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.

You may search for authors and topics and download copies of the work there.

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Conformal Arbitrage: Risk-Controlled Balancing of Competing Objectives in Language Models

William Overman, Mohsen Bayati
June32025

 

Modern language-model deployments must often balance competing objectives—for example, helpfulness versus harmlessness, cost versus accuracy, and reward versus safety. We introduce Conformal Arbitrage, a post-hoc framework that…

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…

Third-Party Litigation Financing Under a Veil of Secrecy: The Equilibrium Consequences of Disclosure Requirements

Steven Grenadier, Brian Grenadier
June2025

Third-party litigation finance is an increasingly popular practice in commercial litigation. Despite calls for mandated disclosure, litigation funders are mostly anonymous to defendants, judges and juries. We first present an equilibrium model of…

Why Care About Debt-to-GDP?

Jonathan B. Berk, Jules H. van Binsbergen
May282025

We construct an international panel data set comprising three distinct yet plausible measures of government indebtedness: the debt-to-GDP, the interest-to-GDP, and the debt-to-equity ratios. Our analysis reveals that these measures yield…

Resisting Populism through Financial Market Exposure: Experimental Evidence from Brexit

Saumitra Jha
May262025

Populism has been on the rise, posing a threat to liberal democracy. Existing evidence suggests that globalization, economic shocks, and concerns over cultural change increase support for populist agendas. Yet less is known about interventions…

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…

Measuring Perceived Slant in Large Language Models Through User Evaluations

Sean J. Westwood, Justin Grinner, Andrew B. Hall
May82025

As LLMs become the default interface for search, news, and everyday problem-solving, they may filter and frame political information before citizens ever confront it. Identifying and mitigating partisan “bias”—output with a systematic slant…

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…

Beyond Recognition: Evaluating Visual Perspective Taking in Vision Language Models

Gracjan Goral, Alicja Ziarko, Piotr Milos, Michal Nauman, Maciej Wolczyk, Michal Kosinski
May32025

We investigate the ability of Vision Language Models (VLMs) to perform visual perspective taking using a novel set of visual tasks inspired by established human tests. Our approach leverages carefully controlled scenes, in which a single humanoid…

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…

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…

Generative AI in Equilibrium: Evidence from a Creative Goods Marketplace

Samuel Goldberg, H. Tai Lam
May2025

Artists and policy makers are concerned that Generative Artificial Intelligence (GenAI) may lead to disappearance of non-GenAI content. In this paper we study the implications of GenAI for the production and consumption of creative goods; such as…

Putting Economics Back Into Geoeconomics

Christopher Clayton, Matteo Maggiori, Jesse Schreger
May2025

Geoeconomics is the use of a country’s economic strength to exert influence on foreign entities to achieve geopolitical or economic goals. We discuss how concepts of power in the political science and economics literature can be used to guide…

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…

Beauty as a Goal: Creating Harmony Between Health and Taste

Eda Erensoy, Louise Lu, Jennifer Aaker, Ayelet Fishbach
April272025

Individuals frequently perceive a tradeoff between health and taste, leading to poor dietary choices. This research identifies a novel pathway to healthier eating by harmonizing seemingly conflicting goals: seeking beauty in food. Across seven…

Using Multiple Outcomes to Adjust Standard Errors for Spatial Correlation

Stefano DellaVigna, Guido W. Imbens, Woojin Kim, David Ritzwoller
April172025

Empirical research in economics often examines the behavior of agents located in a geographic space. In such cases, statistical inference is complicated by the interdependence of economic outcomes across locations. A common approach to account…

Breaking Through the Ethnic Growth Trap

Saumitra Jha
April2025

In this overview piece, I review the literature and identify important directions for how developing societies can break out of such ethnic growth traps and instead leverage the gains that can often be had from ethnic diversity. To do this…

Dollar Upheaval: This Time is Different

Zhengyang Jiang, Arvind Krishnamurthy, Hanno Lustig, Robert Richmond, Chenzi Xu
April2025

What can we learn from the high-frequency responses in bond and currency markets to the recent tariff announcement about the status of the U.S. dollar as the global reserve currency? The dollar depreciated by 3.4% after April 4 in spite of rising…