Publications

November 2023
Article

Algorithmic Mechanism Design with Investment

By: Mohammad Akbarpour, Scott Duke Kominers, Kevin Michael Li, Shengwu Li and Paul Milgrom

We study the investment incentives created by truthful mechanisms that allocate resources using approximation algorithms. Some approximation algorithms guarantee nearly 100% of the optimal welfare, but have only a zero guarantee when one bidder can invest before... View Details

Keywords: Mechanism Design; Market Design; Auctions

2023
Other Article

The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications

By: Mirac Suzgun, Luke Melas-Kyriazi, Suproteem K. Sarkar, Scott Duke Kominers and Stuart Shieber

Innovation is a major driver of economic and social development, and information about many kinds of innovation is embedded in semi-structured data from patents and patent applications. Though the impact and novelty of innovations expressed in patent data are difficult... View Details

Keywords: USPTO; Natural Language Processing; Classification; Summarization; Patent Novelty; Patent Trolls; Patent Enforceability; Patents; Innovation and Invention; Intellectual Property; AI and Machine Learning; Analytics and Data Science

October 2023
Article

Matching Mechanisms for Refugee Resettlement

By: David Delacrétaz, Scott Duke Kominers and Alexander Teytelboym

Current refugee resettlement processes account for neither the preferences of refugees nor the priorities of hosting communities. We introduce a new framework for matching with multidimensional knapsack constraints that captures the (possibly multidimensional) sizes of... View Details

Keywords: Refugee Resettlement; Matching; Matching Markets; Matching Platform; Matching With Contracts; Algorithms; Refugees; Market Design

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August 2023
Teaching Note

Kunshan, Incorporated: The Making of China’s Richest Town

By: William C. Kirby and Noah B. Truwit

Teaching Note for HBS Case No. 313-103. The case is designed to give the students an understanding of the local Chinese entrepreneurial state and how foreign and Chinese firms have worked with it to create China’s richest small city. The major themes are—local state... View Details

Keywords: Higher Education; Entrepreneurship; Economic Growth; Economic Systems; Business and Government Relations; Development Economics; China

July 13, 2023
Article

Threads Foreshadows a Big—and Surprising—Shift in Social Media

By: Scott Duke Kominers and Liang Wu

Threads, Meta’s Twitter competitor, has become the fastest downloaded app in history. One of the reasons for this is because it allows users to port over their profiles and follows from the already popular social media platform Instagram, also owned by Meta—a feature... View Details

Keywords: Decentralization; Twitter; Facebook; Instagram; Crypto Economy; Blockchain; Network; Industrial Organization; Competition; Open Innovation; Open Platforms; Open Source Innovation; Social Networks; Social Media; Applications and Software; Information Technology Industry

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June 2023 (Revised April 2025)
Case

Optimalen Capital

By: Malcolm Baker, Elisabeth Kempf and Jonathan Wallen

A new client portfolio manager at a quantitative investment management firm must explain why her firm, Optimalen Capital, has rebalanced a client portfolio with a set of trades that seem unintuitive. In particular, Optimalen has added to its position of Walmart (ticker... View Details

Keywords: Investments; CAPM; Capital Asset Pricing Model; Investment Portfolio; Asset Pricing

Educators

May 2023
Case

Twitter Blues: Does Paid Verification Check Out?

By: Scott Duke Kominers, Das Narayandas and Kerry Herman

Elon Musk proposes to offer verification status on Twitter to paying subscribers. Chaos ensues. View Details

Keywords: Marketing; Social Media; Technology Industry

Educators

April 2023
Teaching Note

Bored Ape Yacht Club: Navigating the NFT World (A)

By: Das Narayandas, Scott Duke Kominers and Kerry Herman

Teaching Note for HBS Case No. 822-065. View Details

April 6, 2023
Article

A New NFT Launch Strategy: The Wave Mint

By: Scott Duke Kominers and 1337 Skulls Sers

In an NFT project, the mint—the process by which tokens are initially allocated—largely determines who your community is and how they and the broader market view the project going forward. In this piece, we review a new minting strategy recently introduced by 1337... View Details

Keywords: NFTs; Mechanism Design; Sales Management; Sales Model; Crypto Economy; Non-fungible Tokens; Networks; Product Launch; Auctions; Market Design

April 5, 2023
Article

We Need an Operation Warp Speed for Long COVID

By: Esther K. Choo and Scott Duke Kominers

With millions of people affected and at least $1 trillion of economic value at stake, long COVID is our next national health emergency. View Details

Keywords: COVID; COVID-19; COVID-19 Pandemic; Scientific Research; Policy; Health Policy; Innovation; Science; Public Finance; Public Health; Health Disorders; Health Care and Treatment; Human Capital

March 2023
Article

Not from Concentrate: Collusion in Collaborative Industries

By: Jordan M. Barry, John William Hatfield, Scott Duke Kominers and Richard Lowery

The chief principle of antitrust law and theory is that reducing market concentration—having more, smaller firms instead of fewer, bigger ones—reduces anticompetitive behavior. We demonstrate that this principle is fundamentally incomplete.

