Publications

October 2021 (Revised May 2023)
Case

Project Maji: Pricing Water in Sub-Saharan Africa

By: Elie Ofek, Marco Bertini, Dilyana Karadzhova Botha and Esel Çekin

In July 2021, Sunil Lalvani, founder and CEO of Project Maji, a non-profit social enterprise headquartered in Dubai that had already provided sustainable, clean water solutions to 80,000 people living in rural communities across Ghana and Kenya, was facing an important... View Details

Keywords: Water; Pricing; Nonprofit Organizations; Projects; Price; Decision Making; Social Enterprise; Growth and Development Strategy; Equity; Green Technology; Social and Collaborative Networks; Africa; Dubai

01 Nov 2011
First Look

First Look: Nov. 1

and teaching on risk management, we identify three categories of risk and elaborate on the ways companies can identify and mitigate them, with particular emphasis on strategy execution risks. Managing the Multiple Dimensions of Risk—Part... View Details

Keywords: Sean Silverthorne

September 2020
Case

Uber at a Crossroads (2017)

By: Ramon Casadesus-Masanell and Karen Elterman

This case describes the history of Uber, its business model—including the ways it differed from that of the traditional taxi industry—and its competition with Lyft. The case is set in 2017, a year in which Uber was plagued by even more scandals than usual, though its... View Details

August 2019
Article

When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

By: Yicheng Song, Nachiketa Sahoo and Elie Ofek

Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details

Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods

23 Apr 2013
First Look

First Look: April 23

Publications 2006 University of Chicago Press Manufacturing Morals: The Values of Silence in Business School Education By: Anteby, Michel Abstract—Corporate accountability is never far from the front page, and Harvard Business School trains many future business... View Details

Keywords: Sean Silverthorne

Research Summary

The State of Small Business Lending: Innovation and Technology and the Implications for Regulation

Small businesses were among the hardest hit in the Great Recession, accounting for more than 60% of the total jobs lost. The economic crisis was one focused on the banking sector, which is one reason for the disproportionately high impact on America’s small businesses,... View Details

October–December 2022
Article

Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius

Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details

Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction

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Article

A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun

We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public... View Details

Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods

November 2021
Case

Steve Schwarzman on Dealmaking I: “Becoming a ‘Friend of the Situation’” (A)

By: James K. Sebenius and Alex Green

Blackstone Co-founder, Chairman, and CEO Stephen A. Schwarzman, whom Forbes has called “Wall Street’s Greatest Dealmaker,” played a major role in the negotiations that transformed Blackstone from a fragile startup in 1985 with $400,000 in capital into a dominant... View Details

Keywords: Dealmaking; Bargaining; Conflict Resolution; Negotiation; Private Equity; Conflict and Resolution; Entrepreneurship; Problems and Challenges; Negotiation Tactics; Financial Services Industry

July–August 2014
Article

The Crisis in Retirement Planning

By: Robert C. Merton

Corporate America began to really take notice of the looming retirement crisis in the wake of the dot-com crash, when companies in major industries went bankrupt in large part because of their inability to meet their pension obligations. The result was an acceleration... View Details

Article

The Future of Economic, Business, and Social History

By: G. Jones, Marco H.D. van Leeuwen and Stephen Broadberry

Three leading scholars in the fields of business, economic, and social history review the current state of these disciplines and reflect on their future trajectory. Geoffrey Jones reviews the development of business history since its birth at the Harvard Business... View Details

Keywords: Economic History; Business History; History; Asia; Africa; Europe; Latin America; North and Central America

20 Feb 2014
HBS Seminar

Teck Ho, University of California Berkeley Haas School of Business

A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing... View Details

Boulevard of Broken Dreams: Why Public Efforts to Boost Entrepreneurship and Venture Capital Have Failed--and What to Do About It

Silicon Valley, Singapore, Tel Aviv—the global hubs of entrepreneurial activity—all bear the marks of government investment. Yet, for every public intervention that spurs entrepreneurial activity, there are many failed efforts that waste untold billions in taxpayer... View Details

November 2019
Supplement

Hapag-Lloyd AG: Complying with IMO 2020

By: Benjamin C. Esty, Mette Fuglsang Hjortshoej and Emer Moloney

A new environmental regulation known as IMO 2020 was creating what one industry analyst called “the biggest shakeup for the oil and shipping industries in decades.” According to the new regulation, all ocean-going ships would have to limit their sulfur emissions by... View Details

Keywords: Valuation; Ship Transportation; Strategic Planning; Game Theory; Pollutants; Supply Chain; Corporate Accountability; Capital Budgeting; Environmental Sustainability; Shipping Industry; Transportation Industry; Germany

October 2003 (Revised February 2004)
Case

Dividend Policy at Linear Technology

By: Malcolm P. Baker and Alison Berkley Wagonfeld

In 1992, Linear Technology, a designer and manufacturer of analog semiconductors, initiated a dividend. The firm increased its dividend by approximately $0.01 per share each year thereafter. In fiscal year 2002, Linear experienced its first significant drop in sales... View Details

Keywords: Financial Strategy; Investment Return; Financial Condition; Taxation; Initial Public Offering; Financial Management; Semiconductor Industry

October 2004 (Revised March 2005)
Case

Langer Lab, The: Commercializing Science

By: H. Kent Bowen, Alex Kazaks, Ayr Muir-Harmony and Bryce LaPierre

Professor Robert Langer's laboratory at MIT is the source of an unusually large number of published papers, patents, and technology licenses to start-up and established companies in the biomedical industry. Explores Langer's leadership and other factors that create a... View Details

Keywords: Entrepreneurship; Technological Innovation; Business Startups; Research and Development; Patents; Innovation Leadership; Science-Based Business; Commercialization; Biotechnology Industry; Education Industry

12 Oct 1999
Research & Ideas

Porter’s Perspective: Competing in the Global Economy

each distinct product area, where strategy is set, core product and process technology are maintained, and a critical mass of sophisticated production and service activities reside. A clear locational core, combined with selective... View Details

Keywords: Re: Michael E. Porter

March 2023
Case

Innovation at Google Ads: The Sales Acceleration and Innovation Labs (SAIL) (A)

By: Linda A. Hill and Emily Tedards

In 2018, Ana Owczarzak was appointed to lead Google Ads' new innovation and accelerator team - the Sales Acceleration and Innovation Labs (SAIL). The purpose of SAIL was to offer testing and incubation services for individuals within Google Ads who were developing new... View Details

Keywords: Innovation Leadership; Innovation Strategy; Organizational Design; Technology Industry; Advertising Industry; Information Technology Industry; United States