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    • Faculty Publications  (75)

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    • All HBS Web  (189)
      • Faculty Publications  (75)

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      • Article

      Landing the First Job: The Value of Intermediaries in Online Hiring

      By: Christopher Stanton and Catherine Thomas
      Online markets for remote labor services allow workers and firms to contract with each other directly. Despite this, intermediaries—called outsourcing agencies—have emerged in these markets. This paper shows that agencies signal to employers that inexperienced workers... View Details
      Keywords: Marketplace Matching; Agency Theory
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      Stanton, Christopher, and Catherine Thomas. "Landing the First Job: The Value of Intermediaries in Online Hiring." Review of Economic Studies 83, no. 2 (April 2016): 810–854.
      • March 2016
      • Case

      Residency Select or J3Personica?

      By: William Kerr and Kathryn S. Roloff
      Residency Select, LLC provides psychometric assessments for matching medical students to residency programs. After a series of successful pilots, founder Alan Friedman is considering whether to continue developing his offerings in this area, or whether to expand into... View Details
      Keywords: Marketplace Matching; Expansion; Higher Education; Entrepreneurship; Health Care and Treatment; Growth and Development Strategy; Service Industry
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      Kerr, William, and Kathryn S. Roloff. "Residency Select or J3Personica?" Harvard Business School Case 816-088, March 2016.
      • January 2016 (Revised July 2017)
      • Case

      HourlyNerd

      By: Jill Avery and Joseph Fuller
      HourlyNerd, a two-sided marketplace platform for matching freelance consultants with small companies looking for help, struggles to define a growth plan for the future. The company, started as a class project in HBS' FIELD 3 course, is assessing three growth paths:... View Details
      Keywords: Startup; Lean Startup; Two Sided Markets; Entrepreneurship; Strategy; Business Startups; Venture Capital; Consulting Industry; United States
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      Avery, Jill, and Joseph Fuller. "HourlyNerd." Harvard Business School Case 316-134, January 2016. (Revised July 2017.)
      • 2015
      • Working Paper

      Stability, Strategy-Proofness, and Cumulative Offer Mechanisms

      By: John William Hatfield, Scott Duke Kominers and Alexander Westkamp
      We consider the setting of many-to-one matching with contracts, where firms may demand multiple contracts but each worker desires at most one contract. We introduce three novel conditions—observable substitutability, observable size monotonicity,... View Details
      Keywords: Matching With Contracts; Stability; Strategy-proofness; Substitutability; Size Monotonicity; Cumulative Offer Mechanism; Contracts; Market Design; Marketplace Matching; Balance and Stability
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      Hatfield, John William, Scott Duke Kominers, and Alexander Westkamp. "Stability, Strategy-Proofness, and Cumulative Offer Mechanisms." Working Paper, July 2015.
      • 2014
      • Working Paper

      Hidden Substitutes

      By: John William Hatfield and Scott Duke Kominers
      In this paper, we show that preferences exhibiting some forms of complementarity in fact have an underlying substitutable structure. Specifically, we show that some preferences that are not substitutable in the setting of many-to-one matching with contracts become... View Details
      Keywords: Many-to-One Matching; Many-to-Many Matching; Stability; Substitutes; Matching With Contracts; Slot-Specific Priorities; Sherlock; Market Design; Contracts; Marketplace Matching; Balance and Stability
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      Hatfield, John William, and Scott Duke Kominers. "Hidden Substitutes." Working Paper, September 2014.
      • Article

      Analyzing Scrip Systems

      By: Kris Johnson, David Simchi-Levi and Peng Sun
      Scrip systems provide a nonmonetary trade economy for exchange of resources. We model a scrip system as a stochastic game and study system design issues on selection rules to match potential trade partners over time. We show the optimality of one particular rule in... View Details
      Keywords: "Repeated Games"; Stochastic Trust Game; Dynamic Program; P2P Lending; Scrip Systems; Artificial Currency; Non-monetary Trade Economies; Marketplace Matching; Currency; Operations; Game Theory
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      Johnson, Kris, David Simchi-Levi, and Peng Sun. "Analyzing Scrip Systems." Operations Research 62, no. 3 (May–June 2014): 524–534.
      • May 2014
      • Article

      Investment Incentives in Labor Market Matching

      By: John William Hatfield, Fuhito Kojima and Scott Duke Kominers
      We provide an illustration of how the design of labor market clearing mechanisms can affect incentives for human capital acquisition. Specifically, we extend the labor market matching model (with discrete transfers) of Kelso and Crawford (1982) to incorporate the... View Details
      Keywords: Human Capital; Marketplace Matching
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      Hatfield, John William, Fuhito Kojima, and Scott Duke Kominers. "Investment Incentives in Labor Market Matching." American Economic Review: Papers and Proceedings 104, no. 5 (May 2014): 436–441.
      • 2013
      • Article

