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      • Faculty Publications  (676)

      by Michael LucaRemove by Michael Luca →

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      • Fall 2020
      • Article

      Christo and Jeanne‐Claude: The Negotiation of Art and Vice Versa

      By: Michael A. Wheeler
      Over the past two decades the Program on Negotiation at Harvard Law School (PON) has named thirteen people as Great Negotiators. The project, directed by my colleague Jim Sebenius, has given us the opportunity to commend our honorees’ outstanding work and to learn from... View Details
      Keywords: Art; Negotiation; Arts
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      Wheeler, Michael A. "Christo and Jeanne‐Claude: The Negotiation of Art and Vice Versa." Negotiation Journal 36, no. 4 (Fall 2020): 471–487.
      • Oct 2020
      • Conference Presentation

      Optimal, Truthful, and Private Securities Lending

      By: Emily Diana, Michael J. Kearns, Seth Neel and Aaron Leon Roth
      We consider a fundamental dynamic allocation problem motivated by the problem of securities lending in financial markets, the mechanism underlying the short selling of stocks. A lender would like to distribute a finite number of identical copies of some scarce resource... View Details
      Keywords: Differential Privacy; Mechanism Design; Finance; Mathematical Methods
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      Diana, Emily, Michael J. Kearns, Seth Neel, and Aaron Leon Roth. "Optimal, Truthful, and Private Securities Lending." Paper presented at the 1st Association for Computing Machinery (ACM) International Conference on AI in Finance (ICAIF), October 2020.
      • October 2020
      • Article

      What Goes Down When Advice Goes Up: Younger Advisers Underestimate Their Impact

      By: Ting Zhang and Michael S. North
      Common wisdom suggests that older is wiser. Consequently, people rarely give advice to older individuals—even when they are relatively more expert—leading to missed learning opportunities. Across six studies (N=3,445), we explore the psychology of advisers when they... View Details
      Keywords: Advice; Expertise; Knowledge Sharing; Experience and Expertise; Age; Perception
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      Zhang, Ting, and Michael S. North. "What Goes Down When Advice Goes Up: Younger Advisers Underestimate Their Impact." Personality and Social Psychology Bulletin 46, no. 10 (October 2020): 1444–1460.
      • September 2020 (Revised September 2021)
      • Case

      Student Success at Georgia State University (A)

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
      Georgia State University had developed a reputation for driving student success by nearly doubling its graduation rate for students of all racial, ethnic, and socioeconomic backgrounds. It did so while growing its student body and the proportion of Black/African... View Details
      Keywords: Education; Higher Education; Learning; Curriculum and Courses; Demographics; Diversity; Ethnicity; Income; Race; Leadership; Goals and Objectives; Measurement and Metrics; Operations; Organizations; Mission and Purpose; Organizational Culture; Outcome or Result; Performance; Performance Effectiveness; Performance Evaluation; Service Operations; Performance Improvement; Planning; Strategic Planning; Social Enterprise; Nonprofit Organizations; Social Issues; Wealth and Poverty; Equality and Inequality; Information Technology; Digital Platforms; Education Industry; Atlanta
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (A)." Harvard Business School Case 621-006, September 2020. (Revised September 2021.)
      • September 2020 (Revised March 2022)
      • Case

      JOANN: Joannalytics Inventory Allocation Tool

      By: Kris Ferreira and Srikanth Jagabathula
      Michael Joyce, Vice President of Inventory Management at JOANN, championed an effort to develop and implement an inventory allocation analytics tool that used advanced analytics to predict in-season demand of seasonal items for each of JOANN’s nearly 900 stores and... View Details
      Keywords: Analytics; Machine Learning; Optimization; Inventory Management; Mathematical Methods; Decision Making; Operations; Supply Chain Management; Resource Allocation; Distribution; Technology Adoption; Applications and Software; Change Management; Fashion Industry; Consumer Products Industry; Retail Industry; United States; Ohio
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      Ferreira, Kris, and Srikanth Jagabathula. "JOANN: Joannalytics Inventory Allocation Tool." Harvard Business School Case 621-055, September 2020. (Revised March 2022.)
      • September 2020 (Revised November 2020)
      • Case

      d.light

      By: Michael Chu, Krishna G. Palepu and Dilyana Karadzhova Botha
      Kenyan off-grid-solar pioneer d.light can power entire homes in rural Africa but must now decide how to fund the growth of its asset-heavy business model. Ned Tozun and Sam Goldman founded d.light in 2006 to transform lives through solar solutions enabling access to... View Details
      Keywords: Alternative Energy; Business Model; Capital; Emerging Markets; Expansion; Financial Strategy; Renewable Energy; Strategy; Social Entrepreneurship; Energy Industry; Africa; Kenya; India
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      Chu, Michael, Krishna G. Palepu, and Dilyana Karadzhova Botha. "d.light." Harvard Business School Case 321-069, September 2020. (Revised November 2020.)
      • August 2020 (Revised September 2020)
      • Technical Note

