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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How Does A Failure in a Retailer’s Mobile App Impact Purchases in Its Online and Offline Channels?

Unnati Narang, Venkatesh Shankar, Sridhar Narayanan
October2022

How does a failure in a retailer’s mobile app impact shoppers’ purchases in its online (website and app) and offline (brick-and-mortar store) channels? Our main hypothesis is that an app failure has a negative effect on offline purchases and no…

Landscape of Caregiving Innovations: Executive Summary

Susan Wilner Golden
October2022

For individuals who take on the responsibility of caring for another person due to illness, disability, or declining abilities, it can often be challenging, lonely, costly, and exhausting. As the U.S. continues to address the impact of the…

Pure-Strategy Equilibrium in the Generalized First-Price Auction

Michael Ostrovsky, Andrzej Skrzypacz
October2022

We revisit the classic result on the (non-)existence of pure-strategy Nash equilibria in the Generalized First-Price Auction for sponsored search advertising and show that the conclusion may be reversed when ads are ranked based on the product of…

Advertising Media and Target Audience Optimization via High-dimensional Bandits

Wenjia Ba, J. Michael Harrison, Harikesh S. Nair
September2022

We present a data-driven algorithm that advertisers can use to automate their digital ad-campaigns at online publishers. The algorithm enables the advertiser to search across available target audiences and ad-media to find the best possible…

Buy Now Pay (Pain?) Later

Ed deHaan, Jungbae Kim, Ben Lourie, Chenqi Zhu
September2022

“Buy Now Pay Later” (BNPL) is a largely unregulated FinTech innovation that provides consumers with easy access to credit for specific retail purchases. The BNPL market is projected to reach $1 trillion by 2025, but we know little about the…

Does Voluntary Non-Earnings Disclosure Substitute for Redacted Proprietary Contract Information?

Mary E. Barth, Wayne R. Landsman, Xiaoli (Shaolee) Tian, Miaomiao Yu
September2022

This study finds that voluntary non-earnings disclosures substitute for redacted proprietary contract information. When firms redact contract information, they provide more voluntary disclosures and have higher information uncertainty and…

Investigating Complementarities in Subscription Software Usage Using Advertising Experiments

Jon Zeller, Sridhar Narayanan
September2022

In this study, we causally examine complementarity in usage across a set of related software products from a multi-product firm. Digital contexts are characterized by little price variation, bundled pricing plans, and infrequent purchase or…

Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information

Yulun Wu, Robert A. Barton, Zichen Wang, Vassilis N. Ioannidis, Carlo De Donno, Layne C. Price, Luis Voloch, George Karypis
September2022

Predicting the responses of a cell under perturbations may bring important benefits to drug discovery and personalized therapeutics. In this work, we propose a novel graph variational Bayesian causal inference framework to predict a cell’s gene…

Real Effects of Supplying Safe Private Money

Chenzi Xu, He Yang
September2022

Privately issued money often bears devaluation risk that create monetary transaction frictions. We evaluate the real effects of supplying a new type of safe money in the historical context of the U.S. in 1863. We instrument for the change in…

The Common Determinants of Legislative and Regulatory Complexity

Dana Foarta, Massimo Morelli
September2022

Legislative and regulatory reforms often contain various forms of complexity — multiple contingencies, exemptions and alike. Complexity may be desirable if it better satisfies the needs of political constituencies, and if these benefits are…

Externalities as Arbitrage

Benjamin Hébert
August242022

How can we assess whether macro-prudential regulations are having their intended effects? If these regulations are optimal, their marginal benefit of addressing externalities should equal their marginal cost of distorting risk- sharing. These…

One Size Doesn’t Fit All: Heterogeneous Depositor Compensation During Periods of Uncertainty

Nikolaos T. Artavanis, Daniel Paravisini, Claudia Robles-Garcia, Amit Seru, Margarita Tsoutsoura
August2022

We develop a new approach to identify different categories of depositors during periods of uncertainty and quantify their compensation to remain in the bank. We isolate withdrawals due to liquidity needs, deterioration of fundamentals, and…

Strategic Foundations of Rational Expectations

Paulo Barelli, Srihari Govindan, Robert Wilson
August2022

We study an economy with traders whose payoffs are quasilinear and their private signals are informative about an unobserved state parameter. The limit economy has infinitely many traders partitioned into a finite set of symmetry classes called…

Engagement Maximization

Benjamin Hébert, Weijie Zhong
July12022

We consider the problem of a rational, Bayesian agent receiving signals over time for the purpose of taking an action. The agent chooses when to stop and take an action based on her current beliefs, and prefers (all else equal) to act sooner…

BONuS: Multiple Multivariate Testing with a Data-Adaptive Test Statistic

Chiao-Yu Yang, Lihua Lei, Nhat Ho, William Fithian
July2022

We propose a new adaptive empirical Bayes framework, the Bag-Of-Null-Statistics (BONuS) procedure, for multiple testing where each hypothesis testing problem is itself multivariate or nonparametric. BONuS is an adaptive and interactive knockoff-…

Beyond the Balance Sheet Model of Banking: Implications for Bank Regulation and Monetary Policy

Greg Buchak, Gregor Matvos, Tomasz Piskorski, Amit Seru
July2022

Bank balance sheet lending is commonly viewed as the predominant form of lending. We document and study two margins of adjustment that are usually absent from this view using microdata in the$10 trillion U.S. residential mortgage market. We first…

Civil and Ethnic Conflict in Historical Political Economy

Saumitra Jha
July2022

Despite great falls in global poverty, civil and ethnic conflict remains tragically common. In this chapter, I examine the patterns of persistence and change in conflict around the world through the lens of historical political economy. I compare…

Intermediary Balance Sheets and the Treasury Yield Curve

Wenxin Du, Benjamin Hébert, Wenhao Li
June292022

We document regime change in the U.S. Treasury market post-Global Financial Crisis (GFC): dealers switched from a net short to a net long position in the Treasury market. We first derive bounds on Treasury yields that account for dealer balance…

Capital Investment and Labor Demand

E. Mark Curtis, Daniel G. Garrett, Eric C. Ohrn, Kevin A. Roberts, Juan Carlos Suárez Serrato
June2022

We study how tax policies that lower the cost of capital impact investment and labor demand. Difference-in-differences estimates using confidential Census Data on manufacturing establishments show that tax policies increased both investment and…

Executive Compensation Contracts in the Presence of Adverse Selection

Christopher S. Armstrong, Luzi Hail, Rachel Xi Zhang
June2022

We develop three complementary tests to examine how adverse selection affects the design of executive compensation contracts: First, we show that externally hired CEOs receive higher total pay and have fewer equity incentives relative to…