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Show Results For
- All HBS Web
(5,812)
- People (4)
- News (1,259)
- Research (3,435)
- Events (83)
- Multimedia (192)
- Faculty Publications (2,849)
- 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
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
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
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
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
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
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
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
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
- 24 Mar 2014
- Research & Ideas
The Surprising Link Between Language and Corporate Responsibility
We've heard that Eskimos have 100 words for snow—a common way of expressing how language affects the way we see the world. Whether or not that particular example is true, cultural linguists have long theorized that the words a particular group of people have at their... View Details
Keywords: by Michael Blanding
- September 2024
- Exercise
Assessing the Value of Unifying and De-Duplicating Customer Data
By: Elie Ofek and Hema Yoganarasimhan
This exercise provides an opportunity for students to gain hands on experience with assessing the value of unifying various customer databases that a firm may have (e.g., across the different brands it markets) and of properly identifying customers to avoid duplication... View Details
Keywords: Customer Relationship Management; Measurement and Metrics; Analytics and Data Science; Value
Ofek, Elie, and Hema Yoganarasimhan. "Assessing the Value of Unifying and De-Duplicating Customer Data." Harvard Business School Exercise 525-023, September 2024.
- September 2014
- Article
The New Heretics: Hybrid Organizations and the Challenges they Present to Corporate Sustainability
By: Nardia Haigh and Andrew J. Hoffman
Corporate sustainability has become mainstream; reaching into all areas of business management. Yet despite this progress, large-scale social and ecological issues continue to worsen. In this article, we examine how corporate sustainability has been enacted as a... View Details
Keywords: Social Issues; Corporate Social Responsibility and Impact; Environmental Sustainability; Mission and Purpose
Haigh, Nardia, and Andrew J. Hoffman. "The New Heretics: Hybrid Organizations and the Challenges they Present to Corporate Sustainability." Organization & Environment 27, no. 3 (September 2014): 223–241.
- January 2021
- Case
Rio Tinto Aluminum: Can Purpose Lead to Profit?
By: David Fubini and Agastya Muthanna
This case describes the tradeoffs Rio Tinto faces as it considers investments to ensure environmentally friendly, sustainability produced aluminum with the potential risks of competitive pricing and profit loses. View Details
- October 1994
- Article
When Worlds Collide: The Implications of Panel Data-Based Choice Models for Consumer Behavior
By: R. S. Winer, R.E. Bucklin, J. A. Deighton, J. Erdem, P.S. Fader, J.J. Inman, H. Katahira, Katherine N. Lemon and A. Mitchell
Winer, R. S., R.E. Bucklin, J. A. Deighton, J. Erdem, P.S. Fader, J.J. Inman, H. Katahira, Katherine N. Lemon, and A. Mitchell. "When Worlds Collide: The Implications of Panel Data-Based Choice Models for Consumer Behavior." Marketing Letters 5, no. 4 (October 1994).
- December 2017
- Teaching Note
Yemeksepeti: Growing and Expanding the Business Model through Data
By: William R. Kerr and Alexis Brownell
Teaching Note for HBS No. 817-095. View Details
- February 2016 (Revised October 2017)
- Case
Nuclear Energy: An Answer to Climate Change?
By: Michael W. Toffel, Glen W. S. Dowell and James Weber
Environmental activist groups have traditionally opposed nuclear energy. However, the growing environmental problems associated with global climate change require major changes to reduce the carbon intensity of electricity generation. Should environmental groups... View Details
Keywords: Nuclear Energy; Nuclear Power; Climate Change; Safety; Activism; Nonprofit; Environment; Environmental Protection; Social Movements; Energy; Energy Generation; Environmental Sustainability; Non-Governmental Organizations; Non-Renewable Energy; Energy Industry; United States
Toffel, Michael W., Glen W. S. Dowell, and James Weber. "Nuclear Energy: An Answer to Climate Change?" Harvard Business School Case 616-052, February 2016. (Revised October 2017.)
- June 2012
- Teaching Note
Harvest: Organic Waste Recycling with Energy Recovery (TN) (A) and (B)
By: Deishin Lee
This case describes the waste management industry and a clean technology solution for landfill diversion and renewable energy production. The (A) case focuses on the operational characteristics of organic waste recycling with energy recovery, and the characteristics of... View Details
- October 2011
- Case
Gene Sequencing: Staking a Position in an Expanding Industry
By: Richard G. Hamermesh, Mara Aspinall and Phillip Andrews
Towards the end of 2010, companies in the gene sequencing industry were pushing aggressive R&D programs to develop technologies and products in the race to sequence the entire human genome at a cost of $1,000. It remained to be seen when the "$1,000 genome" would... View Details
Keywords: Genetics; Business Growth and Maturation; Business Plan; Competition; Venture Capital; Biotechnology Industry
Hamermesh, Richard G., Mara Aspinall, and Phillip Andrews. "Gene Sequencing: Staking a Position in an Expanding Industry." Harvard Business School Case 812-004, October 2011.
- 11 Dec 2023
- Blog Post
Building Iconic Brands and Brighter Futures: Interview with Glossier CEO, Kyle Leahy
potential. With diverse experience in hand and a deep passion for the company’s mission, Leahy is showcasing exactly why she is the right person for the job. The Beauty of Combining Art and Science In many ways, Leahy’s path to the... View Details
Keywords: Consumer Products / Retail
- September 1993 (Revised October 1994)
- Case
Environment and International Trade
During the 1990s, environmental activists became interested in trade issues for the first time. Whereas GATT, the General Agreement on Tariffs and Trade, had previously been the province of trade specialists, a new poster popular among environmentalists depicted the... View Details
Keywords: Trade; Environmental Sustainability; Science-Based Business; Policy; Government and Politics; Agreements and Arrangements; Alliances; Globalization; International Relations; Conflict of Interests
Reinhardt, Forest L. "Environment and International Trade." Harvard Business School Case 794-018, September 1993. (Revised October 1994.)