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Publications

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    • All HBS Web  (269)
      • Faculty Publications  (33)

      Allocative EfficiencyRemove Allocative Efficiency →

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      • February 2025
      • Article

      Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery

      By: Jacob C. Jameson, Soroush Saghafian, Robert S. Huckman and Nicole Hodgson
      Objectives: To examine heterogeneity in physician batch ordering practices and measure the impact of a physician's tendency to batch order imaging tests on patient outcomes and resource utilization.
      Study Setting and Design: In this retrospective study, we used... View Details
      Keywords: Health Care; Operations Management; Productivity; Health Care and Treatment; Operations; Outcome or Result; Resource Allocation; Health Industry; United States
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      Jameson, Jacob C., Soroush Saghafian, Robert S. Huckman, and Nicole Hodgson. "Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery." Health Services Research 60, no. 1 (February 2025).
      • June 2024
      • Article

      Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

      By: Tina Highfill and Matthew Weinzierl
      Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details
      Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry
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      Highfill, Tina, and Matthew Weinzierl. "Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy." Acta Astronautica 219 (June 2024): 236–242.
      • May 2024 (Revised May 2024)
      • Case

      Market by Met Council: Revolutionizing Food Pantries in the Digital Age

      By: Elisabeth Paulson and Michael W. Toffel
      In fall 2023, the Food Program of Met Council—America’s largest Jewish charity dedicated to fighting poverty—completed the rollout of the newest version of its digital pantry platform to twelve food pantries in the Met Council food pantry network. The digital... View Details
      Keywords: Customer Focus and Relationships; Digital Transformation; Nonprofit Organizations; Service Operations; Human Needs
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      Paulson, Elisabeth, and Michael W. Toffel. "Market by Met Council: Revolutionizing Food Pantries in the Digital Age." Harvard Business School Case 624-060, May 2024. (Revised May 2024.)
      • February 2024
      • Article

      An Economic Framework for Vaccine Prioritization

      By: Mohammad Akbarpour, Eric Budish, Piotr Dworczak and Scott Duke Kominers
      We propose an economic framework for determining the optimal allocation of a scarce supply of vaccines that become gradually available during a public health crisis, such as the Covid-19 pandemic. Agents differ in observable and unobservable characteristics, and the... View Details
      Keywords: Vaccine; Fairness; Public Finance; Public Goods; Allocation Problems; Allocative Efficiency; Allocation Rules; Social Welfare; Pandemics; Inequality; COVID-19; COVID-19 Pandemic; Public Sector; Resource Allocation; Market Design; Marketplace Matching; Public Administration Industry
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      Akbarpour, Mohammad, Eric Budish, Piotr Dworczak, and Scott Duke Kominers. "An Economic Framework for Vaccine Prioritization." Quarterly Journal of Economics 139, no. 1 (February 2024): 359–417. (Authors' names are in certified random order.)
      • July 2021
      • Article

      Augmenting Markets with Mechanisms

      By: Samuel Antill and Darrell Duffie
      We explain how the common practice of size-discovery trade detracts from overall financial market efficiency. At each of a series of size-discovery sessions, traders report their desired trades, generating allocations of the asset and cash that rely on the most recent... View Details
      Keywords: Mechanism Design; Price Impact; Size Discovery; Allocative Efficiency; Workup; Dark Pool; Financial Markets; Market Design; Performance Efficiency
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      Antill, Samuel, and Darrell Duffie. "Augmenting Markets with Mechanisms." Review of Economic Studies 88, no. 4 (July 2021): 1665–1719.
      • 2021
      • Working Paper

      Public Disclosure of Private Meetings: Does Observing Peers' Information Acquisition Affect Analysts' Attention Allocation?

