Who files for bankruptcy in the United States is not well understood. Previous research relied on small samples from national surveys or a small number of states from administrative records. I use over 10 million administrative bankruptcy records linked to the 2000 Decennial Census and the 2001-2009 American Community Surveys to understand who files for personal bankruptcy. Bankruptcy filers are middle income, more likely to be divorced, more likely to be black, more likely to have terminal high school degree or some college, and more likely to be middle-aged. Bankruptcy filers are more likely to be employed than the U.S. as a whole, and they are more likely to be employed 50-52 weeks. The bankruptcy population is aging faster than the U.S. population as a whole. Lastly, using the pseudo-panels I study what happens in the years around bankruptcy. Individuals are likely to get divorced in the years before bankruptcy and then remarry. Income falls before bankruptcy and then rises after bankruptcy.
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The Two-Income Trap:
Are Two-Earner Households More Financially Vulnerable?
June 2019
Working Paper Number:
CES-19-19
We test whether two-earner married couples are more likely to file for consumer bankruptcy in the future than similar married couples. Since two-earner households are unable to adjust their income on the extensive margin, they are more vulnerable to income shocks, and thus at risk of bankruptcy in the future. We find that two-earner married couples in 1999 are more likely to file for bankruptcy from 2002-2004 compared to other married couples. Additionally, we present supporting information that suggests that two-earner households have a higher average propensity to consume.
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Social Influence and the Consumer Bankruptcy Decision
January 2017
Working Paper Number:
CES-17-60
I examine the influence of neighbors on the consumer bankruptcy decision using administrative bankruptcy records linked the 2000 Decennial Census. Two empirical strategies remove unobserved common factors that affect identification. The first strategy uses small geographical areas to isolate neighborhood effects, and the second strategy identifies the effect using past bankruptcy filers who moved states. The findings from
both strategies reinforce each other and confirm the role of social influence on the bankruptcy decision. Having a past bankruptcy filer move into the block from a different state increases the likelihood of filing by 10 percent.
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Credit Access in the United States
July 2025
Working Paper Number:
CES-25-45
We construct new population-level linked administrative data to study households' access to credit in the United States. These data reveal large differences in credit access by race, class, and hometown. By age 25, Black individuals, those who grew up in low-income families, and those who grew up in certain areas (including the Southeast and Appalachia) have significantly lower credit scores than other groups. Consistent with lower scores generating credit constraints, these individuals have smaller balances, more credit inquiries, higher credit card utilization rates, and greater use of alternative higher-cost forms of credit. Tests for alternative definitions of algorithmic bias in credit scores yield results in opposite directions. From a calibration perspective, group-level differences in credit scores understate differences in delinquency: conditional on a given credit score, Black individuals and those from low-income families fall delinquent at relatively higher rates. From a balance perspective, these groups receive lower credit scores even when comparing those with the same future repayment behavior. Addressing both of these biases and expanding credit access to groups with lower credit scores requires addressing group-level differences in delinquency rates. These delinquencies emerge soon after individuals access credit in their early twenties, often due to missed payments on credit cards, student loans, and other bills. Comprehensive measures of individuals' income profiles, income volatility, and observed wealth explain only a small portion of these repayment gaps. In contrast, we find that the large variation in repayment across hometowns mostly reflects the causal effect of childhood exposure to these places. Places that promote upward income mobility also promote repayment and expand credit access even conditional on income, suggesting that common place-level factors may drive behaviors in both credit and labor markets. We discuss suggestive evidence for several mechanisms that drive our results, including the role of social and cultural capital. We conclude that gaps in credit access by race, class, and hometown have roots in childhood environments.
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Parental Death, Inheritance, and Labor Supply in the United States
December 2025
Working Paper Number:
CES-25-71
We are the first to study how inheritances affect labor supply in the U.S. using large-scale administrative data. Leveraging federal tax and Social Security records, we estimate event studies around parental death to investigate impacts on adult children. Our results indicate that the death of a last parent causes sizable gains in investment income'our main proxy for inheritances'and proportionate reductions in labor supply. On average, annual per-adult investment income at the tax unit level increases by about $300 (45 percent) and annual per-adult wage earnings decrease by $600 (2 percent). These earnings responses are large relative to the implied wealth transfer. Income effects are the dominant channel through which parental death reduces earnings, with children of wealthier parents exhibiting larger earnings reductions. Over six years, inheritances slightly equalize the distribution of investment income.
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The Effect of Housing Assistance Program on Labor Supply and Family Formation
August 2022
Working Paper Number:
CES-22-35
This paper studies the effect of U.S. Housing Choice Voucher Program Section 8 on low-income people' labor supply and family formation. I analyse this effect using data from the 2014 Panel and 2018 Panel of the restricted-use Survey of Income and Program Participation (SIPP). My economic approach is to explore the policy which assigns housing vouchers based on an income cutoff as an instrument to study the effect of housing vouchers on low-income people's employment and family formation. The assignment policy states that households with income lower than 50% of the median income for the MSA area are eligible for housing vouchers. With household eligibility status, I compare the households whose income is slightly below the income cutoff (eligible households) with the households whose income is slightly above the income cutoff (ineligible household) to identify the effect of housing vouchers on employment and family formation. I find that housing vouchers have a negative impact on individual labor supply through both extensive and intensive margins. In addition, housing vouchers also negatively impact family formation by decreasing marriage and increasing divorce rates. This project will contribute to understanding the effect of Section 8 Housing Vouchers on low-income households' labor supply and family formation.
