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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Academic Area
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Socioeconomic Network Heterogeneity and Pandemic Policy Response

Mohammad Akbarpour, Cody Cook, Aude Marzuoli, Simon Mongey, Abhishek Nagaraj, Matteo Saccarola, Pietro Tebaldi, Shoshana Vasserman, Hanbin Yang
June2020

We develop a heterogeneous-agents network-based model to analyze alternative policies during a pandemic outbreak, accounting for health and economic trade-offs within the same empirical framework. We leverage a variety of data sources, including…

Still the World’s Safe Haven? Redesigning the U.S. Treasury Market After the COVID-19 Crisis

Darrell Duffie
June2020

I review the functionality of the secondary market for U.S. Treasuries in March 2020, when the Covid-19 crisis triggered investor flows that overwhelmed intermediaries. Although the Fed was able to largely restore market liquidity through its…

The Effect of Foreclosures on Homeowners, Tenants, and Landlords

Rebecca Diamond, Adam Guren, Rose Tan
June2020

How costly is foreclosure? Estimates of the social cost of foreclosure typically focus on financial costs. Using random judge assignment instrumental variable (IV) and propensity score matching (PSM) approaches in Cook County, Illinois, we find…

Who Sees the Future? A Deep Learning Language Model Demonstrates the Vision Advantage of Being Small

Paul Vicinanza, Amir Goldberg, Sameer B. Srivastava
May262020

Which groups are most likely to become visionaries that define the future of their field? Because vision is difficult to measure, prior work has reached conflicting conclusions: one perspective emphasizes the benefits of being large,…

Interoperable Payment Systems and the Role of Central Bank Digital Currencies

Darrell Duffie
May182020

I explain the meaning of an interoperable payment system and why interoperability is crucial for efficiency. I review some alternative approaches to interoperability, including central bank digital currencies (CBDCs), hybrid CBDCs, and two-ledger…

Life-Cycle Cost of Transportation Services

Stephen D. Comello, Gunther Glenk, Stefan J. Reichelstein
May2020

The rapid deployment of electric vehicles is widely viewed as a promising path towards decarbonizing the transportation sector. The pace at which electric vehicles will replace those with internal combustion engines will depend to a large…

The Impact of Carbon Disclosure Mandates on Emissions and Financial Operating Performance

Benedikt Downar, Jürgen Ernstberger, Stefan J. Reichelstein, Sebastian Schwenen, Aleksandar Zaklan
May2020

We examine whether a disclosure mandate for greenhouse gas emissions creates stakeholder pressure for firms to subsequently reduce their emissions. For UK-incorporated listed firms such a mandate was adopted in 2013. Using a difference-in-…

Information in Mandatory and Voluntary Earnings Announcement Date Forecasts

Mary E. Barth, Greg Clinch, Paul Ma
April2020

We address whether mandatory forecasts of earnings announcement dates are informative and what are the informational tradeoffs between mandatory and voluntary forecasts. We find China mandatory forecasts predict actual earnings announcement dates…

The Future of the Automated Mobility Industry: A Strategic Management Perspective

Sven A. Beiker, Robert A. Burgelman
April2020

This paper examines the automation and sharing aspects of the competitive dynamics of the emerging automated mobility industry. It applies strategic management, technological innovation, and forecasting frameworks to examine how the…

Undisclosed SEC Investigations

Terrence Blackburne, John D. Kepler, Phillip J. Quinn, Daniel J. Taylor
April2020

One of the hallmarks of the SEC’s investigative process is that it is shrouded in secrecy — only the SEC staff, high-level managers of the company being investigated, and outside counsel are typically aware of active investigations. We obtain…

Unified ℓ2→∞ Eigenspace Perturbation Theory for Symmetric Random Matrices

Lihua Lei
April2020

Modern applications in statistics, computer science and network science have seen tremendous values of finer matrix spectral perturbation theory. In this paper, we derive a generic ℓ2→∞ eigenspace perturbation bound for symmetric random matrices…

Audit Process, Private Information, and Insider Trading

Salman Arif, John D. Kepler, Joseph Schroeder, Daniel Taylor
March2020

While the shareholder benefits of audits are well documented, evidence on whether audits can facilitate opportunistic behavior by corporate insiders is scarce. In this paper, we examine whether the audit process facilitate one particular form of…

Banking Without Deposits: Evidence from Shadow Bank Call Reports

Erica Jiang, Gregor Matvos, Tomasz Piskorski, Amit Seru
March2020

Is bank capital structure designed to extract deposit subsidies? We address this question by studying capital structure decisions of shadow banks: intermediaries that provide banking services but are not funded by deposits. We assemble, for the…

Equilibrium Technology Diffusion, Trade, and Growth

Jesse Perla, Christopher Tonetti, Michael E. Waugh
March2020

We study how opening to trade affects economic growth in a model where heterogeneous firms can adopt new technologies already in use by other firms in their home country. We characterize the growth rate using a summary statistic of the…

Propaganda, Alternative Media, and Accountability in Fragile Democracies

Anqi Li, Davin Raiha, Ken Shotts
March2020

We develop a model of electoral accountability with mainstream and alternative media. In addition to regular high- and low-competence types, the incumbent may be an aspiring autocrat who controls the mainstream media and will subvert democracy if…

Survey Bandits with Regret Guarantees

Sanath Kumar Krishnamurthy, Susan Athey
February232020

We consider a variant of the contextual bandit problem. In standard contextual bandits, when a user arrives we get the user’s complete feature vector and then assign a treatment (arm) to that user. In a number of applications (like health…

Market Fragmentation

Daniel Chen, Darrell Duffie
February192020

We model a simple market setting in which fragmentation of trade of the same asset across multiple exchanges improves allocative efficiency. Fragmentation reduces the inhibiting effect of price-impact avoidance on order submission. Although…

Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization

Samuel Horváth, Lihua Lei, Peter Richtárik, Michael I. Jordan
February2020

Adaptivity is an important yet under-studied property in modern optimization theory. The gap between the state-of-the-art theory and the current practice is striking in that algorithms with desirable theoretical guarantees typically involve…

Confidence Intervals for Policy Evaluation in Adaptive Experiments

Vitor Hadad, David A. Hirshberg, Ruohan Zhan, Stefan Wager, Susan Athey
February2020

Adaptive experiment designs can dramatically improve statistical efficiency in randomized trials, but they also complicate statistical inference. For example, it is now well known that the sample mean is biased in adaptive trials. Inferential…

The End of Economic Growth? Unintended Consequences of a Declining Population

Charles I. Jones
February2020

In many models, economic growth is driven by people discovering new ideas. These models typically assume either a constant or a growing population. However, in high income countries today, fertility is already below its replacement rate: women…