      By: Yi Ru, Ronghuo Zheng and Yuan Zou
      We investigate the impact of observing peers’ information acquisition on financial analysts’ attention allocation. Using the timely disclosure mandate by the Shenzhen Stock Exchange as a setting, we find that, when analysts can observe that a firm is visited by other... View Details
      Keywords: Attention Allocation; Informational Efficiency; Corporate Site Visits; Externalities; Information; Acquisition; Corporate Disclosure; Outcome or Result
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      Ru, Yi, Ronghuo Zheng, and Yuan Zou. "Public Disclosure of Private Meetings: Does Observing Peers' Information Acquisition Affect Analysts' Attention Allocation?" Harvard Business School Working Paper, No. 22-064, July 2021.
      • July 2021
      • Article

      Redistribution through Markets

      By: Piotr Dworczak, Scott Duke Kominers and Mohammad Akbarpour
      Policymakers frequently use price regulations as a response to inequality in the markets they control. In this paper, we examine the optimal structure of such policies from the perspective of mechanism design. We study a buyer-seller market in which agents have private... View Details
      Keywords: Optimal Mechanism Design; Redistribution; Inequality; Welfare Theorems; Market Design; Equality and Inequality
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      Dworczak, Piotr, Scott Duke Kominers, and Mohammad Akbarpour. "Redistribution through Markets." Econometrica 89, no. 4 (July 2021): 1665–1698. (Authors' names are in certified random order.)
      • 2020
      • Working Paper

      Paying It Backward and Forward: Expanding Access to Convalescent Plasma Therapy Through Market Design

      By: Scott Duke Kominers, Parag A. Pathak, Tayfun Sönmez and M. Utku Ünver
      COVID-19 convalescent plasma (CCP) therapy is currently a leading treatment for COVID-19. At present, there is a shortage of CCP relative to demand. We develop and analyze a model of centralized CCP allocation that incorporates both donation and distribution. In order... View Details
      Keywords: COVID-19; Convalescent Plasma; Vouchers; Health Pandemics; Health Care and Treatment; Resource Allocation; Market Design
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      Kominers, Scott Duke, Parag A. Pathak, Tayfun Sönmez, and M. Utku Ünver. "Paying It Backward and Forward: Expanding Access to Convalescent Plasma Therapy Through Market Design." Harvard Business School Working Paper, No. 20-116, May 2020. (NBER Working Paper Series, No. 27143, May 2020.)
      • May 2020
      • Article

      Identifying Sources of Inefficiency in Health Care

      By: Amitabh Chandra and Douglas O. Staiger
      In medicine, the reasons for variation in treatment rates across hospitals serving similar patients are not well understood. Some interpret this variation as unwarranted and push standardization of care as a way of reducing allocative inefficiency. However, an... View Details
      Keywords: Health Care and Treatment; Performance Efficiency; Performance Productivity; Mathematical Methods
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      Chandra, Amitabh, and Douglas O. Staiger. "Identifying Sources of Inefficiency in Health Care." Quarterly Journal of Economics 135, no. 2 (May 2020): 785–843.
      • February 2020
      • Technical Note

      Talent Management and the Future of Work

      By: William R. Kerr and Gorick Ng
      The nature of work is changing—and it is changing rapidly. Few days go by without industry giants such as Amazon and AT&T announcing plans to invest billions of dollars towards retraining nearly half of their respective workforces for jobs of the future. What changes... View Details
      Keywords: Human Resource Management; Human Capital Development; Human Resource Practices; Talent; Talent Acquisition; Talent Development; Talent Development And Retention; Talent Management; Talent Retention; Labor Flows; Labor Management; Labor Market; Strategy Development; Strategy Management; Strategy Execution; Strategy And Execution; Strategic Change; Transformations; Organization; Organization Alignment; Organization Design; Organizational Adaptation; Organizational Effectiveness; Management Challenges; Management Of Business And Political Risk; Change Leadership; Future Of Work; Future; Skills Gap; Skills Development; Skills; Offshoring And Outsourcing; Investment; Capital Allocation; Work; Work Culture; Work Force Management; Work/life Balance; Work/family Balance; Work-family Boundary Management; Workers; Worker Productivity; Worker Performance; Work Engagement; Work Environment; Work Environments; Productivity; Organization Culture; Soft Skills; Technology Management; Technological Change; Technological Change: Choices And Consequences; Technology Diffusion; Disruptive Technology; Global Business; Global; Workplace; Workplace Context; Workplace Culture; Workplace Wellness; Collaboration; Competencies; Productivity Gains; Digital; Digital Transition; Competitive Dynamics; Competitiveness; Competitive Strategy; Data Analytics; Data; Data Management; Data Strategy; Data Protection; Aging Society; Diversity; Diversity Management; Millennials; Communication Complexity; Communication Technologies; International Business; Work Sharing; Global Competitiveness; Global Corporate Cultures; Intellectual Property; Intellectual Property Management; Intellectual Property Protection; Intellectual Capital And Property Issues; Globalization Of Supply Chain; Inequality; Recruiting; Hiring; Hiring Of Employees; Training; Job Cuts And Outsourcing; Job Performance; Job Search; Job Design; Job Satisfaction; Jobs; Employee Engagement; Employee Attitude; Employee Benefits; Employee Compensation; Employee Fairness; Employee Relationship Management; Employee Retention; Employee Selection; Employee Motivation; Employee Feedback; Employee Coordination; Employee Performance Management; Employee Socialization; Process Improvement; Application Performance Management; Stigma; Institutional Change; Candidates; Digital Enterprise; Cultural Adaptation; Cultural Change; Cultural Diversity; Cultural Context; Cultural Strategies; Cultural Psychology; Cultural Reform; Performance; Performance Effectiveness; Performance Management; Performance Evaluation; Performance Appraisal; Performance Feedback; Performance Measurement; Performance Metrics; Performance Measures; Performance Efficiency; Efficiency; Performance Analysis; Performance Appraisals; Performance Improvement; Automation; Artificial Intelligence; Technology Companies; Managerial Processes; Skilled Migration; Assessment; Human Resources; Management; Human Capital; Talent and Talent Management; Retention; Demographics; Labor; Strategy; Change; Change Management; Transformation; Organizational Change and Adaptation; Organizational Culture; Working Conditions; Information Technology; Technology Adoption; Disruption; Economy; Competition; Globalization; AI and Machine Learning; Digital Transformation
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      Kerr, William R., and Gorick Ng. "Talent Management and the Future of Work." Harvard Business School Technical Note 820-084, February 2020.
      • 2019
      • Article

