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      • Faculty Publications  (201)

      Impact EvaluationRemove Impact Evaluation →

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      • August 2022
      • Case

      Rocket Learning: Evidence in Action

      By: Brian Trelstad, Tomas Rosales and Malini Sen
      Founders of Rocket Learning, an India-based nonprofit which focused on early childhood education (ECE), received an invitation from MIT’s Abdul Latif Jameel Poverty Action Lab (JPAL), a development research organization, to test its intervention for ECE with a... View Details
      Keywords: Social Entrepreneurship; Early Childhood Education; Nonprofit Organizations; Literacy; Values and Beliefs; Social and Collaborative Networks; Education Industry; India; Asia
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      Trelstad, Brian, Tomas Rosales, and Malini Sen. "Rocket Learning: Evidence in Action." Harvard Business School Case 323-002, August 2022.
      • June 2022
      • Case

      Michelin’s Green Gold Bahia Program: Leaving With Grace

      By: Sandra J. Sucher, Shalene Gupta and Susan J. Winterberg
      In 2015, the top management of French tire-maker Michelin, was evaluating Michelin’s approach to divesting its rubber plantations ten years after incorporating a novel strategy.
      In 2004, Michelin had a Brazilian rubber challenge. Its Bahía plantation had been hit... View Details
      Keywords: Divestment; Supply Chain Management; Natural Resources; Corporate Accountability; Corporate Social Responsibility and Impact; Rubber Industry; Auto Industry; Brazil; France
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      Sucher, Sandra J., Shalene Gupta, and Susan J. Winterberg. "Michelin’s Green Gold Bahia Program: Leaving With Grace." Harvard Business School Case 322-132, June 2022.
      • 2022
      • Working Paper

      An Anatomy of Performance Monitoring

      By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
      Performance monitoring is a mainstay management tool in most organizations. Yet we still know little about whether—and why—better monitoring yields better performance in practice. To shed light on these questions, we study the introduction of a performance monitoring... View Details
      Keywords: Performance Monitoring; Worker Skills; Skill Depreciation; Managerial Inattention; On-the-job Training; Productivity; Multitasking; Quick Serve Restaurants; Performance Evaluation; Employees; Competency and Skills; Training; Performance Productivity; Management; Information Technology; Food and Beverage Industry; Puerto Rico
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      Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022. (R&R Journal of Political Economy.)
      • March 2022
      • Case

      The Goldman Sachs 10,000 Small Businesses Program: 2009-2021

      By: Leonard A. Schlesinger and Julia Kelley
      In December 2021, more than a decade after its founding, Goldman Sachs’s 10,000 Small Businesses program was still going strong — and the firm now needed to evaluate potential program modifications to reach a wider group of small business owners. Launched in the... View Details
      Keywords: COVID-19 Pandemic; Small Business; Business Education; Curriculum and Courses; Government and Politics; Knowledge; Knowledge Dissemination; Labor; Employment; Human Capital; Management; Goals and Objectives; Organizations; Mission and Purpose; Corporate Social Responsibility and Impact; Programs; Networks; Social Enterprise; Society; Strategy; Demographics; Diversity; Financial Services Industry; North and Central America; United States; New York (city, NY); New York (state, US)
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      Schlesinger, Leonard A., and Julia Kelley. "The Goldman Sachs 10,000 Small Businesses Program: 2009-2021." Harvard Business School Case 322-052, March 2022.
      • March 2022
      • Article

      Assessing the Impact of the COVID-19 Pandemic on Clinician Ambulatory Electronic Health Record Use

      By: A Jay Holmgren, Lance Downing, Mitchell Tang, Christopher Sharp, Christopher Longhurst and Robert S. Huckman
      Objective: The COVID-19 pandemic changed clinician electronic health record (EHR) work in a multitude of ways. To evaluate how, we measure ambulatory clinician EHR use in the United States throughout the COVID-19 pandemic.

      Materials and Methods: We use EHR... View Details
      Keywords: Health Care; Electronic Health Records; Productivity; COVID-19 Pandemic; Health Care and Treatment; Health Pandemics; Information Technology; Performance Productivity; United States
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      Holmgren, A Jay, Lance Downing, Mitchell Tang, Christopher Sharp, Christopher Longhurst, and Robert S. Huckman. "Assessing the Impact of the COVID-19 Pandemic on Clinician Ambulatory Electronic Health Record Use." Journal of the American Medical Informatics Association 29, no. 3 (March 2022): 453–460.
      • 2022
      • Working Paper

      Can a Website Bring Unemployment Down? Experimental Evidence from France

      By: Aïcha Ben Dhia, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard and Vincent Pons
      We evaluate the impact of an online platform giving job seekers tips to improve their search and recommendations of new occupations and locations to target, based on their personal data and labor market data. Our experiment used an encouragement design and was... View Details
      Keywords: Online Platform; Digital Platform; Unemployment; Encouragement Design; Job Search; Jobs and Positions; Internet and the Web; Well-being; Outcome or Result; Digital Platforms; France
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      Ben Dhia, Aïcha, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard, and Vincent Pons. "Can a Website Bring Unemployment Down? Experimental Evidence from France." NBER Working Paper Series, No. 29914, April 2022.
      • February 2022 (Revised January 2024)
      • Supplement

