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  • All HBS Web  (1,662)
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    • News  (343)
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  • September 2002
  • Case

Align Technology, Inc.: Matching Manufacturing Capacity to Sales Demand

By: H. Kent Bowen and Jonathan P Groberg
Align Technology is a four-year-old medical products company that has invented a new product requiring new manufacturing processes. Demand for the new product has grown more slowly than initial forecasts predicted, and the cost structure is preventing the company from... View Details
Keywords: Health Care and Treatment; Collaborative Innovation and Invention; Problems and Challenges; Product; Forecasting and Prediction; Marketing Strategy; Sales; Demand and Consumers; Production; Health Industry
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Bowen, H. Kent, and Jonathan P Groberg. "Align Technology, Inc.: Matching Manufacturing Capacity to Sales Demand." Harvard Business School Case 603-058, September 2002.
  • 12 Apr 2022
  • Research & Ideas

Swiping Right: How Data Helped This Online Dating Site Make More Matches

The modern world is fueled by matchmaking. Going out on the town? Uber pairs you with a driver you can choose based on ratings, proximity, and even car model. Craving a vacation? Simply filter getaways based on locale and price through Airbnb. These View Details
Keywords: by Kara Baskin
  • August 2020
  • Article

Lone Wolves in Competitive Equilibria

By: Ravi Jagadeesan, Scott Duke Kominers and Ross Rheingans-Yoo
This paper develops a class of equilibrium-independent predictions of competitive equilibrium with indivisibilities. Specifically, we prove an analogue of the “Lone Wolf Theorem” of classical matching theory, showing that when utility is perfectly transferable, any... View Details
Keywords: Indivisibilities; Matching; Lone Wolf Theorem; Marketplace Matching; Theory
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Jagadeesan, Ravi, Scott Duke Kominers, and Ross Rheingans-Yoo. "Lone Wolves in Competitive Equilibria." Social Choice and Welfare 55, no. 2 (August 2020): 215–228.
  • Article

The Effects of the Change in the NRMP Matching Algorithm

By: A. E. Roth and Elliott Peranson
Keywords: Change; Mathematical Methods
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Roth, A. E., and Elliott Peranson. "The Effects of the Change in the NRMP Matching Algorithm." JAMA, the Journal of the American Medical Association 278, no. 9 (September 3, 1997): 729–732.
  • Article

Truncation Strategies in Matching Markets--In Search of Advice for Participants

By: A. E. Roth and U. G. Rothblum
Keywords: Strategy; Markets; Communication
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Roth, A. E., and U. G. Rothblum. "Truncation Strategies in Matching Markets--In Search of Advice for Participants." Econometrica 67, no. 1 (January 1999): 21–43.
  • October 1991
  • Article

Power Balance and the Rationality of Outcomes in Matching Markets

By: H. Sondak and M. H. Bazerman
Keywords: Markets
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Sondak, H., and M. H. Bazerman. "Power Balance and the Rationality of Outcomes in Matching Markets." Organizational Behavior and Human Decision Processes 50, no. 1 (October 1991): 1–23.
  • October 1988
  • Case

Swedish Match Lighter Division: Strategic Review of the Lighter Business

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Buzzell, Robert D. "Swedish Match Lighter Division: Strategic Review of the Lighter Business." Harvard Business School Case 589-048, October 1988.
  • Research Summary

Interviewing and Dating in Two-Sided Matching Markets: Coordination and Communication (joint with M. Schwarz)

We introduce the interview assignment problem, which generalizes the one-to-one matching model of Gale Shapley (1962) by including a stage of costly information acquisition. Agents do not know their preferences over potential partners unless they choose to conduct... View Details
  • 2023
  • Chapter

Generalized Matching: Contracts and Networks

By: John William Hatfield, Ravi Jagadeesan, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky, Alexander Teytelboym and Alexander Westkamp
Keywords: Matching; Matching With Contracts; Matching Markets; Matching Platform; Market Design; Digital Platforms; Economics; Networks
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Hatfield, John William, Ravi Jagadeesan, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky, Alexander Teytelboym, and Alexander Westkamp. "Generalized Matching: Contracts and Networks." Chap. 14 in Online and Matching-Based Market Design, edited by Federico Echenique, Nicole Immorlica, and Vijay Vazirani, 303–322. Cambridge University Press, 2023.
  • 1990
  • Chapter

Two-Sided Matching Markets: An Overview of Some Theory and Empirical Evidence

By: A. E. Roth
Keywords: Marketplace Matching; Two-Sided Platforms; Mathematical Methods
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Roth, A. E. "Two-Sided Matching Markets: An Overview of Some Theory and Empirical Evidence." In Game Theory and Applications, edited by T. Ichiishi, A. Neyman, and Y. Tauman, 232–251. San Diego: Academic Press, 1990.
  • November 2012
  • Article

The Variance of Non-Parametric Treatment Effect Estimators in the Presence of Clustering

