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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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…

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…

Beyond Black-Box: Structuring Landing Page Recommender Systems Using Predicted Intents

Yuyan Wang, Cheenar Banerjee, Samer Chucri, Minmin Chen
October302025

Modern recommender systems rely on black-box machine learning models to predict consumer choices. However, because these models do not explicitly represent the underlying data-generating process (DGP), they often struggle to generalize beyond…

Simulating and Experimenting with Social Media Mobilization Using LLM Agents

Sadegh Shirani, Mohsen Bayati
October302025

Online social networks have transformed the ways in which political mobilization messages are disseminated, raising new questions about how peer influence operates at scale. Building on the landmark 61-million-person Facebook experiment, we…

The Market for Accountants

Bong-Geun Choi, Jung Ho Choi, Maureen McNichols, Frank Zhou
October122025

This paper develops and estimates a structural model of the labor market for accountants that integrates forward-looking lifetime occupational choices with oligopsonistic employer demand. Using longitudinal resume data covering career transitions…

Political Polarization in Medicine

Woojin Kim
October2025

This paper studies partisan differences in medical practice over 1999-2019. I link physicians in the Medicare claims data with campaign contributions to identify party alignment. In 1999, there are no partisan differences in medical expenditure…

What Does It Take? Quantifying Cross-Country Transfers in the Eurozone

YiLi Chien, Zhengyang Jiang, Matteo Leombroni, Hanno Lustig
October2025

We compute the cross-country transfers that result from unconventional monetary policy in the Eurozone. The ECB funds the expansion of its aggregate balance sheet mostly by issuing bank reserves and cash in core countries. The national central…

Human Flourishing and the Future of Leadership in Leading Humans

Sophie Hamilton, Jennifer Aaker
September262025

The Global Network of Oligarch Companies

John Gallemore, Jinhwan Kim, Marcel Olbert, Iman Taghaddosinejad
September252025

We study how Russian oligarch-affiliated companies operate globally and respond to sanctions. We construct a dataset tracking 70 companies, 1,800 international subsidiaries, and their institutional investors between 2009 and 2023. These companies…

Profitable Misconduct, Corporate Governance, and Law Enforcement

Anat R. Admati, Nathan Atkinson, Paul Pfleiderer
September22025

This paper analyzes interactions between corporate governance and law enforcement practices, focusing on cases where deterrence is weak and harmful misconduct is profitable. We show how managerial compensation contracts, including stock-based…

The Limited Corporate Response to DEI Controversies

David F. Larcker, Charles McClure, Shawn X. Shi, Edward M. Watts
August122025

Firms’ diversity, equity, and inclusion (DEI) policies have received significant scrutiny in recent years, including their efficacy and role in long-term value creation. We provide new evidence on these issues by studying what is arguably the…

Does Access to Human Coaches Lead To More Weight Loss than with AI Coaches Alone?

Anuj Kapoor, Sridhar Narayanan, Puneet Manchanda
August2025

Obesity and excess weight are major global health challenges. A number of technological solutions, including mobile apps, have been developed to help people lose weight. Many such applications provide access to human coaches who help consumers…

Fair Market Value of Used Capacity Assets: Forecasts for Repurposed Electric Vehicle Batteries

Amadeus Bach, Simona Onori, Stefan J. Reichelstein, Jihan Zhuang
July2025

Responding to economic and environmental pressures, a growing number of companies seek to repurpose products (assets) that retain functional capacity beyond their initial first life. This paper examines a generic valuation model for used capacity…

Expectations Formation with Fat-Tailed Processes: Evidence and Theory

Tim de Silva, Eugene Larsen-Hallock, Adam Rej, David Themar
June302025

This paper studies expectations formation when the underlying process has fat tails. Using a large sample of firm sales growth expectations, we document three facts: (i) the relationship between forecast revisions and future forecast errors is…

The Wealth of Stagnation: Falling Growth, Rising Valuations

James D. Paron
June292025

Over the last half-century, economic growth stagnated but stock-market wealth boomed. I present evidence that declining innovation productivity reconciles these trends. At the macro level, I document that R&D spending has fallen relative to…

Selective Inattention to Interest Rates

Pierfrancesco Mei, Tim de Silva
June252025

This paper studies whether households are selectively inattentive to interest rates and examines its macroeconomic implications. We first use existing and newly-designed household surveys to establish that households close to durables purchases…

Insurance versus Moral Hazard in Income-Contingent Student Loan Repayment

Tim de Silva
June232025

Student loans with income-contingent repayment insure borrowers against income risk but can reduce their incentives to earn more. Using a change in Australia’s income-contingent repayment schedule, I show that borrowers reduce their labor supply…

Sovereign Default and the Decline in Interest Rates

Max Miller, James D. Paron, Jessica A. Wachter
June142025

Sovereign debt yields have declined dramatically over the last half-century. Standard explanations, including aging populations and increases in asset demand from abroad, encounter difficulties when confronted with the full range of evidence. We…

The Rise of Alternatives

Juliane Begenau, Pauline Liang, Emil Siriwardane
June102025

Since the 2000s, U.S. public pension funds have actively shifted their risky investments away from public equities and toward alternative assets like private equity and hedge funds—some much more than others. We explore a range of possible…

An Accounting Architecture for CO2-Statements

Stefan J. Reichelstein, Amadeus Bach, Christoph Ernst, Gunther Glenk
June2025

It remains a continuing challenge for companies worldwide to reliably assess the greenhouse gas emissions incurred in connection with their operations. Here we argue that financial accounting offers an architectural template for corporate carbon…