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- 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.
- Article
Robust and Stable Black Box Explanations
By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
As machine learning black boxes are increasingly being deployed in real-world applications, there
has been a growing interest in developing post hoc explanations that summarize the behaviors
of these black boxes. However, existing algorithms for generating such... View Details
Lakkaraju, Himabindu, Nino Arsov, and Osbert Bastani. "Robust and Stable Black Box Explanations." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020): 5628–5638. (Published in PMLR, Vol. 119.)
- Article
Faithful and Customizable Explanations of Black Box Models
By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec
As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details
Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
- December 2018 (Revised January 2019)
- Teaching Note
The Fidelity Growth Company Fund
By: Samuel Hanson
Teaching Note for HBS No. 218-090. View Details
- March 2018 (Revised February 2019)
- Case
The Fidelity Growth Company Fund
By: Sara L. Fleiss and Samuel G. Hanson
Fleiss, Sara L., and Samuel G. Hanson. "The Fidelity Growth Company Fund." Harvard Business School Case 218-090, March 2018. (Revised February 2019.)
- July 2017 (Revised September 2017)
- Case
Donald Trump Calls Carrier Corporation
By: Andy Zelleke and Brian Tilley
This case examines the influence of political pressure on corporate decision-making. It questions whether fidelity to domestic operations ought to be a corporate social responsibility, and thus it challenges the limits of “social responsibility” as a corporate ideal.... View Details
Keywords: Corporate Social Responsibility; Board Decisions; Political Influence; Layoffs; Offshoring And Outsourcing; Manufacturing; United States; Mexico; Governing and Advisory Boards; Decision Making; Job Cuts and Outsourcing; Political Elections; Corporate Social Responsibility and Impact; Corporate Governance; Technology Industry; Manufacturing Industry; Connecticut; Indiana; Mexico
Zelleke, Andy, and Brian Tilley. "Donald Trump Calls Carrier Corporation." Harvard Business School Case 318-030, July 2017. (Revised September 2017.)
- February 2016
- Teaching Note
Advanced Leadership Pathways: David Weinstein and Write the World
By: Rosabeth Moss Kanter, Tessa Natanay Hamilton and Ai-Ling Jamila Malone
Following a successful career as a lawyer, Chief Administrative Officer of Fidelity Investments, and law school instructor, David Weinstein became a 2011 Advanced Leadership Fellow at Harvard University. During his Advanced Leadership Fellowship he conceived an idea to... View Details
- 2016
- Teaching Note
Advanced Leadership Pathways: David Weinstein and Write the World
By: Rosabeth M. Kanter, Tessa Natanay Hamilton and Ai-Ling Jamila Malone
Teaching Note for Case 314-030. Following a successful career as a lawyer, Chief Administrative Officer of Fidelity Investments, and law school instructor, David Weinstein became a 2011 Advanced Leadership Fellow at Harvard University. During his Advanced Leadership... View Details
Keywords: Writing; Online Platform; Social Entrepreneurship; Education; Internet and the Web; Competency and Skills; Leadership; Change Management
Kanter, Rosabeth M., Tessa Natanay Hamilton, and Ai-Ling Jamila Malone. "Advanced Leadership Pathways: David Weinstein and Write the World." Harvard Business Publishing Teaching Note 316-037, 2016.
- September 2013
- Case
Advanced Leadership Pathways: David Weinstein and Write the World
By: Rosabeth Moss Kanter, Juliane Calingo Schwetz and Patricia Bissett Higgins
David Weinstein, a lawyer and former Chief Administrative Officer of mutual fund giant Fidelity Investments, launched Write the World, a proprietary online platform that included a writing curriculum, essay prompts in distinct subject matter, and access to expert... View Details
- 2013
- Case
Advanced Leadership Pathways: David Weinstein and Write the World
By: Rosabeth M. Kanter, Juliane Calingo Schwetz and Patricia Bissett Higgins
David Weinstein, a lawyer and former Chief Administrative Officer of mutual fund giant Fidelity Investments, launched Write the World, a proprietary online platform that included a writing curriculum, essay prompts in distinct subject matter, and access to expert... View Details
Keywords: Writing; Online Platform; Social Entrepreneurship; Education; Internet and the Web; Competency and Skills; Change Management; Leadership
Kanter, Rosabeth M., Juliane Calingo Schwetz, and Patricia Bissett Higgins. "Advanced Leadership Pathways: David Weinstein and Write the World." Harvard Business Publishing Case 314-030, 2013.
