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      • Faculty Publications  (175)

      Matching MarketsRemove Matching Markets →

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      • August 2019
      • Case

      Twiggle: E-commerce with Semantic Search

      By: Shane Greenstein and Danielle Golan
      Four years after being founded, in 2014, by former Google executives Amir Konigsberg (CEO) and Adi Avidor (CTO), Twiggle had developed a search enhancement that plugged into an online merchant’s existing framework. The company utilized advanced structuring and... View Details
      Keywords: Search Technology; Customer Acquisition; Internet and the Web; Technological Innovation; Commercialization; Growth and Development Strategy; E-commerce; Technology Industry; Israel
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      Greenstein, Shane, and Danielle Golan. "Twiggle: E-commerce with Semantic Search." Harvard Business School Case 620-025, August 2019.
      • August 2019
      • Article

      When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

      By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
      Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
      Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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      Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
      • 2020
      • Working Paper

      To Infinity and Beyond: Scaling Economic Theories via Logical Compactness

      By: Yannai A. Gonczarowski, Scott Duke Kominers and Ran I. Shorrer
      Many economic-theoretic models incorporate finiteness assumptions that, while introduced for simplicity, play a real role in the analysis. Such assumptions introduce a conceptual problem, as results that rely on finiteness are often implicitly nonrobust; for example,... View Details
      Keywords: Markets; Analysis; Game Theory
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      Gonczarowski, Yannai A., Scott Duke Kominers, and Ran I. Shorrer. "To Infinity and Beyond: Scaling Economic Theories via Logical Compactness." Harvard Business School Working Paper, No. 19-127, June 2019. (Revised November 2020.)
      • January 2019 (Revised December 2019)
      • Case

      CrossBoundary Energy

      By: John Macomber
      Almost 500 million people are without electricity in sub-Saharan Africa. Governments and public utilities are challenged to bring generation and distribution to most of them. Considerable promise exists in “off-grid” or “mini-grid” technologies, notably using renewable... View Details
      Keywords: Energy Investing; Economic Development; Renewable Energy; Business Growth and Maturation; Developing Countries and Economies; Project Finance; Emerging Markets; Industry Structures; Infrastructure; Segmentation; Private Equity; Decision Choices and Conditions; Energy Industry; Utilities Industry; Africa; Tanzania; Ghana
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      Macomber, John. "CrossBoundary Energy." Harvard Business School Case 219-089, January 2019. (Revised December 2019.)
      • 2019
      • Working Paper

      The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment

      By: Donald Ngwe, Kris J. Ferreira and Thales Teixeira
      Many online stores are designed such that shoppers can easily access any available discounted products. We propose that deliberately increasing search frictions by placing small obstacles to locating discounted items can improve online retailers’ margins and even... View Details
      Keywords: E-commerce; Online Retailing; Friction; Effor; Search Costs; Price Discrimination; Consumer Behavior; Price; Search Technology
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      Ngwe, Donald, Kris J. Ferreira, and Thales Teixeira. "The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment." Harvard Business School Working Paper, No. 19-080, January 2019.
      • December 2018
      • Article

      Reserve Design: Unintended Consequences and the Demise of Boston's Walk Zones

      By: Umut Dur, Scott Duke Kominers, Parag A. Pathak and Tayfun Sönmez
      Admissions policies often use reserves to grant certain applicants higher priority for some (but not all) available seats. Boston’s school choice system, for example, reserved half of each school’s seats for local neighborhood applicants while leaving the other half... View Details
      Keywords: Neighborhoods; Equal Access; School Choice; Affirmative Action; Desegregation; Marketplace Matching; Fairness; Local Range; Education; Policy
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      Dur, Umut, Scott Duke Kominers, Parag A. Pathak, and Tayfun Sönmez. "Reserve Design: Unintended Consequences and the Demise of Boston's Walk Zones." Journal of Political Economy 126, no. 6 (December 2018): 2457–2479.
      • November 2018
      • Case

      The Bundesliga in the U.S.

