Publications

April 2023
Article

On the Privacy Risks of Algorithmic Recourse

By: Martin Pawelczyk, Himabindu Lakkaraju and Seth Neel

As predictive models are increasingly being employed to make consequential decisions, there is a growing emphasis on developing techniques that can provide algorithmic recourse to affected individuals. While such recourses can be immensely beneficial to affected... View Details

Keywords: Recourse; Privacy Threats; AI and Machine Learning; Information

Article

Learning Models for Actionable Recourse

By: Alexis Ross, Himabindu Lakkaraju and Osbert Bastani

As machine learning models are increasingly deployed in high-stakes domains such as legal and financial decision-making, there has been growing interest in post-hoc methods for generating counterfactual explanations. Such explanations provide individuals adversely... View Details

Keywords: Machine Learning Models; Recourse; Algorithm; Mathematical Methods

June 1984
Case

Without Recourse

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Article

Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses

By: Kaivalya Rawal and Himabindu Lakkaraju

As predictive models are increasingly being deployed in high-stakes decision-making, there has been a lot of interest in developing algorithms which can provide recourses to affected individuals. While developing such tools is important, it is even more critical to... View Details

Keywords: Predictive Models; Decision Making; Framework; Mathematical Methods

2023
Article

Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse

By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju

As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means... View Details

Keywords: AI and Machine Learning; Decision Choices and Conditions; Mathematical Methods

Article

Counterfactual Explanations Can Be Manipulated

By: Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju and Sameer Singh

Counterfactual explanations are useful for both generating recourse and auditing fairness between groups. We seek to understand whether adversaries can manipulate counterfactual explanations in an algorithmic recourse setting: if counterfactual explanations indicate... View Details

Keywords: Machine Learning Models; Counterfactual Explanations

2023
Article

On the Impact of Actionable Explanations on Social Segregation

By: Ruijiang Gao and Himabindu Lakkaraju

As predictive models seep into several real-world applications, it has become critical to ensure that individuals who are negatively impacted by the outcomes of these models are provided with a means for recourse. To this end, there has been a growing body of research... View Details

Keywords: Forecasting and Prediction; AI and Machine Learning; Outcome or Result

July 2007
Article

Cooperation between Corporations and Environmental Groups: A Transaction Cost Perspective

Theory suggests that when transaction costs are low, corporations and stakeholders can minimize social costs by transacting to their mutual advantage, but when transaction costs are high, reducing social costs requires the intervention of a centralized institution.... View Details

Keywords: Cost vs Benefits; Cost; Corporate Social Responsibility and Impact; Business and Stakeholder Relations; Environmental Sustainability; Competitive Advantage; Cooperation

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Fourth Quarter 2008
Article

Do Funds-of-Funds Deserve Their Extra Fees?

By: Andrew Ang, Matthew Rhodes-Kropf and Rui Zhao

Since the after-fee returns of funds-of-funds are, on average, lower than hedge fund returns, it is easy to conclude that funds-of-funds do not add value compared to hedge funds. However, funds-of-funds should not be evaluated relative to hedge fund returns in publicly... View Details

Keywords: Investment Funds; Investment Return; Value; Assets; Resource Allocation

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June 1988 (Revised December 1991)
Case

An Tai Bao Coal Mining Project

By: W. Carl Kester and Richard P. Melnick

An Tai Bao is the world's largest open-pit coal mine and is located in China's Shanxi province. After eight years of planning and negotiating, Occidental Petroleum, the foreign partner in the deal, is about to sign an ownership and financing agreement for $475 million... View Details

Keywords: Planning; Agreements and Arrangements; Non-Renewable Energy; Equity; Partners and Partnerships; Negotiation Deal; Joint Ventures; Mining Industry; China

Educators

March 2006
Module Note

Finance in Weak Institutional Environments

By: Mihir A. Desai and Kathleen Luchs

Describes the sixth module in the International Finance course at Harvard Business School. The module explores the issues confronting firms that operate in weak institutional environments. The cases examine situations where investor protections are limited and how... View Details

Keywords: International Finance; Curriculum and Courses; Business Ventures; Framework; Organizational Design; Outcome or Result; Education Industry

January 2009 (Revised April 2009)
Case

Disaster in April: The Obligations of Kelly Construction

By: John D. Macomber, Christopher M. Gordon and Ben Creo

A construction company experiences a crane accident with multiple fatalities. The CEO, a client, and an employee must make choices to meet the company's obligations. Set in 2006, the case looks at the choices faced by board members of a museum that is an important... View Details

Keywords: Business Exit or Shutdown; Family Business; Insolvency and Bankruptcy; Governing and Advisory Boards; Compensation and Benefits; Contracts; Crisis Management; Construction Industry

Educators

December 2001 (Revised April 2003)
Case

Financing PPL Corporation's Growth Strategy

By: Benjamin C. Esty and Carrie Ferman

PPL Corp., an electric utility in Pennsylvania, needs to finance $1 billion of peaking plants as part of its new growth strategy. In February 2001, Steve May, director of finance for PPL's Global Division, is responsible for recommending a finance plan. After... View Details

Keywords: Financial Management; Financial Instruments; Project Finance; Financial Strategy; Corporate Finance; Leasing

Educators