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- All HBS Web
(3,553)
- People (13)
- News (880)
- Research (2,012)
- Events (33)
- Multimedia (3)
- Faculty Publications (800)
- 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.)
- Web
General Merchants to Commodities Brokers | Baker Library | Bloomberg Center | Harvard Business School
Introduction 1840s – 1880s General Merchants to Commodities Brokers 1880s – 1920s Investment Banking & Securities Underwriting 1920s – 1960s Investing in Emerging Industries 1850–1968 Lehman Brothers Family Partners 1960s – 2000s... View Details
- October 2024
- Technical Note
Prompt Engineering
By: Michael Parzen and Jo Ellery
This note covers the basics of prompt engineering, a key tool for making use of modern generative AI. We discuss the principles of prompt engineering and illustrate these principles with techniques for asking questions. We further list the types of prompts that can be... View Details
Parzen, Michael, and Jo Ellery. "Prompt Engineering." Harvard Business School Technical Note 625-056, October 2024.
- November 2020 (Revised September 2021)
- Case
HP Instant Ink: (Self) Disrupting the Consumer Printing Market
By: Elie Ofek, Marco Bertini, Oded Koenigsberg and George Gonzalez
Seeking to disrupt the consumer printing market (before being disrupted by others), and in response to customer pain points, in 2013 HP Inc. launched an ink replenishment service called Instant Ink, where customers pay a monthly subscription fee based on the number of... View Details
Keywords: Printing; Ink; Subscription Model; Customers; Information Infrastructure; Service Delivery; Business Model; Disruption; Growth and Development Strategy
Ofek, Elie, Marco Bertini, Oded Koenigsberg, and George Gonzalez. "HP Instant Ink: (Self) Disrupting the Consumer Printing Market." Harvard Business School Case 521-016, November 2020. (Revised September 2021.)
- 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
Slack, Dylan, Sophie Hilgard, Himabindu Lakkaraju, and Sameer Singh. "Counterfactual Explanations Can Be Manipulated." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
- 1977
- Working Paper
Mitigating Demographic Risk Through Social Insurance
By: Jerry R. Green
A two-period lifetime overlapping generations growth model is used to evaluate the possibility that social insurance can effectively offset economic risks associated with uncertainty about the rate of population growth. Crude measures of the seriousness of this type of... View Details
Keywords: Social Insurance; Econometric Models; Public Sector; Government Administration; Policy; Human Needs; Social Issues; Risk and Uncertainty
Green, Jerry R. "Mitigating Demographic Risk Through Social Insurance." NBER Working Paper Series, No. 215, November 1977.
- May 2012 (Revised November 2015)
- Case
The National Geographic Society (A) (Abridged)
By: David A. Garvin and Annelena Lobb
In January 2010, John Fahey, president, CEO, and chairman of the board of trustees' executive committee of the Washington, D.C.–based National Geographic Society (NGS), must decide how best to organize the 121-year old mission-driven organization for a world of... View Details
Keywords: General Management; Change Management; Media And Publishing; Digital Convergence; Strategy Development; Business Models; Information Publishing; Online Technology; Business Model; Organizational Structure; Business Strategy; Publishing Industry
Garvin, David A., and Annelena Lobb. "The National Geographic Society (A) (Abridged)." Harvard Business School Case 312-120, May 2012. (Revised November 2015.)
- Article
What Evolution Can Teach Us About Innovation
By: Noubar Afeyan and Gary P. Pisano
Many people believe that the process for achieving breakthrough innovations is chaotic, random, and unmanageable. But that view is flawed, the authors argue. Breakthroughs can be systematically generated using a process modeled on the principles that drive evolution in... View Details
Keywords: Breakthrough Innovation; Variance Generation; Selection Pressure; Emergent Discovery; Innovation and Invention; Value Creation; Innovation Leadership
Afeyan, Noubar, and Gary P. Pisano. "What Evolution Can Teach Us About Innovation." Harvard Business Review 99, no. 5 (September–October 2021): 62–72.