      By: Stephen A. Greyser, Sascha L. Schmidt and Florian Holzmayer
      The Bundesliga, Germany’s premier football (soccer) league, is assessing its global broadcast and marketing strategy, with special focus on the very lucrative but highly competitive U.S. market. Its CEO Christian Seifert believed that a strong international position... View Details
      Keywords: Media; Sports; Global Strategy; Marketing Strategy; Competitive Strategy; Media and Broadcasting Industry; Sports Industry; United States
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      Greyser, Stephen A., Sascha L. Schmidt, and Florian Holzmayer. "The Bundesliga in the U.S." Harvard Business School Case 919-406, November 2018.
      • August 2018 (Revised September 2018)
      • Supplement

      Predicting Purchasing Behavior at PriceMart (B)

      By: Srikant M. Datar and Caitlin N. Bowler
      Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (B)." Harvard Business School Supplement 119-026, August 2018. (Revised September 2018.)
      • August 2018 (Revised February 2022)
      • Case

      Lexoo: Building a Long-Lasting Platform

      By: Chiara Farronato and Elena Corsi
      Daniel van Binsbergen, Lexoo’s CEO, and web developer Chris O’Sullivan, CTO, had set up Lexoo, a UK legal marketplace, to help small and medium enterprises (SME) find legal advice at low prices. Lexoo had recently invested in a new vertical focused on larger companies.... View Details
      Keywords: Marketplaces; Legal Services; Growth Strategy; Technology Ventures; Service Operations; Digital Platforms; Marketplace Matching; Growth and Development Strategy; Legal Services Industry; United Kingdom
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      Farronato, Chiara, and Elena Corsi. "Lexoo: Building a Long-Lasting Platform." Harvard Business School Case 619-019, August 2018. (Revised February 2022.)
      • 2018
      • Working Paper

      Bundling Incentives in (Many-to-Many) Matching with Contracts

      By: Jonathan Ma and Scott Duke Kominers
      In many-to-many matching with contracts, the way in which contracts are specified can affect the set of stable equilibrium outcomes. Consequently, agents may be incentivized to modify the set of contracts upfront. We consider one simple way in which agents may do so:... View Details
      Keywords: Matching With Contracts; Contract Design; Bundling-proofness; Substitutability; Mathematical Methods
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      Ma, Jonathan, and Scott Duke Kominers. "Bundling Incentives in (Many-to-Many) Matching with Contracts." Harvard Business School Working Paper, No. 19-011, August 2018.
      • March 2018 (Revised August 2018)
      • Case

      Matching Markets for Googlers

      By: Bo Cowgill and Rembrand Koning
      This case describes how Google designed and launched an internal matching market to assign individual workers with projects and managers. The case evaluates how marketplace design considerations—and several alternative staffing models—could affect the company’s goals... View Details
      Keywords: People Analytics; Google; Labor Market; Staffing; Market Design; Marketplace Matching; Selection and Staffing; Goals and Objectives; Technology Industry; United States
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      Cowgill, Bo, and Rembrand Koning. "Matching Markets for Googlers." Harvard Business School Case 718-487, March 2018. (Revised August 2018.) (More about Bo Cowgill.)
      • Article

      Strategy-Proofness of Worker-Optimal Matching with Continuously Transferable Utility

      By: Ravi Jagadeesan, Scott Duke Kominers and Ross Rheingans-Yoo
      We give a direct proof of one-sided strategy-proofness for worker-firm matching under continuously transferable utility. A new “Lone Wolf” theorem (Jagadeesan et al., 2017) for settings with transferable utility allows us to adapt the method of proving one-sided... View Details
      Keywords: Matching; Strategy-proofness; Lone Wolf Theorem; Rural Hospitals Theorem; Mechanism Design; Marketplace Matching
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      Jagadeesan, Ravi, Scott Duke Kominers, and Ross Rheingans-Yoo. "Strategy-Proofness of Worker-Optimal Matching with Continuously Transferable Utility." Games and Economic Behavior 108 (March 2018): 287–294.
      • January 2018 (Revised February 2018)
      • Technical Note

      Making Markets

      By: Thomas R. Eisenmann and Scott Duke Kominers
      Explains how to identify and capitalize on marketplace design opportunities. Defines markets and marketplaces and describes the basic functions of each. Discusses attributes (e.g., heterogeneity of participants' preferences and asymmetry in available information) that... View Details
      Keywords: Marketplaces; Two-Sided Markets; Entrepreneurship; Market Design; Digital Platforms; Marketplace Matching; Market Participation; Market Transactions; Market Entry and Exit; Digital Platforms; Auctions
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      Eisenmann, Thomas R., and Scott Duke Kominers. "Making Markets." Harvard Business School Technical Note 818-096, January 2018. (Revised February 2018.)
      • 2019
      • Working Paper

      Do Banks Have an Edge?