      Winning Business at Russell Reynolds (C)

      By: Ethan Bernstein and Cara Mazzucco
      In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting—and... View Details
      Keywords: Restructuring; Talent and Talent Management; Compensation and Benefits; Growth and Development Strategy; Organizational Change and Adaptation; Organizational Culture; Performance Evaluation; Motivation and Incentives; Consulting Industry
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      Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (C)." Harvard Business School Spreadsheet Supplement 422-703, February 2022. (Revised January 2024.)
      • January 2022
      • Case

      VidyaGyan: Bridging the Rural Urban Divide

      By: Prithwiraj Choudhury, Rachna Chawla, Kairavi Dey and Anjali Raina
      Set up in 2008, VidyaGyan was a residential school for children in grades 6-12 from low-income rural families in Uttar Pradesh in northern India. It was the brainchild of Shiv Nadar and Cabinet Secretary T.S.R. Subramanian, who recognized the enormous potential hidden... View Details
      Keywords: Non-profit; Education; Social Enterprise; Non-Governmental Organizations; Nonprofit Organizations; Corporate Social Responsibility and Impact; Wealth and Poverty; Demographics; Equality and Inequality; Performance Evaluation; Opportunities; Education Industry; South Asia; India
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      Choudhury, Prithwiraj, Rachna Chawla, Kairavi Dey, and Anjali Raina. "VidyaGyan: Bridging the Rural Urban Divide." Harvard Business School Case 622-077, January 2022.
      • January 2022
      • Article

      Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry

      By: Young Hou and Dennis Yao
      This paper exploits a natural experiment involving self-regulation in the ready-to-eat (RTE) breakfast cereal industry to evaluate the performance impact of product repositioning. It then examines how a product's brand equity value declines with repositioning distance... View Details
      Keywords: Positioning; Resources; Brand Equity; Competitive Dynamics; Non-market Strategy; Regulation; Repositioning; Product Positioning; Performance Evaluation; Brands and Branding; Competitive Strategy; Consumer Products Industry
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      Hou, Young, and Dennis Yao. "Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry." Strategic Management Journal 43, no. 1 (January 2022): 3–29.
      • September 2021 (Revised November 2022)
      • Case

      Community Solutions

      By: Brian Trelstad and Tom Quinn
      Community Solutions was an anti-homelessness nonprofit founded in 2011 after protagonist Rosanne Haggerty grew frustrated with the limited impact of traditional housing and outreach strategies. It set an ambitious goal, reached in some partner communities, of ending... View Details
      Keywords: Change; Change Management; Disruption; Transformation; Communication; Communication Strategy; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Decisions; Forecasting and Prediction; Social Entrepreneurship; Ethics; Values and Beliefs; Capital Budgeting; Capital Markets; Country; Government Administration; Government Legislation; Housing; Disruptive Innovation; Innovation and Invention; Innovation Strategy; Knowledge Sharing; Leading Change; Resource Allocation; Mission and Purpose; Performance Evaluation; Performance Improvement; Philanthropy and Charitable Giving; Opportunities; Social Enterprise; Nonprofit Organizations; Human Needs; Public Opinion; Social Issues; Societal Protocols; Poverty; Welfare; Well-being; System; Equality and Inequality; Consulting Industry; Real Estate Industry; United States; New York (city, NY); Florida; Texas
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      Trelstad, Brian, and Tom Quinn. "Community Solutions." Harvard Business School Case 322-021, September 2021. (Revised November 2022.)
      • 2021
      • Working Paper

      The Value of Data and Its Impact on Competition

      By: Marco Iansiti
      Common regulatory perspective on the relationship between data, value, and competition in online platforms has increasingly centered on the volume of data accumulated by incumbent firms. This view posits the existence of "data network effects," where more data leads to... View Details
      Keywords: Online Platforms; Data Network Effects; Analytics and Data Science; Value; Competition; Digital Platforms
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      Iansiti, Marco. "The Value of Data and Its Impact on Competition." Harvard Business School Working Paper, No. 22-002, July 2021.
      • 2021
      • Working Paper

      Equilibrium Effects of Pay Transparency

      By: Zoë B. Cullen and Bobak Pakzad-Hurson
      The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
      Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Negotiation; Corporate Disclosure; Compensation and Benefits; Gender
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      Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Working Paper, June 2021. (Econometrica, Vol 91, No. 3 (May, 2023), 765-802.)
      • May 2021
      • Article