- 2010
- Working Paper
Being a Leader and the Effective Exercise of Leadership: An Ontological Model (PDF File of PowerPoint Slides)
By: Werner Erhard, Michael C. Jensen and Kari Granger
This presentation is based on our research program over the last seven years in which our objective has been to rigorously distinguish leader and leadership and to create a technology for providing access to being a leader and exercising leadership effectively (in... View Details
Keywords: Curriculum and Courses; Innovation and Invention; Leadership Development; Goals and Objectives; Research and Development; Attitudes; Perception; Technology; United States
Erhard, Werner, Michael C. Jensen, and Kari Granger. "Being a Leader and the Effective Exercise of Leadership: An Ontological Model (PDF File of PowerPoint Slides)." Harvard Business School Working Paper, No. 09-124, October 2010.
- 2025
- Article
Crisis Interventions in Corporate Insolvency
By: Samuel Antill and Christopher Clayton
We model the optimal resolution of insolvent firms in general equilibrium. Collateral-constrained banks lend to (i) solvent firms to finance investments and (ii) distressed firms to avoid liquidation. Liquidations create negative fire-sale externalities. Liquidations... View Details
Keywords: Insolvent Firms; Government Intervention; Liquidation; Econometric Models; Insolvency and Bankruptcy; Policy
Antill, Samuel, and Christopher Clayton. "Crisis Interventions in Corporate Insolvency." Journal of Finance 80, no. 2 (2025): 875–910.
- October 2012
- Case
Riding the Wave of Technological Change at RE/MAX, LLC.
By: Lynda M. Applegate, Ramiro Montealegre and Jeffrey Sweeney
David Liniger, cofounder of RE/MAX, LLC., wondered if his business was prepared to exploit the next wave of business opportunities in the real estate market. This industry had moved from one in which broker/owners controlled all of the consumers' access to information,... View Details
Keywords: General Management; Business Strategy; Entrepreneurship; Business Model; Information Technology; Transformation; Organizational Change and Adaptation
Applegate, Lynda M., Ramiro Montealegre, and Jeffrey Sweeney. "Riding the Wave of Technological Change at RE/MAX, LLC." Harvard Business School Case 813-054, October 2012.
- 2016
- Working Paper
Markets for Ideas: Prize Structure, Entry Limits, and the Design of Ideation Contests
By: Pavel Kireyev
Contests are a popular mechanism for the procurement of innovation. In marketing, design, and other creative industries, firms use freelance marketplaces to organize contests and obtain high-quality ideas for ads, new products, and even business strategies from... View Details
Keywords: Idea Generation; Crowdsourcing; Contest Design; Structural Estimation; Motivation and Incentives; Competition; Innovation and Invention
Kireyev, Pavel. "Markets for Ideas: Prize Structure, Entry Limits, and the Design of Ideation Contests." Harvard Business School Working Paper, No. 16-129, May 2016.
- July 2020 (Revised September 2020)
- Case
Property Finder's Strategy for Online Classifieds in the MENA Region
By: Krishna G. Palepu, Gamze Yucaoglu and Fares Khrais
The case opens in 2020 as Michael Lahyani, founder and CEO of Property Finder, Dubai’s leading online real estate classifieds portal, contemplates the company’s five-year growth strategy.
Since its founding in 2005 in the United Arab Emirates (UAE), Property... View Details
Keywords: General Business; Real Estate; Entrepreneurship; Property; Strategy; Emerging Markets; Growth Management; Online Technology; Real Estate Industry; Technology Industry; United Arab Emirates; Saudi Arabia; Egypt; Turkey
Palepu, Krishna G., Gamze Yucaoglu, and Fares Khrais. "Property Finder's Strategy for Online Classifieds in the MENA Region." Harvard Business School Case 321-009, July 2020. (Revised September 2020.)
- 2022
- Article
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis.