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne
      The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
      Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods
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      Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
      • 2020
      • Working Paper

      Consumers Punish Firms That Cut Employee Pay in Response to COVID-19

      By: Bhavya Mohan, Serena Hagerty and Michael Norton
      Two experiments, including one incentive compatible study, examine the impact of cutting pay for executives versus employees in response to COVID-19 on consumer behavior. Study 1 explores the effect of announcing cuts or no cuts to CEO and employee pay, and shows that... View Details
      Keywords: Employee Furloughs; CEO Pay Cuts; Pay Ratios; Purchase Intention; Health Pandemics; Employees; Wages; Executive Compensation; Consumer Behavior
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      Mohan, Bhavya, Serena Hagerty, and Michael Norton. "Consumers Punish Firms That Cut Employee Pay in Response to COVID-19." Harvard Business School Working Paper, No. 21-020, August 2020.
      • August 2020 (Revised May 2021)
      • Case

      PayPal: The Next Chapter

      By: Michael Porter, Mark Kramer and Annelena Lobb
      Can a social purpose and stakeholder capitalism confer a powerful competitive advantage in the age of COVID-19? For PayPal, the answer is yes. After spinning off from eBay in a 2015 IPO, the company declared its purpose as "democratizing financial services" by ensuring... View Details
      Keywords: Mission and Purpose; Finance; Business and Stakeholder Relations; Social Entrepreneurship; Competitive Advantage; Financial Services Industry
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      Porter, Michael, Mark Kramer, and Annelena Lobb. "PayPal: The Next Chapter." Harvard Business School Case 721-378, August 2020. (Revised May 2021.)
      • 2023
      • Working Paper

      When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program

      By: Alexander Bartik, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton and Adi Sunderam
      What happens when public resources are allocated by private companies whose objectives may be imperfectly aligned with policy goals? We study this question in the context of the Paycheck Protection Program (PPP), which relied on private banks to disburse aid to small... View Details
      Keywords: Paycheck Protection Program; Targeting; Impact; Entrepreneurship; Health Pandemics; Small Business; Financing and Loans; Outcome or Result; United States
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      Bartik, Alexander, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton, and Adi Sunderam. "When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program." Harvard Business School Working Paper, No. 21-021, August 2020. (Revised July 2023. Accepted at The Review of Economics and Statistics.)
      • August 2020
      • Article

      Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design

      By: Jodi L. Short, Michael W. Toffel and Andrea R. Hugill
      Activism seeking to improve labor conditions in global supply chains has led many transnational corporations to adopt codes of conduct and monitor suppliers for compliance. Drawing on thousands of audits conducted by a major social auditor, we identify structural... View Details
      Keywords: Monitoring; Supplier Relationship; Sustainability; Sustainability Management; Sustainable Operations; Sustainable Supply Chains; NGO; Operations; Supply Chain Management; Governance Compliance; Corporate Social Responsibility and Impact; Global Range; Working Conditions
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      Short, Jodi L., Michael W. Toffel, and Andrea R. Hugill. "Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design." ILR Review 73, no. 4 (August 2020): 873–912.
      • Article

      The Impact of COVID-19 on Small Business Outcomes and Expectations

      By: Alexander Bartik, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
      To explore the impact of COVID on small businesses, we conducted a survey of more than 5,800 small businesses between March 28 and April 4, 2020. Several themes emerged. First, mass layoffs and closures had already occurred—just a few weeks into the crisis. Second, the... View Details
      Keywords: COVID-19; Stimulus; CARES Act; Health Pandemics; Small Business; Surveys
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      Bartik, Alexander, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton. "The Impact of COVID-19 on Small Business Outcomes and Expectations." Proceedings of the National Academy of Sciences 117, no. 30 (July 28, 2020): 17656–66.
      • July 2020
      • Supplement

      Instabeat—Crossing the Finish Line

      By: Shikhar Ghosh, Nicole Tempest Keller and Alpana Thapar
      Lebanese entrepreneur Hind Hobeika was just 21 years old when she launched her startup, Instabeat, which had developed the first real-time bio-feedback device for swimmers to monitor and improve their performance. It had been an extremely testing 10-year journey to... View Details
      Keywords: Start-up; Wearables; Entrepreneurship; Business Startups; Information Technology; Information Infrastructure; Strategy; Operations; Management; United States; Lebanon
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      Ghosh, Shikhar, Nicole Tempest Keller, and Alpana Thapar. "Instabeat—Crossing the Finish Line." Harvard Business School Supplement 821-012, July 2020.
      • July 2020 (Revised September 2020)
      • Case

