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…

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…

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…

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…

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…

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…

Policy Support for Electrolytic Hydrogen: Impact of Alternative Carbon Accounting Rules

Gunther Glenk, Philip Holler, Stefan J. Reichelstein
June2025

Governments worldwide have recently launched policy support programs for hydrogen, where the level of support is to be tied to the carbon intensity of the hydrogen produced. Here we analyze the impact of alternative accounting rules for assessing…

Data and Welfare in Credit Markets

Mark Jansen, Fabian Nagel, Constantine Yannelis, Anthony Lee Zhang
May202025

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…

Human + AI in Accounting: Early Evidence from the Field

Jung Ho Choi, Chloe Xie
May72025

This paper provides early evidence on the integration and impact of Generative Artificial Intelligence (AI) in accounting at the accountant and task levels. Using a multi-method approach, we first identify heterogeneous adoption patterns,…

Reframing Analyst Forecast Efficiency: An Empirical Bayes Perspective

Christopher S. Armstrong, Chongho Kim, Yaniv Konchitchki, Frank Zhou
May62025

We develop a rational, non-behavioral framework in which analysts use empirical Bayesian techniques to construct their forecasts. Our approach assumes that analysts construct a single empirical prior by aggregating information across all of the…

Constructing Carbon Abatement Cost Curves

Gunther Glenk, Rebecca Meier, Stefan J. Reichelstein
May2025

Companies across industries face increasing pressure to assess the costs of decarbonizing their operations. This paper develops a generic model for constructing abatement cost curves in connection with carbon dioxide emissions. The resulting…

The Shadow Price of “Public” Information

Ed deHaan, Chanseok Lee, Miao Liu, Suzie Noh
May2025

Converting public information into stock picks is unlikely to be costless, yet the magnitude of public information processing costs is unknown. We quantify extra-marginal information costs for mutual fund managers by building an “AI analyst” that…

Managers’ Risk-Return Trade-offs and Corporate Investment

Christopher S. Armstrong, Oscar Timmermans
April2025

Allocating capital to investment projects is one of a manager’s most critical responsibilities. However, such decisions are shaped by managers’ own beliefs and risk preferences, which can differ from those of diversified shareholders. To study…

A Theory of Disclosure Timing

Seung Y. Lee , Iván Marinovic
April2025

We develop a model of disclosure timing in which the firm can commit to disclose its revenues at a fixed date (a time-based disclosure policy) or after a certain number of transactions have occurred (a news arrival-based disclosure policy). We…

Judicial Proficiency and Contract Design: The Role of Business Courts in Shaping Supply Contracts

Christopher S. Armstrong, Sterling Huang, Yanping Xu
February2025

We examine whether access to specialized business courts that are more proficient in resolving contractual disputes influences the design of firms’ supply contracts. We use the staggered creation of these courts in different states at different…

The Pass-through of Corporate Tax Cuts to Consumer Loans: Evidence from the TCJA

Joao Granja, Fabian Nagel, Arndt Weinrich
January312025

Using data from TransUnion, a large U.S. credit bureau, we analyze whether and how cuts in bank income taxation are passed through to the interest rates and size of consumer loans. Exploiting the change in bank corporate income taxation from the…

Public Firm Disclosures, Patent Licensing, and the Diffusion of Technology

Jinhwan Kim, Guoman She, Kristen Valentine
January152025

We examine the spillover effects of public firm disclosures on patent licensing, a key mechanism for technology diffusion. An interquartile increase in public firm presence, our proxy for peer disclosures, is linked to a 20.7% higher likelihood…

Consumer Bankruptcy Audits

Fabian Nagel
October122024

Bankruptcy insures consumers against large and unexpected wealth shocks. However, debtors may abuse this insurance. Indeed, close to 20% of consumer bankruptcy filings contain at least one material misstatement. I exploit the conditionally random…

Decoding Social Disclosure Decisions: A Field Experiment with Workforce Diversity Data

Jung Ho Choi, Maureen McNichols, Maximilian Muhn
October2024

In recent years, U.S. public companies have increasingly begun to voluntarily disclose official workforce diversity data (i.e., EEO-1 reports), which they previously only confidentially filed with the U.S. Equal Employment Opportunity Commission…