In many... View Details

SSRN

January 12, 2023
Article

Progressive Decentralization: A High-level Framework

By: Jad Esber and Scott Duke Kominers

We explain a high-level framework for designing for future decentralization up front, and offer some guidance about when and how to do so. The guidelines apply to both web3 projects and more traditional organizations. View Details

Keywords: Crypto Economy; Cryptocurrency; Decentralization; Decentralized Autonomous Organizations; Entrepreneurial Journey; Entrepreneurial Management; Organization Behavior; Organization And Management Theory; Organization Form; Organizational Structure

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

Find at Harvard

December 7, 2022
Article

Why Decentralized Crypto Platforms Are Weathering the Crash

By: Shai Bernstein and Scott Duke Kominers

In the past year, crypto markets dropped from $2.9 trillion in value to around $800 billion. In the wake of the collapse, crypto lenders and exchanges have been accused of fraud and other wrongdoing. What went wrong? One factor is competition. In theory, competition... View Details

Keywords: Crypto Economy; Cryptocurrency; Financial Complexity; Financial Crisis; Decentralization; Decentralized Markets; Decentralized Autonomous Organizations; Finance; Market Design; Financial Services Industry

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Winter 2022
Article

Distributing a Billion Vaccines: COVAX Successes, Challenges, and Opportunities

By: Eric Budish, Hannah Kettler, Scott Duke Kominers, Erik Osland, Canice Prendergast and Andrew A. Torkelson

By January 2022, the COVAX international vaccine collaboration had allocated over a billion vaccines to over 140 countries. We describe and review the allocation process chosen, which reflected both an objective of equitably distributing vaccines across the world and... View Details

Keywords: Vaccines; Pandemics; Health Care and Treatment; Health Pandemics; Distribution; Supply Chain; Equality and Inequality

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Winter 2022
Article

Vaccines and the COVID-19 Pandemic: Lessons from Failure and Success

By: Scott Duke Kominers and Alex Tabarrok

The losses from the global COVID-19 pandemic have been staggering—trillions in economic costs, on top of significant losses of life, health, and well-being. The world made significant and successful investments in vaccines to mitigate the pandemic, yet there were... View Details

Keywords: COVID-19; Vaccination; Market Design; Health Pandemics; Loss; Outcome or Result; Opportunities; Crisis Management

November 2022
Case

Ajax Health: A New Model for Medical Technology Innovation

By: Regina E. Herzlinger and Ben Creo

This case teaches key success factors for both startup and established MedTech firms. It examines how to structure a firm to maximize innovation and financial returns with organizational structures that better align the incentives for the different skill sets... View Details

Keywords: Business Startups; Success; Innovation Strategy; Mergers and Acquisitions; Market Entry and Exit; Financial Strategy; Business Model; Partners and Partnerships; Entrepreneurship; Private Equity; Technology Industry; Medical Devices and Supplies Industry

Educators

2022
Editorial

It’s Time to Redouble and Refocus Our Efforts to Fight COVID, Not Retreat

By: Kathleen Bachynski, Brian C. Castrucci, Esther K. Choo, Ranu Dhillon, Jim Downs, Lakshmi Ganapathi, Gregg Gonsalves, Abraar Karan, Richard C. Keller, Scott Duke Kominers, Jonathan Levy, Martha Lincoln, Seth Prins, Julia Raifman and Anne Sosin

Keywords: COVID; COVID-19; COVID-19 Pandemic; Public Health; Public Health Measures; Vaccination; Health Policy; Health Pandemics; Government and Politics; United States

September 10, 2022
Article

NFT Sales: Clearing the Market, Avoiding Gas Wars

By: Scott Duke Kominers and Tim Roughgarden

Instead of letting the market decide the price for their primary sale offerings, many NFT projects choose to initially sell their NFTs at prices below the market-clearing level. But what happens when market designers trade off efficiency for equity; or when demand far... View Details

Keywords: Blockchain; Crypto Economy; Cryptocurrency; NFTs; Auctions; Market Design; Price