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    • Faculty Publications  (21)

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    • All HBS Web  (129)
      • Faculty Publications  (21)

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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
      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.
      • 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
      Keywords: Machine Learning; Black Box Models; Framework
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      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
      Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework
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      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
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      Hanson, Samuel. "The Fidelity Growth Company Fund." Harvard Business School Teaching Note 219-071, December 2018. (Revised January 2019.)
      • March 2018 (Revised February 2019)
      • Case

      The Fidelity Growth Company Fund

      By: Sara L. Fleiss and Samuel G. Hanson
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      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
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      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
      Keywords: Student Evaluation; Feedback; Online; Leadership; Change Management; Social Enterprise; Entrepreneurship; Education; Leadership Development; Knowledge Sharing; Performance Evaluation; Secondary Education; Middle School Education
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      Kanter, Rosabeth Moss, Tessa Natanay Hamilton, and Ai-Ling Jamila Malone. "Advanced Leadership Pathways: David Weinstein and Write the World." Harvard Business School Teaching Note 316-037, February 2016.
      • 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
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      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
      Keywords: Digital Platforms; Internet and the Web; Expansion; Social Entrepreneurship; Education; Business Startups; Philanthropy and Charitable Giving
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      Kanter, Rosabeth Moss, Juliane Calingo Schwetz, and Patricia Bissett Higgins. "Advanced Leadership Pathways: David Weinstein and Write the World." Harvard Business School Case 314-030, September 2013.
      • 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
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      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
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      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
      Keywords: Business Startups; Entrepreneurship; Growth Management; Wireless Technology; Sunnyvale
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      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
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      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
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      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
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      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
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      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
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      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
      Keywords: City; Investment Funds; Florida
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      Perold, Andre F., and Wai Lee. "Fidelity Investments: Spartan Florida Municipal Fund (TN)." Harvard Business School Teaching Note 296-071, February 1996. (Revised May 1996.)
      • May 1994 (Revised December 1994)
      • Case

      Fidelity Investments: Spartan Florida Municipal Fund

      By: Andre F. Perold and Sanjay Bhatnagar
      Keywords: Investment Funds; Financial Services Industry; Florida
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      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

      Fidelity Transportation Management: Boston Coach Corp., Teaching Note

      By: Leonard A. Schlesinger
      Citation
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      Schlesinger, Leonard A. "Fidelity Transportation Management: Boston Coach Corp., Teaching Note." Harvard Business School Teaching Note 690-068, March 1990. (Revised March 1992.)
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