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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Investigating Complementarities in Subscription Software Usage Using Advertising Experiments
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
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
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
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
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
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
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
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
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
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
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
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
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
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…
Persuasion, Science, and Miracles
As early as St Augustine and Aquinas, philosophers have studied the epistemology of contradictions to natural laws (aka, miracles). In this article, we develop a game-theoretic framework to analyze the concept of a miracle as understood by…
The Race Between Tax Enforcement and Tax Planning: Evidence From a Natural Experiment in Chile
Profit shifting by multinational corporations is thought to reduce tax revenue around the world. We analyze the introduction of standard regulations aimed at limiting profit shifting. Using administrative tax and customs data from Chile in…
Rank-and-File Accounting Employee Incentives and Financial Reporting Quality
An extensive literature examines whether senior executives’ contractual incentives influence their financial reporting decisions. However, little is known about whether — and how — the incentives of lower-level (or “rank-and-file”)…
Equity Book-to-Market Ratios Above One and Macroeconomic Risk
Equity book-to-market ratios (BTM) should not exceed one if a firm’s return on equity exceeds its cost of capital or it employs conservative accounting. Yet, BTM is above one for many firms, particularly in recession years. We address whether…
SystemMatch: Optimizing Preclinical Drug Models to Human Clinical Outcomes via Generative Latent-Space Matching
Translating the relevance of preclinical models (in vitro, animal models, or organoids) to their relevance in humans presents an important challenge during drug development. The rising abundance of single-cell genomic data from human tumors and…
Taxing Property in Developing Countries: Theory and Evidence from Mexico
The property tax is the most under-utilized tax in developing countries. We evaluate the revenue and welfare effects of the main policy instruments used to raise property tax revenue: tax rate changes and enforcement. Using administrative data…