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View scholarly works-in-progress by Stanford GSB faculty, which often appear in final form in academic journals.

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View abstract and ordering information for case studies written and published by faculty at Stanford GSB.

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Working Paper

Patent Privateering

Jinhwan Kim, Kristen Valentine, Jenny Li Zhang, Yuxiang Zheng
December22025

In a patent privateering strategy, firms sell patents to a non-practicing entity (NPE) with the expectation that the NPE sues the seller’s rivals for patent infringement. We examine whether firms under competitive pressure and facing barriers to…

Working Paper

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…

Survey

2025 Survey of Investors, Retirement Savings, and ESG

David F. Larcker, Amit Seru, Brian Tayan
CGRI Survey Series Corporate Governance Research Initiative, Governance of Organizations Working Group at the Hoover Institution December2025

In fall 2025, Stanford Graduate School of Business and the Governance of Organizations Working Group at the Hoover Institution at Stanford University hired Prolific to conduct a nationwide survey of 2,653 individual investors — broadly…

Journal Article

Data and Welfare in Credit Markets

Mark Jansen, Fabian Nagel, Constantine Yannelis, Anthony Lee Zhang
Journal of Financial Economics December2025 Vol. 174

We show how to measure the welfare effects arising from increased data availability. When lenders have more data on prospective borrower costs, they can charge prices that are more aligned with these costs. This increases total social welfare and…

Journal Article

A Dynamic Model of Context-based Retrieval

Madison D. Paron, James D. Paron, Michael J. Kahana
Journal of Mathematical Psychology December2025 Vol. 127

We propose a comprehensive model of how experiences are encoded and retrieved from memory. At the core of the model is a dynamic retrieval process incorporating two essential mechanisms: iterative retrieval, whereby information is sequentially…

Working Paper

Patent Disclosures, Examiners, and Greenwashing

Christopher S. Armstrong, Jinhwan Kim, Jalal Sani, Terrence Tianshuo Shi
December2025

We examine how patent disclosures influence technology classification decisions by patent examiners and how firms strategically tailor these disclosures to affect classification outcomes. Using a novel machine learning approach, we construct a…

Journal Article

Race and Economic Well-Being in the United States

Jean-Félix Brouillette, Charles I. Jones, Peter J. Klenow
American Economic Review: Insights December2025 Vol. 7 Issue 4

We construct a measure of consumption-equivalent welfare for Black and White Americans that incorporates life expectancy, incarceration, consumption, leisure, and inequality. Based on this incomplete list of factors, welfare for Black Americans…

Working Paper

Rational and Irrational Belief in the Hot Hand: Evidence from “Jeopardy!”

Anthony J. Kukavica, Sridhar Narayanan
December2025

We use a play-by-play dataset from the game show “Jeopardy!” to study the hot hand phenomenon, whereby people appear to exhibit “hot” states of elevated performance in domains with repeat trials. We first demonstrate that Jeopardy contestants…

Journal Article

The Consumer Welfare Effects of Online Ads: Evidence from a Nine-Year Experiment

Erik Brynjolfsson, Avinash Collis, Daniel Deisenroth, Haritz Garro, Daley Kutzman, Asad Liaqat, Nils Wernerfelt
American Economic Review: Insights December2025 Vol. 7 Issue 4 Pages pp. 447–62.

Research on the effects of online advertising on consumer welfare is limited due to challenges in running large-scale field experiments. We analyze a long-running field experiment on Facebook in which a random subset of users received no ads in…

Journal Article

The Paradox of Privilege: The Downsides of Masculinity for Men and Organizations

Ashley Martin, Seung Joo Yoo
Research in Organizational Behavior December2025 Vol. 45

Gender research in organizational behavior has primarily focused on understanding and addressing the disadvantages women face in masculine work environments. While this body of work has been essential to understanding gender inequality in the…

Working Paper

What Would it Cost to End Extreme Poverty?

