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Teaching AI to Handle Exceptions: Supervised Fine-Tuning with Human-Aligned Judgment

Large language models (LLMs), initially developed for generative AI, are now evolving into agentic AI systems, which make decisions in complex, real-world contexts. Unfortunately, while their generative capabilities are well-documented, their decision-making... View Details

April 1990 (Revised November 1992)
Case

Population Services International: The Social Marketing Project in Bangladesh (Abridged)

By: James E. Austin

Population Services International (PSI) was a not-for-profit agency founded to disseminate family planning information and to market birth control products, primarily in less developed countries seeking to curb their population explosions. In 1976, PSI concluded an... View Details

Keywords: Conferences; Developing Countries and Economies; Information Publishing; Growth and Development Strategy; Marketing Strategy; Social Marketing; Agreements and Arrangements; Product; Nonprofit Organizations; Pharmaceutical Industry; Bangladesh; Washington (state, US)

10 Nov 2015
Blog Post

Using an MBA for a Career Change

I applied to MBA programs because I wanted to change careers. I went from spending six years at one company to trying out a number of industries and function areas in two years. During that time I learned two important things: 1. Maybe we never finish the career... View Details

12 Oct 2011
First Look

First Look: October 12

enterprising companies, the current threats to market capitalism present vital opportunities. Drawing on discussions with business leaders around the world, the authors argue that companies must stop seeing themselves as bystanders and instead View Details

Keywords: Sean Silverthorne

March 2024
Case

From “BIG” Ideas to Sustainable Impact at ICL Group (A)

By: Linda A. Hill and Lydia Begag

In the summer of 2023, Eduard (“Eddie”) Croitoru, Vice President (VP) of ICL Group (“ICL”) Corporate Initiatives, was reflecting on ICL’s internal ideation program, the Business Innovation for Growth (BIG) Accelerator. When Raviv Zoller became the CEO of ICL in 2018,... View Details

April 2020
Case

Ment.io: Knowledge Analytics for Team Decision Making

By: Yael Grushka-Cockayne, Jeffrey T. Polzer, Susie L. Ma and Shlomi Pasternak

Ment.io was a software platform that used proprietary data analytics technology to help organizations make informed and transparent decisions based on team input. Ment was born out of founder Joab Rosenberg’s frustration that, while organizations collected ever... View Details

Keywords: Decision Making; Information Technology; Knowledge; Knowledge Acquisition; Knowledge Management; Operations; Information Management; Product; Product Development; Entrepreneurship; Business Startups; Communications Industry; Information Industry; Information Technology Industry; Web Services Industry; Middle East; Israel

Teaching Interest

Overview

Paul is primarily interested in teaching data science to management students through the case method. This includes technical topics (programming and statistics) as well as higher-level management issues (digital transformation, data governance, etc.) As a research... View Details

Keywords: A/B Testing; AI; AI Algorithms; AI Creativity; Algorithm; Algorithm Bias; Algorithmic Bias; Algorithmic Fairness; Algorithms; Analytics; Application Program Interface; Artificial Intelligence; Causality; Causal Inference; Computing; Computers; Data Analysis; Data Analytics; Data Architecture; Data As A Service; Data Centers; Data Governance; Data Labeling; Data Management; Data Manipulation; Data Mining; Data Ownership; Data Privacy; Data Protection; Data Science; Data Science And Analytics Management; Data Scientists; Data Security; Data Sharing; Data Strategy; Data Visualization; Database; Data-driven Decision-making; Data-driven Management; Data-driven Operations; Datathon; Economics Of AI; Economics Of Innovation; Economics Of Information System; Economics Of Science; Forecast; Forecast Accuracy; Forecasting; Forecasting And Prediction; Information Technology; Machine Learning; Machine Learning Models; Prediction; Prediction Error; Predictive Analytics; Predictive Models; Analysis; AI and Machine Learning; Analytics and Data Science; Applications and Software; Digital Transformation; Information Management; Digital Strategy; Technology Adoption

Research Summary

Pricing and Promotions

Price promotions offered by product manufacturers to channel intermediaries are the subject of much current debate, as well as attempts by packaged goods manufacturers to curb, if not eliminate, their use. Samuel S. Chun's research, which includes the development of... View Details

August 2024 (Revised March 2025)
Case

DBS' AI Journey

By: Feng Zhu, Harold Zhu and Adina Wong

Headquartered in Singapore, DBS Bank, one of Asia's leading financial services groups, embarked on a multi-year digital transformation under CEO Piyush Gupta in 2014. It was then that DBS also began experimenting with AI to drive value for the business and customers.... View Details

Keywords: Corporate Governance; AI and Machine Learning; Digital Transformation; Risk Management; Value Creation; Banking Industry; Financial Services Industry; Asia; Singapore

February 2024
Teaching Note

Data-Driven Denim: Financial Forecasting at Levi Strauss

Teaching Note for HBS Case No. 224-029. Levi Strauss & Co. (“Levi Strauss”) partnered with the IT services company Wipro to incorporate more sophisticated methods, such as machine learning, into their financial forecasting process starting in 2018. The decision to... View Details

Keywords: Forecasting; Regression; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Apparel and Accessories Industry; United States

