Publications

2025
Working Paper

The Impact of Input Inaccuracy on Leveraging AI Tools: Evidence from Algorithmic Labor Scheduling

By: Caleb Kwon, Antonio Moreno and Ananth Raman

Problem Definition: Considerable academic and practitioner attention is placed on the value of ex-post interactions (i.e., overrides) in the human-AI interface. In contrast, relatively little attention has been paid to ex-ante human-AI interactions (e.g., the... View Details

Keywords: AI and Machine Learning; Employees; Performance Effectiveness

SSRN

October 1994
Case

Yokohama Corporation, Ltd. (B): Cost Management System

Illustrates the budget planning process at a Japanese firm. Also describes a highly traditional cost accounting system, and shows how variances are used for performance measurement. View Details

Keywords: Cost Accounting; Performance Evaluation; Budgets and Budgeting; Japan

April 1998 (Revised November 1999)
Case

Hamilton Financial Investments: A Franchise Built on Trust

By: Robert L. Simons and Antonio Davila

Provides a vehicle for students to evaluate risk management in the fast-paced mutual funds industry. A new risk manager has been hired to install new management controls and procedures. A series of decisions will determine how much business and franchise risk the... View Details

Keywords: Risk Management; Management Teams; Managerial Roles; Forecasting and Prediction; Investment Funds; Performance Evaluation; Corporate Strategy; Change Management; Financial Services Industry; Banking Industry

June 2007
Case

AARP Foundation (A)

By: Srikant M. Datar, Herman B. Leonard, Marc J. Epstein and Thomas Goodwin

AARP Foundation--a leading non-profit corporation--must create a new "Dashboard" performance measurement tool to track the effectiveness of its new strategic plan. View Details

Keywords: Management Analysis, Tools, and Techniques; Performance Effectiveness; Performance Evaluation; Strategic Planning; Nonprofit Organizations; Welfare; Business Strategy

January 2002 (Revised September 2002)
Case

Corporate Renewal in America

By: Bruce R. Scott and Thomas S. Mondschean

Discusses various macroeconomic, regulatory, technological, and financial forces that led to increased corporate restructuring in the United States beginning in the mid-1980s. The U.S. financial system is often viewed as the most developed in the world and a model for... View Details

Keywords: Performance Evaluation; Corporate Governance; Macroeconomics; Economic Systems; Restructuring; Markets; Private Sector; Corporate Finance; Germany; Japan; United States

2023
Working Paper

Targeting, Personalization, and Engagement in an Agricultural Advisory Service

By: Susan Athey, Shawn Cole, Shanjukta Nath and Jessica Zhu

ICT is increasingly used to deliver customized information in developing countries. We examine whether individually targeting the timing of automated voice calls meaningfully increases engagement in an agricultural advisory service. We define, estimate, and... View Details

Keywords: Developing Countries and Economies; Knowledge Dissemination; Customization and Personalization; Performance Effectiveness

Article

Design of Search Engine Services: Channel Interdependence in Search Engine Results

By: Benjamin Edelman and Zhenyu Lai

The authors examine prominent placement of search engines' own services and effects on users' choices. Evaluating a natural experiment in which different results were shown to users who performed similar searches, they find that Google's prominent placement of its... View Details

Keywords: Search Engine; Organic Search; Sponsored Search Advertising; User Interface; Channel Substitution; Search Technology; Consumer Behavior; Online Advertising

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August 2018
Case

Enfoca: Private Equity in Peru

By: Victoria Ivashina and Jeffrey Boyar

This case follows Enfoca, Peru’s largest local private equity firm and its portfolio company Maestro, a leading player in Peru’s hardware retail market. Peru’s GDP growth between 2008 and 2014 was the highest of any Latin American country. Growth of the Peruvian middle... View Details

Keywords: Private Equity; Emerging Markets; Capital Markets; Transition; Strategy; Peru

June 2015
Supplement

Generating Higher Value at IBM (A): EPS Forecasting Model

By: Benjamin C. Esty and Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

Article

A Blueprint for Pharmacy Benefits Managers to Increase Value

By: William Shrank, Michael E. Porter, Sachin H. Jain and Niteesh K. Choudhary

Pharmacy benefits managers (PBMs) have a unique opportunity to promote public health and generate value in the healthcare system. However, PBMs are largely evaluated on their ability to control costs rather than improve health. PBMs should be evaluated along three... View Details

Keywords: Opportunities; Health; System; Cost Management; Partners and Partnerships; Motivation and Incentives; Value; Innovation and Invention; Performance Effectiveness; Health Industry; Pharmaceutical Industry

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April 2002 (Revised October 2002)
Case

Andina Bottling Co.

By: V.G. Narayanan and Alberto Ballve

Andina Bottling develops an information system for monitoring the performance and operations of its various foreign and domestic subsidiaries. View Details

Keywords: Operations; Information Technology; Performance Evaluation; Decision Making; Business Subsidiaries; Measurement and Metrics; Business or Company Management; Distribution

2022
Article

Gender Inequality in Research Productivity During the COVID-19 Pandemic

By: Ruomeng Cui, Hao Ding and Feng Zhu

We study the disproportionate impact of the lockdown as a result of the COVID-19 outbreak on female and male academics' research productivity in social science. The lockdown has caused substantial disruptions to academic activities, requiring people to work from home.... View Details

Keywords: Gender Inequality; Research Productivity; Telecommuting; COVID-19 Pandemic; Research; Performance Productivity; Gender; Equality and Inequality; Health Pandemics

Find at Harvard

July 2019
Case

Christmas Inc. (A)

By: Susanna Gallani, Gregory Sabin, Lexor Adams and Nicholas Haberling

Santa Claus is facing increasing pressures to contain costs. The economic model that has worked for centuries is starting to show some cracks, to the point that he is considering outsourcing part of its toy production. Evaluating the bids his team collected from... View Details

Keywords: Costing; Production; Cost; Analysis; Decision Making; Strategy

2020
Working Paper

Targeting for Long-Term Outcomes

By: Jeremy Yang, Dean Eckles, Paramveer Dhillon and Sinan Aral

Decision makers often want to target interventions so as to maximize an outcome that is observed only in the long term. This typically requires delaying decisions until the outcome is observed or relying on simple short-term proxies for the long-term outcome. Here we... View Details

Keywords: Targeted Marketing; Optimization; Churn Management; Marketing; Customer Relationship Management; Policy; Learning; Outcome or Result

Research Summary

Executive Compensation

Professor Meulbroek is investigating the gap between what equity-linked compensation costs the firm and what it is worth to managers. This gap arises because such compensation prevents managers from fully diversifying their holdings, so managers must bear firm-specific... View Details

June 2015 (Revised September 2017)
Supplement

Generating Higher Value at IBM

By: Benjamin C. Esty and Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

2020
Working Paper

Digital Experimentation and Startup Performance: Evidence from A/B Testing

By: Rembrand Koning, Sharique Hasan and Aaron Chatterji

Recent work argues that experimentation is the appropriate framework for entrepreneurial strategy. We investigate this proposition by exploiting the time-varying adoption of A/B testing technology, which has drastically reduced the cost of experimentally testing... View Details

Keywords: Experimentation; A/B Testing; Data-driven Decision-making; Entrepreneurship; Strategy; Business Startups; Information Technology; Performance

SSRN