Working Papers

These papers are working drafts of research which often appear in final form in academic journals. The published versions may differ from the working versions provided here.

SSRN Research Paper Series

The Social Science Research Network’s Research Paper Series includes working papers produced by Stanford GSB the Rock Center.

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A.I. and Our Economic Future

Charles I. Jones
January152026

Artificial intelligence (A.I.) will likely be the most important technology we have ever developed. Technologies such as electricity, semiconductors, and the internet have been transformative, reshaping economic activity and dramatically…

Does Management Matter? Evidence from India

John Roberts (1945–2026), Nicholas A. Bloom, Benn Eifert, Aprajit Mahajan, David McKenzie
2026

A long-standing question in social science is to what extent differences in management cause differences in firm performance. To investigate this we ran a management field experiment on large Indian textile firms. We provided free consulting on…

Gun-Use Regulation and Firearm Mortality: Evidence from Deer Hunting Season

Adam Rosenberg
2026

This paper studies gun-use regulation and firearm mortality. I gather historical schedules of deer hunting season in North Carolina and Virginia and pair them with morgue records at county-day frequency. Hunters increase firearm use during deer…

Regulating Firearm Markets: Evidence from California

Adam Rosenberg
2026

This paper studies demand, fatalities, and regulation in firearm markets. I assemble 20 years of administrative data from California, recording all licit handgun purchases and fatalities. Leveraging variation from the entry timing of firearm…

Second-Best Amendment: Market Power and Tax Design in the Firearms Industry

Luis Armona, Adam Rosenberg
2026

This paper studies the roles of market power and taxes in determining market surplus and social welfare in the U.S. consumer firearms industry. Using microdata from Massachusetts and aggregate data from other states, we estimate an equilibrium…

Optimal Redistribution via Income Taxation and Market Design

Paweł Doligalski, Piotr Dworczak, Mohammad Akbarpour, Scott Duke Kominers
December12025

Policymakers often distort goods markets to effect redistribution—for example, via price controls, differential taxation, or in-kind transfers. We investigate the optimality of such policies alongside the (optimally-designed) income tax. In our…

How Much Should We Spend to Reduce A.I.’s Existential Risk?

Charles I. Jones
September252025

During the Covid-19 pandemic, the United States effectively “spent” about 4 percent of GDP — via reduced economic activity — to address a mortality risk of around 0.3 percent. Many experts believe that catastrophic risks from advanced A.I. over…

Congestion Pricing, Carpooling, and Commuter Welfare

Michael Ostrovsky, Michael Schwarz
September2025

Building on the canonical “bottleneck” model of Vickrey (1969), we show that carpooling and road pricing are highly complementary in addressing traffic congestion: they can be much more effective jointly than each one separately, and can improve…

Axiomatic Equilibrium Selection: The Case of Generic Extensive-Form Games

Srihari Govindan, Robert Wilson
May2025

A solution concept that is a refinement of Nash equilibria selects for each finite game a nonempty collection of closed and connected subsets of Nash equilibria as solutions. We impose three axioms for such solution concepts. The axiom of…

Does Q&A Boost Engagement? Health Messaging Experiments in the US and Ghana

Erika Kirgios, Susan Athey, Angela L. Duckworth, Dean Karlan, Michael Luca, Katherine L. Milkman, Molly Offer-Westort
January2025

Effective information sharing is critical for the success of organizations and governments. Because information that is easy to access is more likely to be adopted, leaders often minimize friction in information delivery. However, one type of…

Tax Avoidance as an R&D Subsidy: The Use of Cost Sharing Agreements by US Multinationals

Lysle Boller, Clare Doyle, Juan Carlos Suárez Serrato
2025

We use administrative corporate tax data from the IRS to study a particular form of tax avoidance for US multinational corporations (MNCs). This strategy relies on cost sharing agreements (CSAs), which govern joint R&D efforts conducted with…

Effective and Equitable Congestion Pricing: New York City and Beyond

Michael Ostrovsky, Frank Yang
November2024

In this paper, we argue that the New York City congestion pricing plan whose implementation was paused in the summer of 2024 had a major shortcoming: as designed, it would have had a much more severe impact on the drivers of personal vehicles…

Federated Offline Policy Learning

Aldo Gael Carranza, Susan Athey
October2024

We consider the problem of learning personalized decision policies from observational bandit feedback data across multiple heterogeneous data sources. In our approach, we introduce a novel regret analysis that establishes finite-sample upper…

Qini Curves for Multi-Armed Treatment Rules

Erik Sverdrup, Han Wu, Susan Athey, Stefan Wager
October2024

Qini curves have emerged as an attractive and popular approach for evaluating the benefit of data-driven targeting rules for treatment allocation. We propose a generalization of the Qini curve to multiple costly treatment arms that quantifies the…

Robust Offline Policy Learning with Observational Data from Multiple Sources

Aldo Gael Carranza, Susan Athey
October2024

We consider the problem of using observational bandit feedback data from multiple heterogeneous data sources to learn a personalized decision policy that robustly generalizes across diverse target settings. To achieve this, we propose a minimax…

Service Quality on Online Platforms: Empirical Evidence about Driving Quality at Uber

Susan Athey, Juan Camilo Castillo
October2024

Online marketplaces have adopted new quality control mechanisms that can accommodate a flexible pool of providers. In the context of ride-hailing, we measure the effectiveness of these mechanisms, which include ratings, incentives, and behavioral…

The Frontier Origins of U.S. Gun Culture

Adam Rosenberg
September182024

This paper studies the transmission of a county’s historical exposure to the U.S.frontier into its consumers’ present-day preferences for firearm ownership and regulation. Counties with an additional decade on the frontier between 1790–1890 have…

Estimating Wage Disparities Using Foundation Models

Keyon Vafa, Susan Athey, David Blei
September2024

One thread of empirical work in social science focuses on decomposing group differences in outcomes into unexplained components and components explained by observable factors. In this paper, we study gender wage decompositions, which require…

Service Quality in the Gig Economy: Empirical Evidence about Driving Quality at Uber

Susan Athey, Juan Camilo Castillo, Bharat Chandar
September2024

The rise of marketplaces for goods and services has led to changes in the mechanisms used to ensure high quality. We analyze this phenomenon in the Uber market, where the system of pre-screening that prevailed in the taxi industry has been…

Trends in Competition in the United States: What Does the Evidence Show?

Carl Shapiro, Ali Yurukoglu
August2024

Has the United States economy become less competitive in recent decades? One might think so based on a body of research that has rapidly become influential for antitrust policy. We explain that the empirical evidence relating to concentration…