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Moral Hazard and the Value of Information: A Structural Approach
Executive compensation contracts use information from markets and accounting to elicit efficient incentives. We structurally estimate the contribution of each performance to quantify the relative importance of price versus accounting. For…
Personalized Recommendations in EdTech: Evidence from a Randomized Controlled Trial
We study the impact of personalized content recommendations on the usage of an educational app for children. In a randomized controlled trial, we show that the introduction of personalized recommendations increases the consumption of content in…
The Contribution of High-Skilled Immigrants to Innovation in the United States
We characterize the contribution of immigrants to U.S. innovation, both through their direct productivity as well as through their indirect spillover effects on their native collaborators. To do so, we link patent records to a database containing…
Effective and Scalable Programs to Facilitate Labor Market Transitions for Women in Technology
We describe the design, implementation, and evaluation of a low-cost and scalable program that supports women in Poland in transitioning into jobs in the information technology sector. This program, called “Challenges,” helps…
The Power of Public Confession: Mobilization and Reputation Effects of Disclosing Socially Irresponsible Performance
A core assumption in the impression management literature is that organizations voluntarily disclose information about their positive social and environmental activities, policies, and performance in order to improve or maintain their reputation…
Data Tracking under Competition
We explore the welfare implications of data-tracking technologies that enable firms to collect consumer data and use it for price discrimination. The model we develop centers around two features: competition between firms and consumers’ level of…
ESG Investing: What Shareholders Do Fund Managers Represent?
In this Closer Look, we examine individual investor perception of ESG to gauge their concern for environmental and social issues, their view of whether fund managers should use their voting power to influence ESG practices, and their willingness…
2022 Survey of Investors, Retirement Savings, and ESG
In summer 2022, Stanford Graduate School of Business, the Hoover Institution Working Group on Corporate Governance at Stanford University, and Rock Center for Corporate Governance at Stanford University jointly conducted a nationwide survey of 2,…
Aligning Differences: Discursive Diversity and Team Performance
How does cognitive diversity in a group affect its performance? Prior research suggests that group cognitive diversity poses a performance tradeoff: diverse groups excel at creativity and innovation but struggle to take coordinated action.…
Asymptotically Optimal Control of a Centralized Dynamic Matching Market with General Utilities
We consider a matching market where buyers and sellers arrive according to independent Poisson processes at the same rate and independently abandon the market if not matched after an exponential amount of time with the same mean. In this…
Cancel Culture and Social Learning
We study social learning and information transmission in a sender-receiver game wherein senders may be attacked (“cancelled”) for challenging the status-quo beliefs. We find that cancellations (and self-censorship) don’t arise unless there is a…
Causality Redux: The Evolution of Empirical Methods in Accounting Research and the Growth of Quasi-Experiments
This paper reviews the empirical methods used in the accounting literature to draw causal inferences. Similar to other social science disciplines, recent years have seen a burgeoning growth in the use of methods that seek to provide as-if random…
Causality in Econometrics: Choice vs Chance
This essay describes the evolution and recent convergence of two methodological approaches to causal inference. The first one, in statistics, started with the analysis and design of randomized experiments. The second, in econometrics, focused on…
Contextual Bandits in a Survey Experiment on Charitable Giving: Within-Experiment Outcomes versus Policy Learning
We design and implement an adaptive experiment (a “contextual bandit”) to learn a targeted treatment assignment policy, where the goal is to use a participant’s survey responses to determine which charity to expose them to in a donation…
Emotion- Versus Reasoning-Based Drivers of Misinformation Sharing: A Field Experiment Using Text Message Courses in Kenya
Two leading hypotheses for why individuals unintentionally share misinformation are that 1) they are unable to recognize that a post contains misinformation, and 2) they make impulsive, emotional sharing decisions without thinking about whether a…
Evaluating Deliberative Competence: A Simple Method with an Application to Financial Choice
We examine methods for evaluating interventions designed to improve decision-making quality when people misunderstand the consequences of their choices. In an experiment involving financial education, conventional outcome metrics (financial…
Fragmenting Markets: Post-Crisis Bank Regulations and Financial Market Liquidity
Post-crisis capital regulations and new failure-resolution rules increased the funding costs that are borne by bank shareholders, and thus the cost to buy-side firms for access to space on the balance sheets of large banks. A policy implication…
Gender and Culture in Organizations: Perceptions, Beliefs and Experiences
Our efforts here represent an exploratory attempt to make some progress on developing a fuller understanding of gender and organizational culture. In doing so, we report on a wide-ranging survey we administered to a sample of full-time workers (…
Government Policy, Strategic Consumer Behavior, and Spillovers to Retailers: The Case of Demonetization in India
This paper studies strategic consumer shopping behavior in response to a macroeconomic policy and quantifies its unintended consequences for retailers vis-à-vis the policy goal. Using transaction-level data from a large retail chain in India, we…
How Abundant Are Reserves? Evidence from the Wholesale Payment System
Before the era of large central bank balance sheets, banks relied on incoming payments to fund outgoing payments in order to conserve scarce liquidity. Even in the era of large central bank balance sheets, rather than funding payments with…