- January 2011
- Article
Let the Right One In: A Microeconomic Approach to Partner Choice in Mutualisms
By: Marco Archetti, Francisco Ubeda, Drew Fudenberg, Jerry R. Green, Naomi E. Pierce and Douglas W. Yu
One of the main problems impeding the evolution of cooperation is partner choice. When information is asymmetric (the quality of a potential partner is known only to himself), it may seem that partner choice is not possible without signaling. Many mutualisms, however,... View Details
Keywords: Microeconomics; Strategy; Partners and Partnerships; System; Problems and Challenges; Information; Economics; Theory; Cost; Decision Choices and Conditions; Cooperation
Archetti, Marco, Francisco Ubeda, Drew Fudenberg, Jerry R. Green, Naomi E. Pierce, and Douglas W. Yu. "Let the Right One In: A Microeconomic Approach to Partner Choice in Mutualisms." American Naturalist 177, no. 1 (January 2011).
- May 2006 (Revised July 2007)
- Case
Tropos Networks
By: Joseph B. Lassiter III and Elizabeth Kind
As Ron Sege, president and CEO of Tropos Networks, walked through the halls of the firm's offices, he realized that the space they had moved into only about a year ago was already becoming too small. The company, based in Sunnyvale, California, was founded in late 2000... View Details
Lassiter, Joseph B., III, and Elizabeth Kind. "Tropos Networks." Harvard Business School Case 806-201, May 2006. (Revised July 2007.)
- December 1998
- Case
Retail Financial Services in 1998: Charles Schwab
By: Stephen P. Bradley and Takia Mahmood
Provides an overview of Charles Schwab's current strategy for retail financial services. Retail Financial Services in 1998 should be given to all students as background material. The class should then be split into groups, with each group receiving one of the following... View Details
Keywords: Investment Funds; Management Analysis, Tools, and Techniques; Industry Structures; Competition; Competitive Strategy; Financial Services Industry
Bradley, Stephen P., and Takia Mahmood. "Retail Financial Services in 1998: Charles Schwab." Harvard Business School Case 799-052, December 1998.
- December 1998
- Case
Retail Financial Services in 1998: Fidelity Investments
By: Stephen P. Bradley and Takia Mahmood
Provides an overview of Fidelity Investment's current strategy for retail financial services. Retail Financial Services in 1998 should be given to all students as background material. The class should then be split into groups, with each group receiving one of the... View Details
Keywords: Investment Funds; Management Analysis, Tools, and Techniques; Industry Structures; Competition; Competitive Strategy; Financial Services Industry
Bradley, Stephen P., and Takia Mahmood. "Retail Financial Services in 1998: Fidelity Investments." Harvard Business School Case 799-053, December 1998.
- December 1998
- Case
Retail Financial Services in 1998: First Union
By: Stephen P. Bradley and Takia Mahmood
Provides an overview of First Union's current strategy for retail financial services. Retail Financial Services in 1998 should be given to all students as background material. The class should then be split into groups, with each group receiving one of the following... View Details
Keywords: Investment Funds; Management Analysis, Tools, and Techniques; Industry Structures; Competition; Competitive Strategy; Financial Services Industry
Bradley, Stephen P., and Takia Mahmood. "Retail Financial Services in 1998: First Union." Harvard Business School Case 799-054, December 1998.
- December 1998
- Case
Retail Financial Services in 1998: Merrill Lynch
By: Stephen P. Bradley and Takia Mahmood
Provides an overview of Merrill Lynch's current strategy for retail financial services. Retail Financial Services in 1998 should be given to all students as background material. The class should then be split into groups, with each group receiving one of the following... View Details
Keywords: Investment Funds; Management Analysis, Tools, and Techniques; Industry Structures; Competition; Competitive Strategy; Financial Services Industry
Bradley, Stephen P., and Takia Mahmood. "Retail Financial Services in 1998: Merrill Lynch." Harvard Business School Case 799-055, December 1998.
- December 1998
- Case
Retail Financial Services in 1998: Travelers
By: Stephen P. Bradley and Takia Mahmood
Provides an overview of Travelers Group's current strategy for retail financial services. Retail Financial Services in 1998 should be given to all students as background material. The class should then be split into groups, with each group receiving one of the... View Details
Keywords: Investment Funds; Management Analysis, Tools, and Techniques; Industry Structures; Competition; Competitive Strategy; Financial Services Industry
Bradley, Stephen P., and Takia Mahmood. "Retail Financial Services in 1998: Travelers." Harvard Business School Case 799-056, December 1998.
- February 1996 (Revised May 1996)
- Teaching Note
Fidelity Investments: Spartan Florida Municipal Fund (TN)
By: Andre F. Perold and Wai Lee
- May 1994 (Revised December 1994)
- Case
Fidelity Investments: Spartan Florida Municipal Fund
By: Andre F. Perold and Sanjay Bhatnagar
Perold, Andre F., and Sanjay Bhatnagar. "Fidelity Investments: Spartan Florida Municipal Fund." Harvard Business School Case 294-116, May 1994. (Revised December 1994.)
- March 1990 (Revised March 1992)
- Teaching Note