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    • News  (16)
    • Research  (215)
    • Events  (1)
  • Faculty Publications  (62)

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  • All HBS Web  (266)
    • News  (16)
    • Research  (215)
    • Events  (1)
  • Faculty Publications  (62)
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  • Research Summary

Fairness and Efficiency in Resource Allocation

In studying the relationship of fairness and efficiency, Professor Trichakis takes the novel approach of looking at varied industries for unifying factors, and he pays special attention to inequities by incorporating both quantitative work in social welfare and the... View Details

  • 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.
  • 2011
  • Working Paper

Fairness, Efficiency and Flexibility in Organ Allocation for Kidney Transplantation

By: Dimitris Bertsimas, Vivek F. Farias and Nikolaos Trichakis
We propose a scalable, data-driven method for designing national policies for the allocation of deceased donor kidneys to patients on a waiting list, in a fair and efficient way. We focus on policies that have the same form as the one currently used in the U.S. In... View Details
Keywords: Fairness; Policy; Health Disorders; Marketplace Matching; Performance Effectiveness; Rank and Position; Health Industry; United States
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Bertsimas, Dimitris, Vivek F. Farias, and Nikolaos Trichakis. "Fairness, Efficiency and Flexibility in Organ Allocation for Kidney Transplantation." Harvard Business School Working Paper, No. 12-025, October 2011.
  • January–February 2013
  • Article

Fairness, Efficiency and Flexibility in Organ Allocation for Kidney Transplantation

By: Dimitris Bertsimas, Vivek F. Farias and Nikolaos Trichakis
We propose a scalable, data-driven method for designing national policies for the allocation of deceased donor kidneys to patients on a waiting list, in a fair and efficient way. We focus on policies that have the same form as the one currently used in the United... View Details
Keywords: Health Care Policy; Healthcare; Fairness; Resource Allocation; Policy; Health Care and Treatment; Medical Specialties; Health Industry; United States
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Bertsimas, Dimitris, Vivek F. Farias, and Nikolaos Trichakis. "Fairness, Efficiency and Flexibility in Organ Allocation for Kidney Transplantation." Operations Research 61, no. 1 (January–February 2013): 73–87.
  • Article

DEA Model with Shared Resources and Efficiency Decomposition

By: Yao Chen, Juan Du, H. David Sherman and Joe Zhu
Data envelopment analysis (DEA) has proved to be an excellent approach for measuring performance of decision making units (DMUs) that use multiple inputs to generate multiple outputs. In many real world scenarios, DMUs have a two-stage network process with shared input... View Details
Keywords: Data Envelopment Analysis (DEA); Efficiency; Intermediate Measure; Performance Efficiency
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Chen, Yao, Juan Du, H. David Sherman, and Joe Zhu. "DEA Model with Shared Resources and Efficiency Decomposition." European Journal of Operational Research 207, no. 1 (November 2010): 339–349.
  • 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.)
  • 2025
  • Working Paper

Productivity Beliefs and Efficiency in Science

By: Fabio Bertolotti, Kyle R. Myers and Wei Yang Tham
We develop a method to estimate producers’ productivity beliefs in settings where output quantities and input prices are unobservable, and we use it to evaluate allocative efficiency in the market for science. Our model of researchers’ labor supply shows that their... View Details
Keywords: Performance Productivity; Perception; Research
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Bertolotti, Fabio, Kyle R. Myers, and Wei Yang Tham. "Productivity Beliefs and Efficiency in Science." Harvard Business School Working Paper, No. 25-063, June 2025.
  • 2007
  • Working Paper

Bandwidth Allocation in Peer-to-Peer Filesharing Networks

By: Albert Creus-Mir, Ramon Casadesus-Masanell and Andres Hervas-Drane
We present a model of bandwidth allocation in a stylized peer-to-peer file sharing network with s peers (sharers) who share files and download from each other and f peers (freeriders) who download from sharers but do not contribute files. Assuming that upload bandwidth... View Details
Keywords: Information Infrastructure; Resource Allocation
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Creus-Mir, Albert, Ramon Casadesus-Masanell, and Andres Hervas-Drane. "Bandwidth Allocation in Peer-to-Peer Filesharing Networks." Harvard Business School Working Paper, No. 07-068, April 2007.
  • 06 Nov 2013
  • What Do You Think?

Is Top-Down Resource Allocation on the Rise?