By: Samuel G. Hanson and Adi Sunderam
Non-parametric estimators of treatment effects are often applied in settings where clustering may be important. We provide a general methodology for consistently estimating the variance of a large class of non-parametric estimators, including the simple matching... View Details
Keywords: Treatment Effects; Matching Estimators; Clustering; Applications and Software; Mathematical Methods
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Hanson, Samuel G., and Adi Sunderam. "The Variance of Non-Parametric Treatment Effect Estimators in the Presence of Clustering." Review of Economics and Statistics 94, no. 4 (November 2012). (Stata and Matlab Code Here.)
  • 2008
  • Other Paper

Historical Matching and Organizational Capabilities in the US Banking Industry

By: Christopher Marquis
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Marquis, Christopher. "Historical Matching and Organizational Capabilities in the US Banking Industry."
  • September 3, 2003
  • Article

Relationship Between Wages and Presence of a Match in Medical Fellowships

By: Muriel Niederle and A. E. Roth
Keywords: Compensation and Benefits; Education; Learning; Health Industry
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Niederle, Muriel, and A. E. Roth. "Relationship Between Wages and Presence of a Match in Medical Fellowships." JAMA, the Journal of the American Medical Association 290, no. 9 (September 3, 2003).
  • October 2008
  • Article

Minimally Altruistic Wages and Unemployment in a Matching Model with Monopsony

By: Julio J. Rotemberg
Keywords: Compensation and Benefits; Job Cuts and Outsourcing; Economics
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Rotemberg, Julio J. "Minimally Altruistic Wages and Unemployment in a Matching Model with Monopsony." Supplement. Journal of Monetary Economics 55 (October 2008): 97–110.
  • November 2019
  • Other Article

Corrigendum to "Multilateral Matching"

By: Keisuke Bando, Toshiyuki Hirai, John William Hatfield and Scott Duke Kominers
We identify an error in the claim by Hatfield and Kominers (2015) that every stable outcome in the setting of multilateral matching with contracts is efficient. We then show that the result can be recovered under a suitable differentiability condition. View Details
Keywords: Matching; Stability; Competitive Equilibrium; Networks; Joint Ventures; Balance and Stability
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Bando, Keisuke, Toshiyuki Hirai, John William Hatfield, and Scott Duke Kominers. Corrigendum to "Multilateral Matching". Art. 104933. Journal of Economic Theory 184 (November 2019).
  • September 2019
  • Article

Optimizing Reserves in School Choice: A Dynamic Programming Approach

By: Franklyn Wang, Ravi Jagadeesan and Scott Duke Kominers
We introduce a new model of school choice with reserves in which a social planner is constrained by a limited supply of reserve seats and tries to find an optimal matching according to a social welfare function. We construct the optimal distribution of reserves via a... View Details
Keywords: Matching; Reserves; Dynamic Programming; Marketplace Matching; Mathematical Methods
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Wang, Franklyn, Ravi Jagadeesan, and Scott Duke Kominers. "Optimizing Reserves in School Choice: A Dynamic Programming Approach." Operations Research Letters 47, no. 5 (September 2019): 438–446.
  • Article

What Will Be Needed for the New GI Fellowship Match to Succeed?

By: Muriel Niederle, Deborah D. Proctor and Alvin E. Roth
Keywords: Health; Education; Success
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Niederle, Muriel, Deborah D. Proctor, and Alvin E. Roth. "What Will Be Needed for the New GI Fellowship Match to Succeed?" Gastroenterology 130, no. 1 (January 2006): 218–224.
  • May 2003
  • Article

Managing the Sources of Uncertainty: Matching Process and Context in Software Development

By: Alan MacCormack and Roberto Verganti
Keywords: Management; Risk and Uncertainty; Applications and Software; Research and Development; Technology Industry
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MacCormack, Alan, and Roberto Verganti. "Managing the Sources of Uncertainty: Matching Process and Context in Software Development." Journal of Product Innovation Management 20 (May 2003): 217–232.
  • Article

Unraveling Results from Comparable Demand and Supply: An Experimental Investigation

By: Muriel Niederle, Alvin E. Roth and M. Utku Ünver
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: Two-side Matching; Unraveling; Experiments; Market Design
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Niederle, Muriel, Alvin E. Roth, and M. Utku Ünver. "Unraveling Results from Comparable Demand and Supply: An Experimental Investigation." Games 4, no. 2 (June 2013): 243–282. (Special Issue on Games and Matching Markets.)
  • 2016
  • Article

Peer-to-Peer Markets

By: Liran Einav, Chiara Farronato and Jonathan Levin
Peer-to-peer markets such as eBay, Uber, and Airbnb allow small suppliers to compete with traditional providers of goods or services. We view the primary function of these markets as making it easy for buyers to find sellers and engage in convenient, trustworthy... View Details
Keywords: Peer-to-peer; Online Platforms; Matching; Innovation; Digital Platforms; Marketplace Matching; Market Design; Internet and the Web; Technology Adoption; Network Effects; Market Entry and Exit
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Einav, Liran, Chiara Farronato, and Jonathan Levin. "Peer-to-Peer Markets." Annual Review of Economics 8 (2016): 615–635.
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