact; Business Strategy; Balance and Stability; Environmental Sustainability; Climate Change; Energy Conservation; Business Organization; Organizational Change and Adaptation; Venture Capital; Financial Services Industry; China

June 2021
Article

Cognition and Emotion in Extreme Political Action: Individual Differences and Dynamic Interactions

By: Leor Zmigrod and Amit Goldenberg

Who is most likely to join and engage in extreme political action? While traditional theories have focused on situational factors or group identity attributes, an emerging science illustrates that tendencies for extreme political action may also be rooted in... View Details

Keywords: Extreme Political Action; Ideology; Political Psychology; Cognition-emotion Interactions; Cognition and Thinking; Emotions; Personal Characteristics

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August 2014 (Revised May 2015)
Case

Teaming at Disney Animation

By: Amy C. Edmondson, David L. Ager, Emily Harburg and Natalie Bartlett

Jonathan Geibel, Director of Systems at Walt Disney Animation Studios (hereafter referred to as Disney Animation), walked through the workspace occupied by the group he had been tasked to lead. Geibel knew he was part of a creative and magical environment. The Disney... View Details

Keywords: Leading Change; Creativity; Organizational Structure; Animation Entertainment; Organizational Culture; Groups and Teams; Motion Pictures and Video Industry; Entertainment and Recreation Industry; United States

Article

Marginality and Problem-Solving Effectiveness in Broadcast Search

By: Lars Bo Jeppesen and Karim R. Lakhani

We examine who the winners are in science problem-solving contests characterized by open broadcast of problem information, self-selection of external solvers to discrete problems from the laboratories of large R&D intensive companies, and blind review of solution... View Details

Keywords: Competition; Open Source Distribution; Knowledge Use and Leverage; Markets; Independent Innovation and Invention; Problems and Challenges; Research and Development; Gender; Science

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10 Jun 2015
Research & Ideas

The Transparency Revolution in Corporate Reporting

Not long ago, only 30 companies around the world reported data about their social and sustainability (that is, nonfinancial) endeavors. Today, more than 7,000 organizations do so. While that transparency is undoubtedly a good thing, the... View Details

Keywords: Re: George Serafeim

03 Dec 2018
Research & Ideas

How Companies Can Increase Market Rewards for Sustainability Efforts

flavijus For the first time, a link has been drawn between public sentiment about a company’s sustainability practices and how that company is valued in the market. The results are important both for investors searching for under-valued, View Details

Keywords: by Rachel Layne

John F. Batter

John Batter is a retired Litigation Partner in the Boston Office of Wilmer Cutler Pickering Hale and Dorr LLP where his practice focussed on on the defense of public and private companies and their directors and management against breach of fiduciary duty claims and... View Details

2023
Chapter

Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan

he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details

Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing

2016
Article

Academia's Emerging Crisis of Relevance and the Consequent Role of the Engaged Scholar

By: Andrew J. Hoffman

Universities are facing a crisis of relevance. While there are multiple reasons for this to be happening, one that deserves particular attention is the extent to which academic scholars do not see it as their role to engage in public and political discourse. However,... View Details

Keywords: Political Discourse; Public Engagement; Higher Education; Social Media

May 2022
Case

Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models

By: Tsedal Neeley and Stefani Ruper

Dr. Timnit Gebru—a leading artificial intelligence (AI) computer scientist and co-lead of Google’s Ethical AI team—was messaging with one of her colleagues when she saw the words: “Did you resign?? Megan sent an email saying that she accepted your resignation.” Heart... View Details

Keywords: Ethics; Employment; Corporate Social Responsibility and Impact; Technological Innovation

Article

Investors as Stewards of the Commons?

By: George Serafeim

Over the past few years, there has been a significant increase in the number of initiatives seeking to mobilize investor voice towards positive social impact. In this paper, I provide a framework outlining the role of investors as stewards of the commons. While... View Details

Keywords: Collaboration; Industry Self-regulation; Sustainability; ESG; Capital Markets; Investor Behavior; Investment Activism; Social Issues; Environmental Sustainability; Corporate Social Responsibility and Impact; Cooperation

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November 2023 (Revised April 2024)
Case

Khanmigo: Revolutionizing Learning with GenAI

By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean

Already a leader in the edtech space since its 2008 launch, Khan Academy was now one of the first edtech organizations to embrace generative artificial intelligence ("genAI"). In March 2023, Khan Academy began beta testing Khanmigo, a genAI “guide” and tutor built with... View Details

Keywords: Technology Adoption; Leading Change; Entrepreneurship; Risk and Uncertainty; Education; AI and Machine Learning; Corporate Social Responsibility and Impact; Education Industry; Technology Industry; United States; San Francisco

Article

The Job Market for New Economists: A Market Design Perspective

By: Peter A. Coles, John Cawley, Phillip B. Levine, Muriel Niederle, Alvin E. Roth and John J. Siegfried

This paper, written by the members of the American Economic Association (AEA) Ad Hoc Committee on the Job Market, provides an overview of the market for new Ph.D. economists. It describes the role of the AEA in the market and focuses in particular on two mechanisms... View Details

Keywords: Market Design; Jobs and Positions

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July 2007
Article

Cooperation between Corporations and Environmental Groups: A Transaction Cost Perspective

Theory suggests that when transaction costs are low, corporations and stakeholders can minimize social costs by transacting to their mutual advantage, but when transaction costs are high, reducing social costs requires the intervention of a centralized institution.... View Details

Keywords: Cost vs Benefits; Cost; Corporate Social Responsibility and Impact; Business and Stakeholder Relations; Environmental Sustainability; Competitive Advantage; Cooperation

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November 2020
Case

Valuing Celgene's CVR

By: Benjamin C. Esty and Daniel Fisher

When Bristol-Myers Squibb (BMS) acquired Celgene Corporation in November 2019, Celgene shareholders received cash, BMS stock, and a contingent value right (CVRs) that would pay $9 if the U.S. Food and Drug Administration (FDA) approved three of Celgene’s late stage... View Details

Keywords: Mergers and Acquisitions; Value; Valuation; Judgments; Decision Making; Cash Flow; Financial Instruments; Cognition and Thinking; Pharmaceutical Industry; Biotechnology Industry; United States

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

Web

Curriculum | MBA

Curriculum MS/MBA Biotechnology: Life Sciences Students complete degree requirements over two academic years, augmented by coursework during August at the beginning of the program and during both January terms. Students have the summer... View Details

June 2020
Case

Career Karma: Growth in a Time of Global Uncertainty (A)

By: Laura Huang, Elizabeth Jiang and Brandon Yu

Career Karma is a startup focused on helping individuals looking to transition careers into computer engineering roles or similar fields by preparing them for formal technical training programs, or “coding bootcamps,” that would lead to a successful career pivot upon... View Details

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