Summing Up Is Business Agility a Product of Top-Down or Bottom-Up Resource Allocation? Respondents to this month's column provided possible explanations for greater reliance on top-down resource allocation processes (RAPs) while reminding... View Details
Keywords: by James Heskett
  • Article

Non-verifiability, Costly Renegotiation, and Efficiency

By: Jerry R. Green and J. J. Laffont
We study the implications of the non verifiability of information for the allocation of resources and the bearing of risk in a two party relationship. We consider a two step approach. In step one the two parties define a non contingent contract which will be executed... View Details
Keywords: Negotiation
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Green, Jerry R., and J. J. Laffont. "Non-verifiability, Costly Renegotiation, and Efficiency." Annales d'économie et de statistique, no. 36 (October–December 1994): 81–95.
  • January 2014
  • Article

Pareto Efficiency in Robust Optimization

By: Dan Iancu and Nikolaos Trichakis
This paper formalizes and adapts the well-known concept of Pareto efficiency in the context of the popular robust optimization (RO) methodology for linear optimization problems. We argue that the classical RO paradigm need not produce solutions that possess the... View Details
Keywords: Robust Optimization; Pareto Optimality; Resource Allocation; Game Theory
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Iancu, Dan, and Nikolaos Trichakis. "Pareto Efficiency in Robust Optimization." Management Science 60, no. 1 (January 2014): 130–147.
  • 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.)
  • August 2015
  • Article

Pricing and Efficiency in the Market for IP Addresses

By: Benjamin Edelman and Michael Schwarz
We consider market rules for transferring IP addresses, numeric identifiers required by all computers connected to the Internet. Transfers usefully move resources from lowest- to highest-valuation networks, but transfers tend to cause socially costly growth in the... View Details
Keywords: Externalities; Intermediaries; Market Design; Internet; Web Services Industry; Telecommunications Industry
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Edelman, Benjamin, and Michael Schwarz. "Pricing and Efficiency in the Market for IP Addresses." American Economic Journal: Microeconomics 7, no. 3 (August 2015): 1–23. (lead article.)
  • 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.
  • 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.
  • 22 May 2007
  • Working Paper Summaries

Strategy-Proofness versus Efficiency in Matching with Indifferences: Redesigning the NYC High School Match

Keywords: by Atila Abdulkadiroglu, Parag A. Pathak & Alvin E. Roth
  • Article

Efficiencies and Regulatory Shortcuts: How Should We Regulate Companies like Airbnb and Uber?

By: Benjamin Edelman and Damien Geradin
New software platforms use modern information technology, including full-featured web sites and mobile apps, to allow service providers and consumers to transact with relative ease and increased trust. These platforms provide notable benefits including reducing... View Details
Keywords: Platforms; Regulation; Sharing Economy; Uber; Airbnb; Universal Service; Insurance; Market Platforms; Service Delivery; Software; Service Industry
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Edelman, Benjamin, and Damien Geradin. "Efficiencies and Regulatory Shortcuts: How Should We Regulate Companies like Airbnb and Uber?" Stanford Technology Law Review 19, no. 2 (2016): 293–328.
  • June 2005
  • Article

Compensatory Transfers in Two-Player Decision Problems

By: Jerry R. Green
This paper presents an axiomatic characterization of a family of solutions to two-player quasi-linear social choice problems. In these problems the players select a single action from a set available to them. They may also transfer money between... View Details
Keywords: Bargaining; Cost Allocation; Decision Making
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Green, Jerry R. "Compensatory Transfers in Two-Player Decision Problems." International Journal of Game Theory 33, no. 2 (June 2005): 159–180.
  • summer 1995
  • Article

Hedging Portfolios with Real Assets

By: K. A. Froot
Keywords: Institutional Investing; Market Efficiency; Behavioral Finance; Equities; Stock Market; Indexing; Hedging; Asset Allocation; Commodities; Commodity Investing; Real Estate; Financial Markets; Asset Pricing
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Froot, K. A. "Hedging Portfolios with Real Assets." Journal of Portfolio Management (summer 1995): 60–77. (Revised from Harvard Business School Working Paper No. 95-045, September 1993.)
  • Teaching Interest

Overview

21st Century Energy — Dr Crawford teaches this EC course, which exposes students to business models and management diilemmas, all along the energy value chain — from oil sands and pipelines, to coal and natural gas, hydro and nuclear, wind and solar, to biofuels. The... View Details
Keywords: Energy; Energy Efficiency; Energy Storage; Governance; Energy Generation; Renewable Energy; Energy Sources; Resource Allocation; Environmental Sustainability; Corporate Accountability; Corporate Governance; Ethics; Competitive Strategy; Energy Industry; Chemical Industry; Mining Industry; Agriculture and Agribusiness Industry; Technology Industry; Europe; Asia; United States
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