Roshni Sahoo, Joshua Blumenstock, Paul Niehaus, Leo Selker, Stefan Wager
December2025

We study poverty minimization via direct transfers, framing this as a statistical learning problem while retaining the information constraints faced by real-world programs. Using nationally representative household consumption surveys from 23…

Journal Article

Cognitive Technologies and Their Histories

Stephen Chrisomalis, Helena Miton
Topics in Cognitive Science November272025

Cognitive technologies are socially shared and culturally evolved systems whose function is principally cognitive. Throughout human history and prehistory, they have aided in classifying, organizing, or managing information and knowledge,…

Journal Article

Earnings Targets, Strategic Patent Sales, and Patent Trolls

Jinhwan Kim, Kristen Valentine
Journal of Accounting and Economics November212025 Vol. 80 Issue 2–3

Innovative public firms sell significantly more patents in the last month of their fiscal year compared to earlier in the year. Consistent with reporting incentives driving these sales, final month patent sales are disproportionately internally…

Working Paper

A Simple Threshold Captures the Social Learning of Conventions

Douglas R. Guilbeault, Spencer Caplan, Charles Yang
November212025

A persistent puzzle throughout the cognitive and social sciences is how people manage to learn social conventions from the sparse and noisy behavioral data of diverse actors, without explicit instruction. Here, we show that the dominant theories…

Journal Article

Novelty in Content Creation: Experimental Results Using Deep Learning–Based Image Recognition on a Large Social Network

Justin Huang, Rupali Kaul, Sridhar Narayanan
Marketing Science November192025

Social networks utilize award recognition and front pages to motivate user content creation, facilitate consumer discovery of content, and provide attention and recognition to high-quality content. Past research shows that such attention and…

Journal Article

Evaluating Transparency in AI/ML Model Characteristics for FDA-Reviewed Medical Devices

Viraj Mehta, Abhinav Komanduri, Rishabh Singh Bhadouriya, Vilina Mehta, Michael David Johnson, Priyanka Shrestha, Margaret Nikolov, Bhav Jain, Nigam Shah, Kevin A. Schulman
npj Digital Medicine November172025 Vol. 8

The rapid integration of artificial intelligence (AI) and machine learning (ML) into medical devices has underscored the need for transparency in regulatory reporting. In 2021, the U.S. Food and Drug Administration (FDA) issued Good Machine…

Journal Article

The Dynamic and Multisource Nature of Support for Frontline-Led Innovation Teams

Patricia Satterstrom, Olivia S. Jung, Fletcher Dementyev, Maura Danehey, Sara Singer
Medical Care Research and Review November112025

This 24-month inductive study examined the practices provided by a variety of supporters to six frontline-led innovation teams. Analyzing 86 interviews with 35 team members and 17 supporters, we propose a comprehensive, idealized framework of…

Journal Article

Putting Climate into Context: How Culture and Composition Shape the Effects of Diversity Climate

Alison V. Hall, Derek R. Avery, Michele J. Gelfand, Patrick F. McCay
Organization Science November72025

Existing evidence demonstrates that an organization’s diversity climate can enhance its bottom line. Though some scholars theorize potential mediators to explain these effects, recent meta-analytic and literature reviews conclude that much…

Journal Article

Comparing Experimental and Nonexperimental Methods: What Lessons Have We Learned Four Decades after LaLonde (1986)?

Guido W. Imbens, Yiqing Xu
Journal of Economic Perspectives November2025 Vol. 39 Issue 4 Pages 173–202.

In 1986, Robert LaLonde published an article comparing nonexperimental estimates to experimental benchmarks (LaLonde 1986). He concluded that the nonexperimental methods at the time could not systematically replicate experimental benchmarks,…

Journal Article

Culture Cartography: Mapping the Landscape of Cultural Knowledge

Caleb Ziems, William Barr Held, Jane Yu, Amir Goldberg, David Grusky, Diyi Yang
Association for Computational Linguistics November2025

To serve global users safely and productively, LLMs need culture-specific knowledge that might not be learned during pre-training. How do we find knowledge that is (1) salient to in-group users, but (2) unknown to LLMs? The most common solutions…