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.

You may search for authors and topics and download copies of the work there.

Academic Area
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Vertical Integration between Hospitals and Insurers

José Ignacio Cuesta, Carlos Noton, Benjamín Vatter
May2019

The welfare effects of vertical integration are ambiguous. Cost efficiencies and the elimination of double marginalization may offset increases in market power and incentives to raise rivals’ costs. To study the effects of vertical…

Machine Learning Methods Economists Should Know About

Susan Athey, Guido W. Imbens
March242019

We discuss the relevance of the recent Machine Learning (ML) literature for economics and econometrics. First we discuss the differences in goals, methods and settings between the ML literature and the traditional econometrics and statistics…

Synthetic Difference in Differences

Dmitry Arkhangelsky, Susan Athey, David A. Hirshberg, Guido W. Imbens, Stefan Wager
February12019

We present a new perspective on the Synthetic Control (SC) method as a weighted least squares regression estimator with time fixed effects and unit weights. This perspective suggests a generalization with two way (both unit and time) fixed…

Experienced Segregation

Susan Athey, Billy Ferguson, Matthew Gentzkow, Tobias Schmidt
February2019

We introduce a novel measure of segregation, experienced isolation, that captures individuals’ exposure to diverse others in the places they visit over the course of their days. Using novel Global Positioning System (GPS) data collected…

The Roots of Health Inequality and the Value of Intra-Family Expertise

Yiqun Chen, Petra Persson, Maria Polyakova
February2019

Do differences in health literacy contribute to the widely documented health-income gradient? In the context of Sweden, we document a strong relationship between exposure to health-related expertise — captured by the presence of a health…

Optimal Dynamic Information Acquisitioned

Weijie Zhong
January202019

I study a dynamic model in which a decision-maker acquires information about the payoffs of different alternatives prior to making her decision. The key feature of the model is the flexibility of information: the decision-maker can choose any…

A Unified Model of Distress Risk Puzzles

Zhiyao Chen, Dirk Hackbarth, Ilya A. Strebulaev
January192019

We build a dynamic model to link two empirical patterns: the negative failure probability-return relation (Campbell, Hilscher, and Szilagyi, JF, 2008) and the positive distress risk premium-return relation (Friewald, Wagner, and Zechner, JF, 2014…

Estimation Considerations in Contextual Bandits

Maria Dimakopoulou, Susan Athey, Guido W. Imbens
December2018

Contextual bandit algorithms are sensitive to the estimation method of the outcome model as well as the exploration method used, particularly in the presence of rich heterogeneity or complex outcome models, which can lead to difficult…

Redistribution Through Markets

Piotr Dworczak, Scott Duke Kominers, Mohammad Akbarpour
November112018

When macroeconomic tools fail to respond to wealth inequality optimally, regulators can still seek to mitigate inequality within individual markets. A social planner with distributional preferences might distort allocative efficiency to achieve a…

Food Deserts and the Causes of Nutritional Inequality

Hunt Allcott, Rebecca Diamond, Jean-Pierre Dubé, Jessie Handbury, Ilya A. Rahkovsky, Molly Schnell
November92018

We study the causes of “nutritional inequality”: why the wealthy eat more healthfully than the poor in the United States. Exploiting supermarket entry, household moves to healthier neighborhoods, and purchasing patterns among households with…

Offline Multi-Action Policy Learning: Generalization and Optimization

Susan Athey, Zhengyuan Zhou, Stefan Wager
October102018

In many settings, a decision-maker wishes to learn a rule, or policy, that maps from observable characteristics of an individual to an action. Examples include selecting offers, prices, advertisements, or emails to send to consumers, as well as…

Older Americans Would Work Longer If Jobs Were Flexible

John Ameriks, Joseph Briggs, Andrew Caplin, Minjoon Lee, Matthew D. Shapiro, Christopher Tonetti
October22018

Older Americans, even those who are long retired, have strong willingness to work, especially in jobs with flexible schedules. For many, labor force participation near or after normal retirement age is limited more by a lack of acceptable job…

Economists (and Economics) in Tech Companies

Susan Athey, Michael Luca
September112018

As technology platforms have created new markets and new ways of acquiring information, economists have come to play an increasingly central role in tech companies – tackling problems such as platform design, strategy, pricing, and policy. Over…

School Choice with Unequal Outside Options

Mohammad Akbarpour, Winnie van Dijk
September2018

Students with identical valuations for public schools but unequal outside options have different opportunity costs of revealing their preferences. Consequently, manipulable mechanisms need not resolve conflicting preferences in a Pareto-improving…

Financing Entrepreneurship and Innovation in China: A Public Policy Perspective

Lin William Cong, Charles M. C. Lee, Yuanyu Qu, Tao Shen
August202018

This study reports on the current state-of-affairs in the funding of entrepreneurship and innovations in China and provides a broad survey of academic findings on the subject. We discuss the implications of these findings for public policies…

Credible Mechanisms

Mohammad Akbarpour, Shengwu Li
July162018

Consider an extensive-form mechanism, run by an auctioneer who communicates sequentially and privately with agents. Suppose the auctioneer can deviate from the rules provided that no single agent detects the deviation. A mechanism is credible if…

The Emergence of Cost Effective Battery Storage

Stephen D. Comello, Stefan J. Reichelstein
July2018

Energy storage will be key to overcoming the intermittency and variability of renewable energy sources, like wind and solar power. This paper proposes a cost metric for measuring the cost of energy storage and for identifying optimally sized…

Stable Predictions across Unknown Environments

Kun Kuang, Ruoxuan Xiong, Peng Cui, Susan Athey, Bo Li
June162018

In many important machine learning applications, the training distribution used to learn a probabilistic classifier differs from the testing distribution on which the classifier will be used to make predictions. Traditional methods correct the…

The Gender Earnings Gap in the Gig Economy: Evidence from over a Million Rideshare Drivers

Cody Cook, Rebecca Diamond, Jonathan Hall, John A. List, Paul Oyer
June72018

The growth of the “gig” economy generates worker flexibility that, some have speculated, will favor women. We explore one facet of the gig economy by examining labor supply choices and earnings among more than a million rideshare drivers on Uber…

The Long-Term-Care Insurance Puzzle: Modeling and Measurement

John Ameriks, Joseph Briggs, Andrew Caplin, Matthew D. Shapiro, Christopher Tonetti
June2018

Individuals face significant late-in-life risks, including needing long-term care (LTC). Yet, they hold little long-term care insurance (LTCI). Using both “strategic survey questions,” which identify preferences, and stated demand questions, this…