      Property Finder's Strategy for Online Classifieds in the MENA Region

      By: Krishna G. Palepu, Gamze Yucaoglu and Fares Khrais
      The case opens in 2020 as Michael Lahyani, founder and CEO of Property Finder, Dubai’s leading online real estate classifieds portal, contemplates the company’s five-year growth strategy.
      Since its founding in 2005 in the United Arab Emirates (UAE), Property... View Details
      Keywords: General Business; Real Estate; Entrepreneurship; Property; Strategy; Emerging Markets; Growth Management; Online Technology; Real Estate Industry; Technology Industry; United Arab Emirates; Saudi Arabia; Egypt; Turkey
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      Palepu, Krishna G., Gamze Yucaoglu, and Fares Khrais. "Property Finder's Strategy for Online Classifieds in the MENA Region." Harvard Business School Case 321-009, July 2020. (Revised September 2020.)
      • June 2020
      • Teaching Note

      Fossil Fuel Divestment

      By: Michael W. Toffel and Sarah Gulick
      Teaching note to accompany HBS case 620-093, Fossil Fuel Divestment, by Michael W. Toffel and Sarah Gulick. View Details
      Keywords: Higher Education; Corporate Social Responsibility and Impact; Environmental Sustainability; Public Opinion; Education Industry; Cambridge
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      Toffel, Michael W., and Sarah Gulick. "Fossil Fuel Divestment." Harvard Business School Teaching Note 620-125, June 2020.
      • June 2020
      • Teaching Note

      Brand Storytelling at Shinola

      By: Jill Avery, Giana M. Eckhardt and Michael Beverland
      Detroit, Michigan, aka “The Motor City,” is known as the birthplace of most of the American classic automotive brands. It is a city filled with the rich history of the industrial age, the pride of American manufacturing, and of the soulful sounds of Motown music. It is... View Details
      Keywords: Brand Storytelling; Brand Management; Brand Management Of Places; Luxury Brand; Marketing; Brands and Branding; Marketing Communications; Advertising; Luxury; Marketing Strategy; Consumer Products Industry; United States
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      Avery, Jill, Giana M. Eckhardt, and Michael Beverland. "Brand Storytelling at Shinola." Harvard Business School Teaching Note 520-127, June 2020.
      • 2021
      • Conference Presentation

      An Algorithmic Framework for Fairness Elicitation

      By: Christopher Jung, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton and Zhiwei Steven Wu
      We consider settings in which the right notion of fairness is not captured by simple mathematical definitions (such as equality of error rates across groups), but might be more complex and nuanced and thus require elicitation from individual or collective stakeholders.... View Details
      Keywords: Algorithmic Fairness; Machine Learning; Fairness; Framework; Mathematical Methods
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      Jung, Christopher, Michael J. Kearns, Seth Neel, Aaron Leon Roth, Logan Stapleton, and Zhiwei Steven Wu. "An Algorithmic Framework for Fairness Elicitation." Paper presented at the 2nd Symposium on Foundations of Responsible Computing (FORC), 2021.
      • June 2020
      • Article

      How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections

      By: Maria Ibanez and Michael W. Toffel
      Accuracy and consistency are critical for inspections to be an effective, fair, and useful tool for assessing risks, quality, and suppliers—and for making decisions based on those assessments. We examine how inspector schedules could introduce bias that erodes... View Details
      Keywords: Assessment; Bias; Inspection; Scheduling; Econometric Analysis; Empirical Research; Regulation; Health; Food; Safety; Quality; Performance Consistency; Governing Rules, Regulations, and Reforms
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      Ibanez, Maria, and Michael W. Toffel. "How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections." Management Science 66, no. 6 (June 2020): 2396–2416. (Revised February 2019. Featured in Harvard Business Review, Forbes, Food Safety Magazine, Food Safety News, and KelloggInsight. (2020 MSOM Responsible Research Finalist.))
      • 2020
      • Working Paper

      How Should U.S. Bank Regulators Respond to the COVID-19 Crisis?

      By: Michael Blank, Samuel G. Hanson, Jeremy C. Stein and Adi Sunderam
      Drawing on lessons from the 2007–2009 Global Financial Crisis (GFC) and a simple conceptual framework, we examine the response of U.S. bank regulators to the COVID-19 pandemic. We argue that the current regulatory strategy of “watchful waiting”—the same strategy that... View Details
      Keywords: COVID-19; Bank Regulation; Recapitalization; Health Pandemics; Banks and Banking; Governing Rules, Regulations, and Reforms; Strategy; Risk Management; United States
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      Blank, Michael, Samuel G. Hanson, Jeremy C. Stein, and Adi Sunderam. "How Should U.S. Bank Regulators Respond to the COVID-19 Crisis?" Hutchins Center Working Paper, No. 63, June 2020.
      • Summer 2020
      • Article

      Want to Make Better Decisions? Start Experimenting

      By: Michael Luca and Max Bazerman
      Four lessons for using randomized controlled experiments to create value for your company and customers View Details
      Keywords: Randomized Controlled Experiments; Value Creation; Decision Making
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      Luca, Michael, and Max Bazerman. "Want to Make Better Decisions? Start Experimenting." MIT Sloan Management Review 61, no. 4 (Summer 2020).
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