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  • 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
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Bower, Joseph L. "William D. Ruckelshaus and the Environmental Protection Agency." Harvard Business School Case 375-083, September 1974. (Revised June 1986.)
  • 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
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Han, Tessa, Suraj Srinivas, and Himabindu Lakkaraju. "Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022). (Best Paper Award, International Conference on Machine Learning (ICML) Workshop on Interpretable ML in Healthcare.)
  • 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
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Dai, Jessica, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach, and Himabindu Lakkaraju. "Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 203–214.
  • 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
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Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
  • 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
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Serafeim, George. "The Type of Socially Responsible Investments That Make Firms More Profitable." Harvard Business Review (website) (April 14, 2015).
  • 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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Hart, Stuart L., and Gautam Ahuja. "Does it Pay to be Green? An Empirical Examination of the Relationship Between Emission Reduction and Firm Performance." Business Strategy and the Environment 5, no. 1 (March 1996): 30–37.
  • 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
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Sucher, Sandra J. "Generation Investment Management, Video." Harvard Business School Video Supplement 612-704, July 2012.
  • 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
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Eccles, Robert G., George Serafeim, Shelley Xin Li, and Alan Knight. "Allied Electronics Corporation Ltd: Linking Compensation to Sustainability Metrics." Harvard Business School Case 412-075, November 2011. (Revised June 2013.)
  • 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
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Ebrahim, Alnoor. "Learning Processes in Environmental Policy Making and Implementation." Harvard Business School Working Paper, No. 08-071, February 2008.
  • 26 Apr 2017
  • News

Harvard Business School Names Winners and Celebrates 20th New Venture Competition at Finale

  • November 2002 (Revised March 2003)
  • Case

Water Policy Priorities Along the U.S.-Mexico Border

By: Ray A. Goldberg and Jose M. M. Porraz
The United States and Mexico face the challenges of managing shared water resources. The supply is limited and demand is growing on both sides of the border as a result of increased irrigated acreage and population growth. View Details
Keywords: Policy; Environmental Sustainability; Cross-Cultural and Cross-Border Issues; Negotiation; Agriculture and Agribusiness Industry; United States; Mexico
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Goldberg, Ray A., and Jose M. M. Porraz. "Water Policy Priorities Along the U.S.-Mexico Border." Harvard Business School Case 903-414, November 2002. (Revised March 2003.)
  • September 2023
  • Background Note

Amager Bakke: Municipal Waste to Energy

By: Willy Shih, Michael W. Toffel and Kelsey Carter
This background note describes the Amager Bakke waste-to-energy (WtE) plant in Copenhagen, which merges traditional waste incineration with a combined heat and power (CHP) plant and air pollution control (scrubbing) technology, and had plans to add carbon dioxide (CO2)... View Details
Keywords: Decarbonization; Innovation; Innovation Focused Strategy; Environmental Operations; Circular; Waste Heat Recovery; Waste Management; Carbon Regulation; Buildings and Facilities; Energy Generation; Environmental Sustainability; Pollution; Climate Change; Wastes and Waste Processing; Innovation Leadership; Innovation Strategy; Energy Industry; Denmark; Netherlands; Europe; European Union
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Shih, Willy, Michael W. Toffel, and Kelsey Carter. "Amager Bakke: Municipal Waste to Energy." Harvard Business School Background Note 624-040, September 2023.
  • 2008
  • Chapter

The Evidence Does Not Speak for Itself: Expert Witnesses and the Organization of DNA-Typing Companies

By: Arthur A. Daemmrich
During the past 15 years, new biotechnology companies have promoted DNA typing as a sophisticated criminal and paternity identification technique. Private testing laboratories produce results that link individuals with crime scenes and fathers to their children.... View Details
Keywords: Governing Rules, Regulations, and Reforms; Courts and Trials; Organizational Structure; Practice; Genetics; Science-Based Business; Trust; Commercialization; Vertical Integration
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Daemmrich, Arthur A. "The Evidence Does Not Speak for Itself: Expert Witnesses and the Organization of DNA-Typing Companies." Chap. 12 in Law and Science. Vol. 1, edited by Susan S. Silbey, 367–398. England: Ashgate Publishing, 2008.
  • Third Quarter 2018
  • Article