2023
Other Unpublished Work

Visions of Vision Pro

By: Randolph B. Cohen

Daily ups and downs of the market are often driven by changes in interest-rate expectations and investor risk aversion. But over the long run, it's often technological change that is the primary driver of value. A decade ago, Tyler Cowen argued in his book The Great... View Details

Keywords: Technological Innovation; Disruptive Innovation; Product Launch

April–June 2012
Article

Hybrid Organizations: The Next Chapter in Sustainable Business

By: Nardia Haigh and Andrew J. Hoffman

In this article, we describe how hybrid organizations are developing business models that are competitive and create positive social and environmental change. We discuss the distinctive characteristics of the hybrid business model, both conceptually and in practice. We... View Details

Keywords: Business Model; Mission and Purpose; Environmental Management; Social Enterprise

October 2023 (Revised June 2024)
Case

Catalent: Catalyzing the Next Era of Growth

By: Satish Tadikonda, William Marks and Kevin Emancipator

Catalent's newly appointed CEO, Alessandro Maselli, experienced the highs of the pharmaceutical contract development manufacturing (CDMO) space during COVID-19 while helping Moderna and others bring vaccines to market quickly and safely. After rushing to add capacity... View Details

Keywords: Leadership; Business or Company Management; Organizational Change and Adaptation; Pharmaceutical Industry

July 2019
Article

Which of These Things Are Not Like the Others? Comparing the Rational, Emotional, and Moral Aspects of Reputation, Status, Celebrity, and Stigma

By: Timothy G. Pollock, Kisha Lashley, Violina P. Rindova and Jung-Hoon Han

In this review of the literature on reputation, status, celebrity, and stigma we develop an overarching theoretical framework based on the rational, emotional, and moral aspects of each construct’s unique sociocognitive content and the mechanisms through which it... View Details

Keywords: Celebrity; Stigma; Reputation; Status and Position; Emotions; Moral Sensibility

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May 2022
Supplement

Thinking Outside the Wine Box (B): Mekanism and the Franz for Life Campaign

By: Tomomichi Amano, Elie Ofek, Mengjie Cheng and Amy Klopfenstein

This case reveals the events that took place after the conclusion of the case “Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign.” After reviewing Mekanism’s pitches for the Franz for Life 2.0 campaign, TWG executives felt that the proposed... View Details

Keywords: Marketing; Brands and Branding; Marketing Strategy; Digital Marketing; Social Marketing; Marketing Communications; Product Positioning; Advertising; Communication Strategy; Advertising Campaigns; Social Media; Food and Beverage Industry; Advertising Industry; United States

June, 2021
Article

Learning from Deregulation: The Asymmetric Impact of Lockdown and Reopening on Risky Behavior During COVID-19

By: Edward L. Glaeser, Ginger Zhe Jin, Benjamin T. Leyden and Michael Luca

During the COVID-19 pandemic, states issued and then rescinded stay-at-home orders that restricted mobility. We develop a model of learning by deregulation, which predicts that lifting stay-at-home orders can signal that going out has become safer. Using restaurant... View Details

Keywords: COVID-19; Lockdown; Reopening; Impact; Coronavirus; Public Health Measures; Mobility; Health Pandemics; Governing Rules, Regulations, and Reforms; Consumer Behavior

June 2021 (Revised December 2021)
Case

The Lunar Gateway, Moon vs. Mars, and the Political Governance of Space Activities

By: Matthew C. Weinzierl and Mehak Sarang

In 2017, the Trump Administration made a bold claim—that they would return the next man and the first woman to the lunar surface by 2024, this time to establish a sustainable presence to enable further exploration in the solar system. With the Artemis Program, NASA has... View Details

Keywords: Space; Space Economy; Aerospace; Nasa; Governance; Policy; International Relations; Infrastructure

August 2022
Article

Contract Duration and the Costs of Market Transactions

By: Alexander MacKay

The optimal duration of a supply contract balances the costs of reselecting a supplier against the costs of being matched to an inefficient supplier when the contract lasts too long. I develop a structural model of contract duration that captures this tradeoff and... View Details

Keywords: Supply Contracts; Intermediate Goods; Switching Costs; Vertical Relationships; Transaction Costs; Contract Duration; Identification; Supply Chain; Cost; Contracts; Auctions; Mathematical Methods

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May 2000
Article

Maxmin Expected Utility over Savage Acts with a Set of Priors

By: Ramon Casadesus-Masanell, Peter Klibanoff and Emre Ozdenoren

This paper provides an axiomatic foundation for a maxmin expected utility over a set of priors (MMEU) decision rule in an environment where the elements of choice are Savage acts. This characterization complements the original axiomatizations of MMEU developed in a... View Details

Keywords: Uncertainty Aversion; Ambiguity; Expected Utility; Set Of Priors; Knightian Uncertainty; Decision Making; Game Theory; Risk and Uncertainty; Mathematical Methods

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2014
Other Teaching and Training Material

Marketing Reading: Customer Management

By: Sunil Gupta

This Reading on customer management sheds light on how companies should evaluate and manage their customers in order to grow profitably. Customer management allows marketing managers to inform investment decisions by drilling down into each customer's profitability or... View Details

Keywords: Customer Acquisition; Customer Churn; Customer Profitability Analysis; Customer Retention; Firm Value; Organizational Structure

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