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Mostly Exploration-Free Algorithms for Contextual Bandits
The contextual bandit literature has traditionally focused on algorithms that address the exploration–exploitation tradeoff. In particular, greedy algorithms that exploit current estimates without any exploration may be suboptimal in general.…
The Effects of the Affordable Care Act on Agricultural Workers
The Affordable Care Act substantially increased the share of farmworkers with medical insurance, but it had little effect on employer-provided benefits, including health care insurance. Eligible workers with pre-existing health conditions…
Learning about Risk-Factor Exposures from Earnings: Implications for Asset Pricing and Manipulation
When valuing a firm, investors must assess not only its expected future cash flows but also the systematic risk inherent in these cash flows. In this paper, we model the process by which investors may learn about firms’ betas from earnings and…
PatientFlowNet: A Deep Learning Approach to Patient Flow Prediction in Emergency Departments
Emergency Department (ED) crowding is a major public health challenge since it can seriously impact patient outcomes; and accurate prediction of patient flow in EDs is essential for improving operational efficiency and quality of care. We present…
Passion Matters But Not Equally Everywhere: Predicting Achievement from Interest, Enjoyment, and Efficacy in 59 Societies
How to identify the students and employees most likely to achieve is a challenge in every field. American academic and lay theories alike highlight the importance of passion for strong achievement. Based on a Western independent model of…
Foreign Safe Asset Demand and the Dollar Exchange Rate
We develop a theory that links the U.S. dollar’s valuation in FX markets to foreign investors’ demand for U.S. safe assets. When the convenience yield that foreign investors derive from holding U.S. safe assets increases, the U.S. dollar…
Protests from Within: Engaging with Employee Activists
Recent years have witnessed a growing trend of stakeholder issues becoming prominent in discussions of corporate governance. One source of this pressure comes from an unexpected constituent: the company’s own employee base. In this Closer Look,…
Consolidation of Primary Care Physicians and Its Impact on Healthcare Utilization
We use administrative data from Medicare to document the massive consolidation of primary care physicians over the last decade and its impact on patient healthcare utilization. We first document that primary care organizations have consolidated…
Decentralized Mining in Centralized Pools
The rise of centralized mining pools for risk sharing does not necessarily undermine the decentralization required for blockchains: because of miners’ cross-pool diversification and pool managers’ endogenous fee setting, larger pools better…
Emotional Acknowledgment: How Verbalizing Others’ Emotions Fosters Interpersonal Trust
People often respond to others’ emotions using verbal acknowledgment (e.g., “You seem upset”). Yet, little is known about the relational benefits and risks of acknowledging others’ emotions in the workplace. We draw upon Costly Signaling Theory…
Financial and Total Wealth Inequality with Declining Interest Rates
Financial wealth inequality and long-term real interest rates track each other closely over the post-war period. Faced with lower returns on financial wealth, households with high levels of financial wealth must increase savings to afford the…
Firm Selection and Corporate Cash Holdings
Since the early 1980s, the composition of U.S. public firms has progressively shifted toward less profitable firms with high growth potential (Fama and French, 2004). We estimate a dynamic corporate finance model to quantify the role of this…
Fraudulent Financial Reporting and the Consequences for Employees
We combine U.S. Census data with SEC enforcement actions to examine employees’ outcomes, such as wages and turnover, before, during, and after periods of fraudulent financial reporting. We find that fraud firms’ employees lose about 50…
Government Interventions to Promote Agricultural Innovation
Agricultural innovation can help farmers improve their productivity, reduce their environmental impact, and address the challenges associated with ever-changing soil, weather, and market conditions. Promoting innovation often requires…
How Venture Capitalists Make Decisions
For decades now, venture capitalists have played a crucial role in the economy by financing high-growth start-ups. While the companies they’ve backed—Amazon, Apple, Facebook, Google, and more—are constantly in the headlines, very little is…
Informative Activism vs. Lobbying
Both the market and the regulator have incomplete information regarding the products’ characteristics, but non-governmental organizations or activists often have expertise or motivation to investigate and acquire more information. Negative…
A Kinky Consistency: Experimental Evidence of Behavior Under Linear and Non-Linear Budget Sets
Individuals face non-linear budget constraints in myriad situations. We test a fundamental assumption of economic analysis in such settings: that individuals display stable preferences when facing linear and non-linear incentives. We use a…
Learning When-to-Treat Policies
Many applied decision-making problems have a dynamic component: The policymaker needs not only to choose whom to treat, but also when to start which treatment. For example, a medical doctor may choose between postponing treatment (watchful…
Margin Trading and Leverage Management
We use granular data covering regulated (brokerage-financed) and unregulated (shadow-financed) margin trading during the 2015 market turmoil in China to provide the first systematic analysis of margin investors’ characteristics, leverage…
On the Economics of Mandatory Audit Partner Rotation and Tenure: Evidence from PCAOB Data
We analyze the effects of partner tenure and mandatory rotation on audit quality, pricing, and production for a large cross-section of U.S. public firms during 2008–2014. On average, we find no evidence that audit quality declines over the tenure…