      Fair Algorithms for Learning in Allocation Problems

      By: Hadi Elzayn, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth and Zachary Schutzman
      Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. loans or police officers) amongst several groups, in order to maximize some objective (e.g. loans given that are repaid, or criminals that are apprehended).... View Details
      Keywords: Allocation Problems; Algorithms; Fairness; Learning
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      Elzayn, Hadi, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth, and Zachary Schutzman. "Fair Algorithms for Learning in Allocation Problems." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 170–179.
      • September 2018
      • Teaching Note

      City Year at 30: Toward Long-Term Impact

      By: Rosabeth Moss Kanter and Jonathan Cohen
      This teaching note assists in the classroom instruction of the HBS No. 318-089, “City Year at 30: Toward Long-Term Impact.” It offers to instructors a case summary and analysis, along with student preparation questions and a guide for classroom discussion of the case.... View Details
      Keywords: Scaling; Education Entrepreneurship; Education; Service Operations; Nonprofit Organizations; Growth and Development Strategy; Performance Efficiency; Resource Allocation; Change Management; Social Entrepreneurship; Middle School Education; Secondary Education; Philanthropy and Charitable Giving; Human Capital; Growth Management; Service Delivery; Organizational Design; Social Enterprise; Poverty; United States
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "City Year at 30: Toward Long-Term Impact." Harvard Business School Teaching Note 319-040, September 2018.
      • June 2018
      • Case

      Feeding America (A)

      By: Scott Duke Kominers and Alan Lam
      This case describes how Feeding America, the third-largest nonprofit organization in the U.S., designed a marketplace for allocating donated food across its network of food banks. It considers the promises and pitfalls of using market-based allocation in the context of... View Details
      Keywords: Social Enterprise; Nonprofit Organizations; Food; Resource Allocation; Fairness; Performance Efficiency; United States
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      Kominers, Scott Duke, and Alan Lam. "Feeding America (A)." Harvard Business School Case 818-130, June 2018.
      • June 2018
      • Supplement

      Feeding America (B)

      By: Scott Duke Kominers and Alan Lam
      Supplements the (A) case. View Details
      Keywords: Social Enterprise; Nonprofit Organizations; Food; Resource Allocation; Fairness; Performance Efficiency; United States
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      Kominers, Scott Duke, and Alan Lam. "Feeding America (B)." Harvard Business School Supplement 818-131, June 2018.
      • March 2018 (Revised June 2018)
      • Case

