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Measuring the Effects of the Covid-19 Delta Wave on the U.S. Hourly Labor Market
In this article, we take a closer look at the implications of rising Covid-19 cases and vaccination rates for the U.S. hourly labor market. To do so, we rely on geographic variation in the high-frequency data collected by the firm Homebase with its timekeeping software. This data source allows us to make use of U.S. state-level variation on a daily basis in order to decompose the effects on hourly employees and hours worked from both rising cases and vaccinations.
Working Paper
Pandemic Recessions and Contact Tracing
We study contact tracing in a new macro-epidemiological model in which infected agents may not show any symptoms of the disease and the availability of tests to detect these asymptomatic spreaders of the virus is limited. Contact tracing is a testing strategy aiming at reconstructing the infection chain of newly symptomatic agents. A coordination failure arises as agents fail to internalize that their individual consumption and labor decisions raise the number of traceable contacts to be tested, threatening the viability of the tracing system. The collapse of the tracing system considerably ...
Working Paper
Health-care reform or labor market reform? a quantitative analysis of the Affordable Care Act
An equilibrium model with ?rm and worker heterogeneity is constructed to analyze labor market and welfare implications of the Patient Protection and Affordable Care Act (ACA). Our model implies a signi?cant reduction in the uninsured rate from 22.6 percent to 5.6 percent. {{p}} The model predicts a moderate positive welfare gain from the ACA, due to redistribution of income through Health Insurance Subsidies at the Exchange as well as Medicaid expansion. About 2.1 million more part-time jobs are created under the ACA, in expense of 1.6 million full-time jobs, mainly because the link between ...
Working Paper
The Dynamics of the Smoking Wage Penalty
Cigarette smokers earn significantly less than nonsmokers, but the magnitude of the smoking wage gap and the pathways by which it originates are unclear. Proposed mechanisms often focus on spot differences in employee productivity or employer preferences, neglecting the dynamic nature of human capital development and addiction. In this paper, we formulate a dynamic model of young workers as they transition from schooling to the labor market, a period in which the lifetime trajectory of wages is being developed. We estimate the model with data from the National Longitudinal Survey of Youth, ...
Working Paper
Modern Pandemics: Recession and Recovery
We examine the immediate effects and bounce-back from six modern health crises: 1968 Flu, SARS (2003), H1N1 (2009), MERS (2012), Ebola (2014), and Zika (2016). Time-series models for a large cross-section of countries indicate that real GDP growth falls by around three percentage points in affected countries relative to unaffected countries in the year of the outbreak. Bounce-back in GDP growth is rapid, but output is still below pre-shock level five years later. Unemployment for less educated workers is higher and exhibits more persistence, and there is significantly greater persistence in ...
Report
A Parsimonious Behavioral SEIR Model of the 2020 COVID Epidemic in the United States and the United Kingdom
I present a behavioral epidemiological model of the evolution of the COVID epidemic in the United States and the United Kingdom over the past 12 months. The model includes the introduction of a new, more contagious variant in the UK in early fall and the US in mid December. The model is behavioral in that activity, and thus transmission, responds endogenously to the daily death rate. I show that with only seasonal variation in the transmission rate and pandemic fatigue modeled as a one-time reduction in the semi-elasticity of the transmission rate to the daily death rate late in the year, the ...
Working Paper
Societal Disruptions and Child Mental Health: Evidence from ADHD Diagnosis During the Covid-19 Pandemic
We study how the societal disruptions of the Covid-19 pandemic impacted diagnosis of a prevalent childhood mental health condition, Attention Deficit Hyperactivity Disorder (ADHD). Using both nationwide private health insurance claims and a state’s comprehensive electronic health records, we compare children exposed to the pandemic to same aged children prior to the pandemic. We find the pandemic reduced new ADHD diagnoses by 8.6% among boys and 11.0% among girls nationwide through February 2021. We further show that higher levels of in-person schooling in fall 2020 dampened the decline for ...
Working Paper
The Impact of Car Pollution on Infant and Child Health: Evidence from Emissions Cheating
Car exhaust is a major source of air pollution, but little is known about its impacts on population health. We exploit the dispersion of emissions-cheating diesel cars?which secretly polluted up to 150 times as much as gasoline cars?across the United States from 2008-2015 as a natural experiment to measure the health impact of car pollution. Using the universe of vehicle registrations, we demonstrate that a 10 percent cheating-induced increase in car exhaust increases rates of low birth weight and acute asthma attacks among children by 1.9 and 8.0 percent, respectively. These health impacts ...
Working Paper
Opioids and the Labor Market
This paper quantifies the relationship between local opioid prescription rates and labor market outcomes in the United States between 2006 and 2016. To understand this relationship at the national level, we assemble a data set that allows us both to include rural areas and to estimate the relationship at a disaggregated level. We control for geographic variation in both short-term and long-term economic conditions. In our preferred specification, a 10 percent higher local prescription rate is associated with a lower prime-age labor force participation rate of 0.53 percentage points for men ...
Working Paper
Opioids and the Labor Market
This paper studies the relationship between local opioid prescription rates and labor market outcomes for prime-age men and women between 2006 and 2016. We estimate the relationship at the most disaggregated level feasible in the American Community Survey in order to provide estimates that include rural areas that have, in some cases, seen particularly high prescription rates. Given the limited time period, it is particularly important to account for geographic variation in both short-term and long-term economic conditions. We estimate three panel models to control for evolving local economic ...