Why and How Investors Use ESG Information: Evidence from a Global Survey

By: Amir Amel-Zadeh and George Serafeim
Using survey data from a sample of senior investment professionals from mainstream (i.e., not SRI funds) investment organizations, we provide insights into why and how investors use reported environmental, social, and governance (ESG) information. Relevance to... View Details
Keywords: ESG; ESG (Environmental, Social, Governance) Performance; Sustainability; Investment Management; Investment Strategy; Metrics; Standard Setting; Accounting Standards; Finance; Investment; Information; Environmental Sustainability; Governance; Performance Effectiveness; Strategy
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Amel-Zadeh, Amir, and George Serafeim. "Why and How Investors Use ESG Information: Evidence from a Global Survey." Financial Analysts Journal 74, no. 3 (Third Quarter 2018): 87–103.
  • April 2017
  • Teaching Note

Basecamp: Pricing

By: Frank V. Cespedes
This Teaching Note accompanies HBS No. 817-067 “Basecamp: Pricing” in which a data analyst at Basecamp is evaluating the results of pricing research and its potential implications for the venture's latest version of its project management software product. View Details
Keywords: Analytics and Data Science; Price; Analysis; Customers; Product Marketing
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Cespedes, Frank V. "Basecamp: Pricing." Harvard Business School Teaching Note 817-128, April 2017.
  • 2014
  • Working Paper

Making the Business Case for Environmental Sustainability

By: Rebecca Henderson
Can a business case be made for acting sustainably? This is a difficult question to answer precisely, largely because there is no generally accepted definition of the term "sustainability". Is it acting sustainably to protect the human rights of the firm's workforce?... View Details
Keywords: Corporate Social Responsibility and Impact; Decision Making; Environmental Sustainability
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Henderson, Rebecca. "Making the Business Case for Environmental Sustainability." Harvard Business School Working Paper, No. 15-068, February 2015.
  • November 2014
  • Article

Government Green Procurement Spillovers: Evidence from Municipal Building Policies in California

By: Timothy Simcoe and Michael W. Toffel
We study how government green procurement policies influence private-sector demand for similar products. Specifically, we measure the impact of municipal policies requiring governments to construct green buildings on private-sector adoption of the U.S. Green Building... View Details
Keywords: Public Procurement; Green Building; Quality Certification; Environmental Policy; Buildings and Facilities; Environmental Sustainability; Policy; Government and Politics; Green Technology Industry; Public Administration Industry; California
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Simcoe, Timothy, and Michael W. Toffel. "Government Green Procurement Spillovers: Evidence from Municipal Building Policies in California." Journal of Environmental Economics and Management 68, no. 3 (November 2014): 411–434. (Lead article.)
  • September 2013 (Revised August 2014)
  • Case

Claritas Genomics

By: Robert F. Higgins and Matthew Preble
Claritas Genomics was formed in January 2013 when BCH spun out its Genetics Diagnostic Lab into a fully commercial entity. Claritas offered over 100 genomic tests to detect a range of conditions, including autism and intellectual disabilities, and was developing new... View Details
Keywords: Boston Children's Hospital; Genetic Engineering; Genetically Modified; Genetics Diagnostics; Health Care Industry; Healthcare IT; Healthcare Technology; Healthcare Ventures; Biomedical Research; Patrice Milos; Genomics; Genomic Testing; Life Technologies; Health Care and Treatment; Information Technology; Information Management; Genetics; Biotechnology Industry; Information Technology Industry; Health Industry; Boston; Massachusetts; United States
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Higgins, Robert F., and Matthew Preble. "Claritas Genomics." Harvard Business School Case 814-032, September 2013. (Revised August 2014.)
  • December 2011 (Revised May 2015)
  • Case

Aviva Investors

By: George Serafeim
The Aviva Investors case describes the challenge of integrating sustainability considerations into the strategy and business practices of companies and into the decision making process of the investment community. Steve Waygood, Chief Responsible Investment Officer at... View Details
Keywords: Investing; Investment Management; Shareholder Activism; Disclosure; Stock Exchanges; Sustainability; Sustainable Development; Sustainability Reporting; ESG; ESG (Environmental, Social, Governance) Performance; Social Impact; Activism; Investment; Management; Business and Shareholder Relations; Environmental Sustainability; United Kingdom
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Serafeim, George, Robert G. Eccles, and Kyle Armbrester. "Aviva Investors." Harvard Business School Case 112-047, December 2011. (Revised May 2015.)
  • February 2011
  • Supplement

Dataset for "MercadoLibre.com" (CW)

By: Francisco de Asis Martinez-Jerez
Datasets of listings and powersellers transactions to perform analysis for the case. View Details
Keywords: Accounting; Analytics and Data Science; Management Analysis, Tools, and Techniques
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Martinez-Jerez, Francisco de Asis. Dataset for "MercadoLibre.com" (CW). Harvard Business School Spreadsheet Supplement 111-712, February 2011.
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