Publications

Educators

29 Oct 2018
Working Paper Summaries

Public Sentiment and the Price of Corporate Sustainability

Keywords: by George Serafeim

September 1974 (Revised June 1986)
Case

William D. Ruckelshaus and the Environmental Protection Agency

By: Joseph L. Bower

Keywords: Government Administration; Environmental Sustainability; Business and Government Relations; United States

Find at Harvard

2022
Article

Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations

By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju

A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This... View Details

Keywords: Mathematical Methods; Decision Choices and Conditions; Analytics and Data Science

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

Keywords: Prejudice and Bias; Mathematical Methods; Research; Analytics and Data Science

2020
Working Paper

Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang

We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details

Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science

SSRN

April 14, 2015
Article

The Type of Socially Responsible Investments That Make Firms More Profitable

By: George Serafeim

Keywords: Sustainability; Corporate Social Responsibility; Corporate Sustainability; Investing; Investment Management; Corporate Social Responsibility and Impact; Profit; Investment; Environmental Sustainability

March 1996
Article

Does it Pay to be Green? An Empirical Examination of the Relationship Between Emission Reduction and Firm Performance

By: Stuart L. Hart and Gautam Ahuja

Evidence can be marshalled to support either the view that pollution abatement is a cost burden on firms and is detrimental to competitiveness, or that reducing emissions increases efficiency and saves money, giving firms a cost advantage. In an effort to resolve this... View Details

Keywords: Competitive Advantage; Performance Efficiency; Environmental Sustainability; Business Strategy

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July 2012
Supplement

Generation Investment Management, Video

By: Sandra J. Sucher

Examines the Investment process of Generation Investment Management, a "sustainable" investing firm established in 2004 by David Blood and U.S. Vice President Al Gore. Places students in the position of David Lowish, director of global industrials, who must decide... View Details

Keywords: Leadership And Managing People; Accountability; Investment Management; Social Issues; Investment; Corporate Accountability; Ethics; Development Economics; Natural Environment; Financial Services Industry; Energy Industry

November 2011 (Revised June 2013)
Case

Allied Electronics Corporation Ltd: Linking Compensation to Sustainability Metrics

Robert Venter, second-generation Chief Executive (CE) of family-owned Allied Electronics Corporation Ltd (Altron), considered the pros and cons of more clearly linking the firm's compensation system to sustainability performance. In June 2011, Altron, a conglomerate... View Details

Keywords: Compensation and Benefits; Motivation and Incentives; Environmental Sustainability

Educators

2008
Working Paper

Learning Processes in Environmental Policy Making and Implementation

By: Alnoor Ebrahim

This paper explores how "learning" occurs in the context of environmental policy formulation and implementation. Rather than viewing policy learning as a rational and technocratic process, the emphasis here is on the political and institutional contexts within which... View Details

Keywords: Policy; Business and Government Relations; Natural Environment; Power and Influence; South Africa; Brazil