      Matching with Couples: Stability and Incentives in Large Markets

      By: Fuhito Kojima, Parag A. Pathak and Alvin E. Roth
      Accommodating couples has been a long-standing issue in the design of centralized labor market clearinghouses for doctors and psychologists, because couples view pairs of jobs as complements. A stable matching may not exist when couples are present. This article's main... View Details
      Keywords: Market Design; Marketplace Matching; Balance and Stability; Jobs and Positions; Family and Family Relationships; Health Care and Treatment; Employment Industry; Health Industry
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      Kojima, Fuhito, Parag A. Pathak, and Alvin E. Roth. "Matching with Couples: Stability and Incentives in Large Markets." Quarterly Journal of Economics 128, no. 4 (November 2013): 1585–1632.
      • Winter 2013
      • Article

      The New Patent Intermediaries: Platforms, Defensive Aggregators and Super-Aggregators

      By: Andrei Hagiu and David B. Yoffie
      The patent market consists mainly of privately negotiated, bilateral transactions, either sales or cross-licenses, between large companies. There is no eBay, Amazon, New York Stock Exchange, or Kelley's Blue Book equivalent for patents, and when buyers and sellers do... View Details
      Keywords: Intellectual Property; Platforms; Intermediaries; Aggregator; Patents; Digital Platforms; Marketplace Matching; Distribution Channels
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      Hagiu, Andrei, and David B. Yoffie. "The New Patent Intermediaries: Platforms, Defensive Aggregators and Super-Aggregators." Journal of Economic Perspectives 27, no. 1 (Winter 2013): 45–66.
      • Article

      On the Correspondence of Contracts to Salaries in (Many-to-Many) Matching

      By: Scott Duke Kominers
      In this note, I extend the work of Echenique (2012) to show that a model of many-to-many matching with contracts may be embedded into a model of many-to-many matching with wage bargaining whenever (1) all agentsʼ preferences are substitutable and (2) the matching with... View Details
      Keywords: Many-to-Many Matching; Stability; Substitutes; Contract Design; Unitarity; Market Design; Contracts; Marketplace Matching; Balance and Stability; Economics
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      Kominers, Scott Duke. "On the Correspondence of Contracts to Salaries in (Many-to-Many) Matching." Games and Economic Behavior 75, no. 2 (July 2012): 984–989.
      • Article

      Testing Substitutability

      By: John William Hatfield, Nicole Immorlica and Scott Duke Kominers
      We provide an algorithm for testing the substitutability of a length-N preference relation over a set of contracts X in time O(|X|3⋅N3). Access to the preference relation is essential for this result: We show that a substitutability-testing algorithm with access only... View Details
      Keywords: Substitutability; Matching; Communication Complexity; Preference Elicitation; Marketplace Matching; Communication; Mathematical Methods; Economics
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      Hatfield, John William, Nicole Immorlica, and Scott Duke Kominers. "Testing Substitutability." Games and Economic Behavior 75, no. 2 (July 2012): 639–645.
      • Article

      Matching in Networks with Bilateral Contracts

      By: John William Hatfield and Scott Duke Kominers
      We introduce a model in which firms trade goods via bilateral contracts which specify a buyer, a seller, and the terms of the exchange. This setting subsumes (many-to-many) matching with contracts, as well as supply chain matching. When firms' relationships do not... View Details
      Keywords: Contracts; Market Design; Marketplace Matching; Supply Chain
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      Hatfield, John William, and Scott Duke Kominers. "Matching in Networks with Bilateral Contracts." American Economic Journal: Microeconomics 4, no. 1 (February 2012): 176–208.
      • February 2011
      • Case

      oDesk: Changing How the World Works

      By: Boris Groysberg, David A. Thomas and Jennifer M. Tydlaska
      It is 2010, and Gary Swart, CEO of oDesk, is contemplating the next steps for his organization. Founded in 2004 in California, oDesk operates an online marketplace which matches Employers with Contractors. oDesk provides fact-based information on Contractors, including... View Details
      Keywords: Recruitment; Leadership; Growth and Development Strategy; Digital Platforms; Marketplace Matching; Corporate Strategy; Internet and the Web; Consulting Industry
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      Groysberg, Boris, David A. Thomas, and Jennifer M. Tydlaska. "oDesk: Changing How the World Works." Harvard Business School Case 411-078, February 2011.
      • 2011
      • Working Paper

      Individual Rationality and Participation in Large Scale, Multi-Hospital Kidney Exchange