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Bank Crises and Investor Confidence
January 2009
Working Paper Number:
CES-09-02
In addition to their direct effects, episodes of financial instability may decrease investor confidence. Measuring the impact of a crisis on investor confidence is complicated by the fact that it is difficult to disentangle the effect of investor confidence from coincident direct effects of the crisis. In order to isolate the effects of financial crises on investor confidence, we study the investment behavior of immigrants in the U.S. Our findings indicate that systemic banking crises have important effects on investor behavior. Immigrants who have experienced a banking crisis in their countries of origin are significantly less likely to have bank accounts in the U.S. This finding is robust to including important individual controls like wealth, education, income, and age. In addition, the effect of crises is robust to controlling for a variety of country of origin characteristics, including measures of financial and economic development and specifications with country of origin fixed effects.
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When It Rains It Pours: Under What Circumstances Does Job Loss Lead to Divorce
December 2013
Working Paper Number:
CES-13-62
Much of the previous research that has examined the effect of job loss on the probability of divorce rely on data from the 1970s-80s, a period of dramatic change in marital formation and dissolution. It is unclear how well this research pertains to more recent trends in marriage, divorce, and female labor force participation. This study uses data from the Survey of Income and Program Participation (SIPP) from 2000 to 2012 (thus including effects of the Great Recession) to examine how displacement (i.e., exogenous job loss) affects the probability of divorce. The author finds clear evidence that the effects of displacement appear to be asymmetric depending upon the gender of the job loser. Specifically, displacement significantly increases the probability of divorce but only if the husband is the spouse that is displaced and his earnings represented approximately half of the household's earnings prior to displacement. Similarly, results show that the probability of divorce increases if the wife is employed and as her earnings increase. While the mechanism behind these asymmetric results remains unclear, these results are consistent with recent research that finds a destabilizing effect on marriages when a wife earns more than her husband.
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Tax Preparers, Refund Anticipation Products, and EITC Noncompliance
December 2017
Working Paper Number:
carra-2017-10
This work examines whether the availability of tax refund anticipation products (either in the form of a loan or a temporary bank account) is associated with higher non-compliance rates for the Earned Income Tax Credit (EITC). Refund anticipation products are offered by tax preparers as a way for taxpayers to receive a refund faster or to have the tax preparation fee paid from the refund (or both). These products are, on average, costly for taxpayers compared with the average value of a refund, and they are often marketed to low-income taxpayers who may be liquidity constrained or unbanked. Both tax preparers and taxpayers have perverse incentives to use these products, and the temptation of a large refund (for the taxpayer) and added fees and interest (for the tax preparer) may induce erroneous claiming of credits. The paper examines the association between refund anticipation product use and the overpayment of EITC using tax records and survey data linked at the individual level. For taxpayers in the Current Population Survey Annual and Social Economic Supplement, EITC eligibility is estimated based on household characteristics and combined survey and administrative income information; the data include EITC credit receipt, the use of paid tax preparation or online filing, and the receipt of a refund anticipation product. Both the incorrect payment of EITC and the value of EITC overpayment are associated with preparer use, and to a lesser extent with the use of online filing, when compared with paper filing. Incorrect payment is exacerbated for preparer and online filing when a refund anticipation product is purchased. Finally, an exogenous price shock to the tax preparation industry occurred in 2010. This allows for separately identifying a 'preparer effect' on EITC noncompliance. The rate of incorrect payment and the dollar value of overpayment increased in the tax year of the shock for those using a preparer and buying a product.
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Household Wealth and Entrepreneurial Career Choices: Evidence from Climate Disasters
July 2024
Working Paper Number:
CES-24-39
This study investigates how household wealth affects the human capital of startups, based on U.S. Census individual-level employment data, deed records, and geographic information system (GIS) data. Using floods as a wealth shock, a regression discontinuity analysis shows inundated residents are 7% less likely to work in startups relative to their neighbors outside the flood boundary, within a 0.1-mile-wide band. The effect is more pronounced for homeowners, consistent with the wealth effect. The career distortion leads to a significant long-run income loss, highlighting the importance of self-insurance for human capital allocation.
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The Demographics of the Recipients of the First Economic Impact Payment
May 2023
Working Paper Number:
CES-23-24
Starting in April 2020, the federal government began to distribute Economic Impact Payments (EIPs) in response to the health and economic crisis caused by COVID-19. More than 160 million payments were disbursed. We produce statistics concerning the receipt of EIPs by individuals and households across key demographic subgroups. We find that payments went out particularly quickly to households with children and lower-income households, and the rate of receipt was quite high for individuals over age 60, likely due to a coordinated effort to issue payments automatically to Social Security recipients. We disaggregate statistics by race/ethnicity to document whether racial disparities arose in EIP disbursement. Receipt rates were high overall, with limited differences across racial/ethnic subgroups. We provide a set of detailed counts in tables for use by the public.
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