      Value-Based Healthcare in Urology: A Collaborative Review

      By: Chanan Reitblat, Paul A. Bain, Michael E. Porter, David N. Bernstein, Thomas W. Feeley, Markus Graefen, Santosh Iyer, Matthew J. Resnick, C.J. Stimson, Quoc-Dien Trinh and Boris Gershman
      Context:
      In response to growing concerns over rising costs and major variation in quality, improving value for patients has been proposed as a fundamentally new strategy for how healthcare should be delivered, measured, and... View Details
      Keywords: Value-based Healthcare; Integrated Practice Units; Outcome Measurement; Time-Driven Activity-Based Costing; Health Care and Treatment; Value; Cost Management; Strategy; Outcome or Result; Measurement and Metrics
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      Reitblat, Chanan, Paul A. Bain, Michael E. Porter, David N. Bernstein, Thomas W. Feeley, Markus Graefen, Santosh Iyer, Matthew J. Resnick, C.J. Stimson, Quoc-Dien Trinh, and Boris Gershman. "Value-Based Healthcare in Urology: A Collaborative Review." European Urology 79, no. 5 (May 2021): 571–585.
      • April 2021
      • Exercise

      Valuing Employment Exercise

      By: George Serafeim, Ethan Rouen and Katie Panella
      The Valuing Employment exercise can be used to show the importance of impact measurement in designing incentives and contracts. The exercise has two phases. In the first phase, participants play the role of managers at the State of Massachusetts Infrastructure... View Details
      Keywords: Bid Evaluation; Workforce; Impact Measurement; Bids and Bidding; Contracts; Design; Measurement and Metrics
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      Serafeim, George, Ethan Rouen, and Katie Panella. "Valuing Employment Exercise." Harvard Business School Exercise 121-086, April 2021.
      • April 2021
      • Case

      Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In October 2018, fashion, wellness, and beauty retailer Sylvarella implemented a Buy Online, Pickup in Store (BOPS) program in an attempt to counteract a sales decline. While BOPS had the potential to meet customer expectations for a seamless order and fulfillment... View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Apparel and Accessories Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail." Harvard Business School Case 621-103, April 2021.
      • March 2021 (Revised April 2021)
      • Case

      Making Impact Investing Markets: IFC (A)

      By: Shawn A. Cole, John Masko and T. Robert Zochowski
      In 2017, the International Finance Corporation (IFC) faced the first big investment decision in its new Scaling Solar project. Founded in 1956, IFC was an international investment body with national governments as shareholders, whose mission was to promote economic... View Details
      Keywords: Impact Investing; Development Economics; Developing Countries and Economies; Renewable Energy; Climate Change; Environmental Sustainability; Borrowing and Debt; Credit; Equity; Bonds; Financing and Loans; Growth and Development; Emerging Markets; Non-Governmental Organizations; Corporate Social Responsibility and Impact; Investment; Decision Making; Financial Services Industry; Energy Industry; Zambia
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      Cole, Shawn A., John Masko, and T. Robert Zochowski. "Making Impact Investing Markets: IFC (A)." Harvard Business School Case 221-061, March 2021. (Revised April 2021.)
      • 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
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      Cui, Ruomeng, Hao Ding, and Feng Zhu. "Gender Inequality in Research Productivity During the COVID-19 Pandemic." Manufacturing & Service Operations Management 24, no. 2 (March–April 2022): 707–726.
      • February 2021
      • Case

      Measuring Impact at JUST Capital

      By: Charles C.Y. Wang and Ethan Rouen
      JUST Capital is a nonprofit organization that seeks to make public companies more "just" by measuring and ranking their overall impact on society, based on the priorities most important to the average American. This case examines JUST's strategy for influencing... View Details
      Keywords: Nonprofit Organizations; Ethics; Measurement and Metrics; Performance Evaluation; Social Issues; Corporate Social Responsibility and Impact
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      Wang, Charles C.Y., and Ethan Rouen. "Measuring Impact at JUST Capital." Harvard Business School Multimedia/Video Case 121-703, February 2021.
      • February 2021
      • Tutorial

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael Toffel and Natalie Epstein
      This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and... View Details
      Keywords: Statistics; Experiments; Forecasting and Prediction; Performance Evaluation; AI and Machine Learning
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021. (Click here to access this tutorial.)
      • 2021
      • Working Paper

      The Health Costs of Cost-Sharing

      By: Amitabh Chandra, Evan Flack and Ziad Obermeyer
      We use the design of Medicare’s prescription drug benefit program to demonstrate three facts about the health consequences of cost-sharing. First, we show that an as-if-random increase of 33.6% in out-of-pocket price (11.0 percentage points (p.p.) change in... View Details
      Keywords: Cost-sharing; Impact; Health Care and Treatment; Insurance; Health; Consumer Behavior
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      Chandra, Amitabh, Evan Flack, and Ziad Obermeyer. "The Health Costs of Cost-Sharing." NBER Working Paper Series, No. 28439, February 2021.
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