Publications

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Capstone | MBA

discussions. Like in the case method classroom, the presenter, advisors, and fellow students share their opinions and experiences. It’s a collegial conversation, a debate stage, a celebration of hard work, and a showcase of two years of... View Details

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

SSRN

2023
Article

MoPe: Model Perturbation-based Privacy Attacks on Language Models

By: Marvin Li, Jason Wang, Jeffrey Wang and Seth Neel

Recent work has shown that Large Language Models (LLMs) can unintentionally leak sensitive information present in their training data. In this paper, we present Model Perturbations (MoPe), a new method to identify with high confidence if a given text is in the training... View Details

Keywords: Large Language Model; AI and Machine Learning; Cybersecurity

13 Apr 2012
HBS Seminar

Drazen Prelec, Professor of Management Science and Economics at MIT Sloan School of Management

January–February 2020
Article

Are You Undervaluing Your Customers?: It’s Time to Start Measuring and Managing Their Worth

By: Rob Markey

Leaders recognize that they should manage their businesses to maximize the value of the customer base. But too often, earnings pressures result in cost-cutting measures that hurt customers.

Loyalty-leading companies operate differently. They create systems for... View Details

Keywords: Customer Experience; Customer Value; Customer Centric Initiative; Customer Focused Organization; Customer Lifetime Value; Customer Focus and Relationships; Customer Value and Value Chain; Operations; Business Strategy

2009
Simulation

Finance Simulation: Blackstone/Celanese: No. 3712.

By: Nabil N. El-Hage and Timothy A. Luehrman

The Finance Simulation: Blackstone/Celanese is based on the landmark acquisition of Celanese AG by the Blackstone Group in 2003. Students play the role of either Celanese or Blackstone and conduct due diligence, establish deal terms, respond to bids and counter-bids,... View Details

Keywords: Bids and Bidding; Finance; Mergers and Acquisitions; Valuation; Leveraged Buyouts; Negotiation

March 2000
Case

Heartport, Inc.

By: Gary P. Pisano and Shoshana Dobrow

Heartport, an entrepreneurial medical device maker, has introduced several innovative systems for conducting less-invasive cardiac surgery. Despite initially high expectations, the company has struggled to get its technology adopted by cardiac surgeons. The company's... View Details

Keywords: History; Product Positioning; Knowledge Acquisition; Corporate Entrepreneurship; Technology Adoption; Health Care and Treatment

January 2000 (Revised October 2002)
Case

Cambridge Hospital Community Health Network - The Primary Care Unit

By: V.G. Narayanan, Lisa Brem and Ryan Moore

The Cambridge Hospital Community Health Network needed to gain a better understanding of its unit-of-service costs, which had been rising at a rate of 10% per year. The network's step-down costing system gave only aggregate costing information, and there was some... View Details

Keywords: Activity Based Costing and Management; Health Care and Treatment; Cost Accounting; Cost; Network Effects; Health Industry; Service Industry; Massachusetts

01 Jan 2005
News

24 Oct 2017
News

Sixteen Harvard Business School Faculty Named Top 40 Bestselling Case Authors by Case Centre

29 Aug 2024
Video

Welcoming the Class of 2026 to Harvard Business School

Research Summary

Overview

By: Isamar Troncoso

Professor Troncoso's research explores problems related to digital marketplaces and AI applications in marketing, and combines toolkits from econometrics, causal inference, and machine learning. She has studied how different platform design choices can lead to... View Details

Web

Organizational Behavior - Doctoral

Organizational Behavior In the field of Organizational Behavior, researchers draw on the methods and concepts of psychology and sociology to examine complex organizations and the ways that people behave within them. Scholars in the... View Details

2012
Chapter

Creating Leaders: An Ontological/Phenomenological Model

By: Michael C. Jensen, Werner Erhard and Kari L. Granger

The sole objective of our ontological/phenomenological approach to creating leaders is to leave students actually being leaders and exercising leadership effectively as their natural self-expression. By "natural self-expression" we mean a way of being and acting in any... View Details

Keywords: Leadership Development; Attitudes; Behavior; Experience and Expertise; Knowledge Acquisition

SSRN

Article

Wealth-Making in Nineteenth and Early Twentieth Century Britain: Industry v. Commerce and Finance

By: Tom Nicholas

This paper refutes the hypothesis put forward by W.D. Rubinstein that a disproportionately large share of Britain's wealth makers were active in commercial and financial trades in London. We use a data set of businessmen active in nineteenth- and early... View Details

Keywords: Trade; Finance; Commercialization; Mathematical Methods; Wealth and Poverty; Great Britain; London

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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

October 2018
Article

The Operational Value of Social Media Information

By: Ruomeng Cui, Santiago Gallino, Antonio Moreno and Dennis J. Zhang

While the value of using social media information has been established in multiple business contexts, the field of operations and supply chain management have not yet explored the possibilities it offers in improving firms' operational decisions. This study attempts to... View Details

Keywords: Machine Learning; Information; Sales; Forecasting and Prediction; Social Media

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January 22, 2020
Article

Making Honest Conversations the Norm

By: Michael Beer

Much admired companies like Boeing and Wells Fargo sacrifice their competitive advantage. Some make huge ethical blunders. As a result, shareholders suffer huge losses in value while employees, customers, and society lose trust and confidence in the institution. Based... View Details

Keywords: Honesty; Interpersonal Communication; Framework; Organizational Culture; Trust; Performance Effectiveness

November 2016 (Revised October 2018)
Case

IguanaFix

By: Frank V. Cespedes, Thomas R. Eisenmann, Maria Fernanda Miguel and Laura Urdapilleta

IguanaFix is a rapidly scaling Latin American startup that provides an online platform connecting consumers with home improvement contractors. The founders have acquired customers through both B2C and B2B methods. But in seeking to grow and scale the business, they now... View Details

Keywords: Entrepreneurial Marketing; Home Improvement Services; Marketing Management; Scaling; Entrepreneurship; Marketing; Sales; Online Advertising; Latin America