      By: Juliane Begenau and Erik Stafford
      Overall, no! We show that the level and time series variation in cash flows for most bank activities are well matched by capital market portfolios with similar interest rate and credit risk to what banks report to hold. Ignoring operating expenses, bank loans earn high... View Details
      Keywords: Banks; Market Efficiency; Bank Capital; Bank Debt; CAPM; Banking; Bank Deposits; Bank Funding Advantage; Leverage; Maturity Transformation; Replicating Portfolio; Efficiency; Banks and Banking; Capital Markets; Performance Evaluation; Performance Efficiency; Banking Industry; United States
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      Begenau, Juliane, and Erik Stafford. "Do Banks Have an Edge?" Harvard Business School Working Paper, No. 18-060, January 2018. (Revised October 2019.)
      • 2017
      • Working Paper

      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." Harvard Business School Working Paper, No. 18-055, January 2018.
      • January 2018
      • Article

      Who Gets Hired? The Importance of Competition Among Applicants

      By: Edward P. Lazear, Kathryn L. Shaw and Christopher Stanton
      Despite seeming to be an important requirement for hiring, the concept of a slot is absent from virtually all of economics. Macroeconomic studies of vacancies and search come closest, but the implications of slot-based hiring for individual worker outcomes has not been... View Details
      Keywords: Hiring; Selection and Staffing; Employment; Competency and Skills
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      Lazear, Edward P., Kathryn L. Shaw, and Christopher Stanton. "Who Gets Hired? The Importance of Competition Among Applicants." Journal of Labor Economics 36, no. S1 (January 2018): S133–S181.
      • November 2017
      • Case

      Poppy: A Modern Village for Childcare

      By: Thomas Eisenmann and Jeff Huizinga
      In 2017, management at Poppy, which matched families that required occasional childcare with thoroughly vetted caregivers, was formulating plans for the Seattle-based seed-stage startup’s next phase of expansion. One option was to grow using the same business model... View Details
      Keywords: Entrepreneurship; Market Design; Multi-Sided Platforms; Marketplace Matching; Expansion; United States
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      Eisenmann, Thomas, and Jeff Huizinga. "Poppy: A Modern Village for Childcare." Harvard Business School Case 818-075, November 2017.
      • 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.
      • October 2017
      • Case

      Shift Technologies, Inc.

      By: Thomas Eisenmann and Nicole Tempest Keller
      In 2017, management at Shift, an online marketplace that uses a “high touch,” concierge approach to buy and sell used cars, was formulating plans for the San Francisco–based startup’s next phase of expansion. One option was to preserve Shift’s current business model... View Details
      Keywords: Entrepreneurship; Market Design; Multi-Sided Platforms; Marketplace Matching; Growth and Development Strategy; Decision Choices and Conditions; Auto Industry; Retail Industry; United States
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      Eisenmann, Thomas, and Nicole Tempest Keller. "Shift Technologies, Inc." Harvard Business School Case 818-002, October 2017.
      • Article

      A Field Experiment on Search Costs and the Formation of Scientific Collaborations

      By: Kevin Boudreau, Tom Brady, Ina Ganguli, Patrick Gaule, Eva C. Guinan, Anthony Hollenberg and Karim R. Lakhani
      We present the results of a field experiment conducted at Harvard Medical School to understand the extent to which search costs affect matching among scientific collaborators. We generated exogenous variation in search costs for pairs of potential collaborators by... View Details
      Keywords: Search Costs; Cost; Marketplace Matching; Groups and Teams; Science; Collaborative Innovation and Invention
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      Boudreau, Kevin, Tom Brady, Ina Ganguli, Patrick Gaule, Eva C. Guinan, Anthony Hollenberg, and Karim R. Lakhani. "A Field Experiment on Search Costs and the Formation of Scientific Collaborations." Review of Economics and Statistics 99, no. 4 (October 2017): 565–576.
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