      City Year at 30: Toward Long-Term Impact

      By: Rosabeth Moss Kanter and James Weber
      In 2018, City Year was a 30-year-old nonprofit that recruited and organized teams of young-adult “volunteers” (corps teams) to provide a year of citizen service. It had 3,100 corps members serving in 327 schools located in 28 U.S. cities. In its early decades, City... View Details
      Keywords: Education; Service Operations; Nonprofit Organizations; Growth and Development Strategy; Performance Efficiency; Resource Allocation; Change Management; Social Entrepreneurship; Middle School Education; Secondary Education; Philanthropy and Charitable Giving; Human Capital; Growth Management; Service Delivery; Organizational Design; Social Enterprise; Poverty; United States
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      Kanter, Rosabeth Moss, and James Weber. "City Year at 30: Toward Long-Term Impact." Harvard Business School Case 318-089, March 2018. (Revised June 2018.)
      • Article

      An Invitation to Market Design

      By: Scott Duke Kominers, Alexander Teytelboym and Vincent P. Crawford
      Market design seeks to translate economic theory and analysis into practical solutions to real-world problems. By redesigning both the rules that guide market transactions and the infrastructure that enables those transactions to take place, market designers can... View Details
      Keywords: Matching; Trading; Scrip; Liquidity; Efficiency; Equity; Allocation Rules; Marketplaces; Market Design; Marketplace Matching; Auctions
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      Kominers, Scott Duke, Alexander Teytelboym, and Vincent P. Crawford. "An Invitation to Market Design." Oxford Review of Economic Policy 33, no. 4 (Winter 2017): 541–571.
      • 2017
      • Working Paper

      Identifying Sources of Inefficiency in Health Care

      By: Amitabh Chandra and Douglas O. Staiger
      In medicine, the reasons for variation in treatment rates across hospitals serving similar patients are not well understood. Some interpret this variation as unwarranted and push standardization of care as a way of reducing allocative inefficiency. However, an... View Details
      Keywords: Health Care and Treatment; Performance Efficiency; Performance Productivity; Mathematical Methods
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      Chandra, Amitabh, and Douglas O. Staiger. "Identifying Sources of Inefficiency in Health Care." NBER Working Paper Series, No. 24035, November 2017.
      • 2019
      • Chapter

      Return on Invested Capital (ROIC)

      By: Carliss Y. Baldwin
      Return on invested capital (ROIC) is a financial measure of the profitability of a firm or business unit. If it is greater than the business's cost of capital, then reinvestment of earnings increases shareholder VALUE. The ROIC also determines a maximum self-sustaining... View Details
      Keywords: Capital Efficiency; Dupont Analysis; Financial Metrics; Schumpeterian Competition; Sustainable Growth; Competitive Advantage; Financial Strategy; Resource Allocation; Valuation; Value Creation
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      Baldwin, Carliss Y. "Return on Invested Capital (ROIC)." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2017. Electronic. (Pre-published, October 2013.)
      • 2017
      • Working Paper

      Minimizing Justified Envy in School Choice: The Design of New Orleans' OneApp

      By: Atila Abdulkadiroglu, Yeon-Koo Che, Parag A. Pathak, Alvin E. Roth and Oliver Tercieux
      In 2012, New Orleans Recovery School District (RSD) became the first U.S. district to unify charter and traditional public school admissions in a single-offer assignment mechanism known as OneApp. The RSD also became the first district to use a mechanism based on Top... View Details
      Keywords: Education; Decision Choices and Conditions; Marketplace Matching; Mathematical Methods; Design
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      Abdulkadiroglu, Atila, Yeon-Koo Che, Parag A. Pathak, Alvin E. Roth, and Oliver Tercieux. "Minimizing Justified Envy in School Choice: The Design of New Orleans' OneApp." NBER Working Paper Series, No. 23265, March 2017.
      • November 2016 (Revised December 2016)
      • Module Note

      Strategy Execution Module 7: Designing Asset Allocation Systems

      By: Robert Simons
      This module reading provides tools and analyses for acquiring and allocating resources. The module begins by reviewing the importance of setting strategic boundaries as a basis for asset acquisitions. Next, a distinction is made between new assets acquired to meet... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Asset Allocation Systems; Payback; Discounted Cash Flow; Internal Rate Of Return; Strategic Investments; Analyzing Acquisitions; Strategy; Capital Budgeting
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      Simons, Robert. "Strategy Execution Module 7: Designing Asset Allocation Systems." Harvard Business School Module Note 117-107, November 2016. (Revised December 2016.)
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