      By: Itai Ashlagi and Alvin E. Roth
      As multi-hospital kidney exchange clearinghouses have grown, the set of players has grown from patients and surgeons to include hospitals. Hospitals have the option of enrolling only their hard-to-match patient-donor pairs, while conducting easily arranged exchanges... View Details
      Keywords: Health Care and Treatment; Resource Allocation; Market Participation; Marketplace Matching; Organizations; Networks; Motivation and Incentives; Health Industry
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      Ashlagi, Itai, and Alvin E. Roth. "Individual Rationality and Participation in Large Scale, Multi-Hospital Kidney Exchange." NBER Working Paper Series, No. 16720, January 2011.
      • 2010
      • Working Paper

      Marketplace Institutions Related to the Timing of Transactions

      By: Alvin E. Roth
      This paper describes the unraveling of transaction dates in several markets, including the labor markets for new lawyers hired by large law firms and for gastroenterology fellows, and the market for post-season college football bowls. Together these will illustrate... View Details
      Keywords: Talent and Talent Management; Market Timing; Market Transactions; Marketplace Matching; Competitive Strategy
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      Roth, Alvin E. "Marketplace Institutions Related to the Timing of Transactions." NBER Working Paper Series, No. 16556, November 2010.
      • 2010
      • Working Paper

      Unraveling Results from Comparable Demand and Supply: An Experimental Investigation

      By: Muriel Niederle, Alvin E. Roth and M. Utku Unver
      Markets sometimes unravel, with offers becoming inefficiently early. Often this is attributed to competition arising from an imbalance of demand and supply, typically excess demand for workers. However this presents a puzzle, since unraveling can only occur when firms... View Details
      Keywords: Labor; Marketplace Matching; Quality; Competition; Balance and Stability
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      Niederle, Muriel, Alvin E. Roth, and M. Utku Unver. "Unraveling Results from Comparable Demand and Supply: An Experimental Investigation." Harvard Business School Working Paper, No. 10-095, May 2010.
      • 2010
      • Chapter

      Deferred Acceptance Algorithms: History, Theory, Practice

      By: Alvin E. Roth
      The deferred acceptance algorithm proposed by Gale and Shapley (1962) has had a profound influence on market design, both directly, by being adapted into practical matching mechanisms, and indirectly, by raising new theoretical questions. Deferred acceptance algorithms... View Details
      Keywords: Labor; Market Design; Marketplace Matching; Failure; Mathematical Methods
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      Roth, Alvin E. "Deferred Acceptance Algorithms: History, Theory, Practice." In Better Living through Economics, edited by John J. Siegfried, 206–222. Harvard University Press, 2010.
      • December 2009
      • Article

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

      By: Atila Abdulkadiroglu, Parag A. Pathak and Alvin E. Roth
      The design of the New York City (NYC) High School match involved tradeoffs among efficiency, stability, and strategy-proofness that raise new theoretical questions. We analyze a model with indifferences—ties—in school preferences. Simulations with field data and the... View Details
      Keywords: Decision Choices and Conditions; Secondary Education; Marketplace Matching; Performance Efficiency; Mathematical Methods; Motivation and Incentives; Strategy; Balance and Stability
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      Abdulkadiroglu, Atila, Parag A. Pathak, and Alvin E. Roth. "Strategy-proofness versus Efficiency in Matching with Indifferences: Redesigning the NYC High School Match." American Economic Review 99, no. 5 (December 2009). (AER links to access the Appendix and Downloadable Data Set.)
      • 2009
      • Chapter

      The Effects of a Central Clearinghouse on Job Placement, Wages, and Hiring Practices

      By: Muriel Niederle and Alvin E. Roth
      New gastroenterologists participated in a labor market clearinghouse (a "match") from 1986 through the late 1990s, after which the match was abandoned. This provides an opportunity to study the effects of a match by observing the differences in the outcomes and... View Details
      Keywords: Labor; Market Timing; Marketplace Matching; Failure
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      Niederle, Muriel, and Alvin E. Roth. "The Effects of a Central Clearinghouse on Job Placement, Wages, and Hiring Practices." In Studies of Labor Market Intermediation, edited by David H. Autor, 273–306. University of Chicago Press, 2009.
      • 2009
      • Working Paper

      'I read Playboy for the Articles': Justifying and Rationalizing Questionable Preferences

      By: Zoe Chance and Michael I. Norton
      Keywords: Job Search; Market Participation; Market Transactions; Marketplace Matching; Relationships; Social and Collaborative Networks
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      Chance, Zoe, and Michael I. Norton. "'I read Playboy for the Articles': Justifying and Rationalizing Questionable Preferences." Harvard Business School Working Paper, No. 10-018, September 2009.
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