By: Martin Pawelczyk, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay and Himabindu Lakkaraju
As machine learning (ML) models become more widely deployed in high-stakes applications, counterfactual explanations have emerged as key tools for providing actionable model explanations in practice. Despite the growing popularity of counterfactual explanations, a... View Details
Keywords: Machine Learning Models; Counterfactual Explanations; Adversarial Examples; Mathematical Methods
Pawelczyk, Martin, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay, and Himabindu Lakkaraju. "Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
- 15 Jan 2013
- Working Paper Summaries
The Promise of Positive Optimal Taxation: A Generalized Theory Calibrated to Survey Evidence on Normative Preferences Explains Puzzling Features of Policy
Keywords: by Matthew Weinzierl
- Article
An Exploration of Optimal Stabilization Policy
By: N. Gregory Mankiw and Matthew C. Weinzierl
This paper examines the optimal response of monetary and fiscal policy to a decline in aggregate demand. The theoretical framework is a two-period general equilibrium model in which prices are sticky in the short-run and flexible in the long-run. Policy is evaluated by... View Details
Keywords: Fiscal Policy; Monetary Policy; Economic Models; Aggregate Demand; Demand and Consumers; Money; Mathematical Methods; Taxation; Spending; Policy; Welfare; Household; Economic Slowdown and Stagnation
Mankiw, N. Gregory, and Matthew C. Weinzierl. "An Exploration of Optimal Stabilization Policy." Brookings Papers on Economic Activity (Spring 2011). (Also Harvard Business School Working Paper, No. 11-113, May 2011 and NBER Working Paper Series, No. 17029, May 2011.)
- 2013
- Supplement
Yanzhou Coal Mining Company Limited: Overseas Acquisitions (B)
By: F. Warren McFarlan, Yongjun Jin and Xiaohui Li
Yanzhou Coal Mining Company Limited (Yanzhou Coal) is a listed company controlled by Yankuang Group Co., Ltd. (Yankuang Group) which is affiliated to the State-owned Assets Supervision and Administration Commission (SASAC) of Shandong Provincial Government, China.... View Details
Keywords: Mergers ＆ Acquisitions; China; Electric Power Generation; Mergers and Acquisitions; Strategy; China
McFarlan, F. Warren, Yongjun Jin, and Xiaohui Li. "Yanzhou Coal Mining Company Limited: Overseas Acquisitions (B)." Tsinghua University Supplement, 2013.
- 2008
- Working Paper
The Ontological Foundations of Leadership and Performance: Being a Leader, and the Effective Exercise of Leadership, A New Model
By: Werner Erhard, Michael C. Jensen, Steve Zaffron and Kari L. Granger
This paper is the (pre-course) introduction document to an experimental course developed by the authors and taught at the U. of Rochester Simon School of Business. The intention of the course is to leave the participants actually being leaders and being able to... View Details
- Article
Multi-Echelon Inventory Management Under Short-Term Take-or-Pay Contracts
By: Joel Goh and Evan L. Porteus
We extend the Clark–Scarf serial multi-echelon inventory model to include procuring production inputs under short-term take-or-pay contracts at one or more stages. In each period, each such stage has the option to order/process at two different cost rates; the cheaper... View Details
Keywords: Inventory Management; Multi-echelon Inventory Theory; Karush Lemma; Clark-Scarf Model; Convex Ordering Cost; Advance Commitments; Supply Chain
Goh, Joel, and Evan L. Porteus. "Multi-Echelon Inventory Management Under Short-Term Take-or-Pay Contracts." Production and Operations Management 25, no. 8 (August 2016): 1415–1429. (Finalist for 2014 POMS College of Supply Chain Management Student Paper Award.)
- 2013
- Case
Yanzhou Coal Mining Company Limited: Overseas Acquisitions (A)
By: F. Warren McFarlan, Yongjun Jin and Xiaohui Li
Yanzhou Coal Mining Company Limited (Yanzhou Coal) is a listed company controlled by Yankuang Group Co., Ltd. (Yankuang Group) which is affiliated to the State-owned Assets Supervision and Administration Commission (SASAC) of Shandong Provincial Government, China.... View Details
McFarlan, F. Warren, Yongjun Jin, and Xiaohui Li. "Yanzhou Coal Mining Company Limited: Overseas Acquisitions (A)." Tsinghua University Case, 2013.