Published & Forthcoming Surveys & Guides Policy Briefs
1
"Dynamic Inconsistency in Risky Choice: Evidence from the Lab and Field"
with Zwetelina Iliewa, Alex Imas, and Martin Weber
American Economic Review, 115(1): 330–363
We document a robust dynamic inconsistency in risky choice. Using a unique brokerage dataset and a series of experiments, we compare people's initial risk-taking plans to their subsequent decisions. Across settings, people accept risk as part of a "loss-exit" strategy — planning to continue taking risk after gains and stopping after losses. Actual behavior deviates from initial strategies by cutting gains early and chasing losses. More people accept risk when offered a commitment to their initial strategy. Our results help reconcile seemingly contradictory findings on risk-taking in static versus dynamic contexts. We explore implications for theory and welfare.
2
"Shale Shocked: Cash Windfalls and Household Debt Repayment"
with J.A. Cookson and E. Gilje
Journal of Financial Economics, 146(3): 905–931
Using individual credit bureau data matched with cash windfalls from fracking, we estimate that windfall recipients reduce debt-to-income by 2.4 percentage points relative to no-windfall controls. Debt repayment effects are 3 times stronger for subprime individuals than for prime individuals. Based on the timing of upfront versus continuing cash payments, debt repayment coincides with the timing of payments but not with news about future payments. These findings present a challenge for purely forward-looking models of debt. Indeed, when we incorporate a windfall shock into a forward-looking model, the model predicts an increase in debt that runs counter to our evidence of debt repayment.
3
"Biased by Choice: How Financial Constraints Can Reduce Financial Mistakes"
with Alex Imas
Review of Financial Studies, 35(4): 1643–1681
We show that constraints can improve financial decision-making by disciplining behavioral biases. In financial markets, restrictions on leverage limit traders' ability to borrow to open new positions. We demonstrate that regulation that restricts the provision of leverage to retail traders improves trading performance. By increasing the opportunity cost of postponing the realization of losses, leverage constraints improve traders' market timing and reduce their disposition effect. We replicate these findings in two distinct experimental settings, further isolating the mechanism and demonstrating generality of the results. The interaction between constraints and behavioral biases has implications for policy and choice architecture.
RFS Rising Scholar Award
4
"Personal Wealth, Self-Employment, and Business Ownership"
with A. Bellon, J.A. Cookson, and E. Gilje
Review of Financial Studies, 34(8): 3935–3975
We study the effect of personal wealth on entrepreneurial decisions using data on mineral payments from Texas shale drilling to individuals throughout the United States. Large cash windfalls increase business formation by 0.8 to 2.1 percentage points, but do not affect transitions to self-employment. By contrast, cash windfalls significantly extend self-employment spells, but do not affect the duration of business ownership. Our findings help reconcile contrasting findings in prior work: liquidity constraints have different effects on entrepreneurial activity that may depend on the entrepreneur's motivations.
5
"Politicizing Consumer Credit"
with Pat Akey and Stefan Lewellen
Journal of Financial Economics, 139(2): 627–655
Powerful politicians can interfere with the enforcement of regulations. As such, expected political interference can affect constituents' behavior. Using rotations of Senate committee chairs to identify variation in political power and expected regulatory relief, we study powerful politicians' effect on consumer lending to communities protected by fair-lending regulations. We find a 7.5% reduction in credit access to minority neighborhoods in states with new committee chairs. Larger reductions occur in Community Reinvestment Act-eligible neighborhoods and when Senators serve on committees that oversee the enforcement of fair-lending laws. Banks headquartered in powerful Senators' states are responsible for the reduction in credit access.
6
"YOLO: Mortality Beliefs and Household Finance Puzzles"
with Kristian Ove R. Myrseth and Raphael Schoenle
Journal of Finance, 74(6): 2957–2996
We study the effect of subjective mortality beliefs on life-cycle behavior. With new survey evidence, we document that survival is underestimated by the young and overestimated by the old. We calibrate a canonical life-cycle model to elicited beliefs. Relative to calibrations using actuarial probabilities, the young under-save by 26%, and retirees draw down their assets 27% slower, while the model's fit to consumption data improves by 88%. Cross-sectional regressions support the model's predictions: distorted mortality beliefs correlate with savings behavior while controlling for risk preferences, cognitive, and socioeconomic factors. Overweighting the likelihood of rare events contributes to mortality belief distortions.
Dimensional Fund Advisors Distinguished Paper Award TIAA Paul A. Samuelson Award Finalist
7
"Should Retail Investors' Leverage Be Limited?"
with Alp Simsek
Journal of Financial Economics, 132(3): 1–21 · Lead article
Does the provision of leverage to retail traders improve market quality or facilitate socially inefficient speculation that enriches financial intermediaries? We evaluate the effects of 2010 regulations that cap leverage in the U.S. retail foreign exchange market. Using three unique data sets and a difference-in-differences approach, we document that the leverage constraint reduces trading volume by 23%, alleviates high-leverage traders' losses by 40%, and reduces brokerages' operating capital by 25%. Yet, the policy does not affect the relative bid-ask prices charged by the brokerages. These results suggest the policy improves belief-neutral social welfare without reducing market liquidity.
Best Paper Finalist, SFS Cavalcade
8
"Growing Up Without Finance"
with James R. Brown and J. Anthony Cookson
Journal of Financial Economics, 134(3): 591–616
Early-life exposure to local financial institutions increases household financial inclusion and leads to long-term improvements in consumer credit outcomes. We identify the effect of local financial markets using Congressional legislation that led to unintended differences in financial market development across Native American reservations. Individuals from financially underdeveloped reservations enter consumer credit markets later, and upon reaching adulthood, have 10 point lower credit scores and 4 percentage point more delinquent accounts. These effects are long-lived and depreciate slowly after individuals move to more developed areas. Formative exposures to local banking improve consumer credit behavior by increasing financial literacy and financial trust.
TIAA Paul A. Samuelson Award Finalist Financial Times Social Impact List
9
"Law and Finance Matter: Lessons from Externally Imposed Courts"
with James R. Brown and J. Anthony Cookson
Review of Financial Studies, 30(3): 1019–1051
This paper provides novel evidence on the real and financial market effects of legal institutions. Our analysis exploits persistent and externally imposed differences in court enforcement that arose when the U.S. Congress assigned state courts to adjudicate contracts on a subset of Native American reservations. Using area-specific data on small business and household credit, reservations assigned to state courts, which enforce contracts more predictably than tribal courts, have stronger credit markets. Moreover, the law-driven component of credit market development is associated with significantly higher per capita income, with stronger effects in sectors that depend more on external financing.
Best Paper in Financial Markets & Institutions, FMA Annual Meetings
10
"Peer Pressure: Social Interaction and the Disposition Effect"
Review of Financial Studies, 29(11): 3177–3209
Social interaction contributes to some traders' disposition effect. New data from an investment-specific social network linked to individual-level trading records builds evidence of this connection. To credibly estimate causal peer effects, I exploit the staggered entry of retail brokerages into partnerships with the social trading web platform and compare trader activity before and after exposure to these new social conditions. Access to the social network nearly doubles the magnitude of a trader's disposition effect. Traders connected in the network develop correlated levels of the disposition effect, a finding that can be replicated using workhorse data from a large discount brokerage.
11
"Courting Economic Development"
with James R. Brown and J. Anthony Cookson
World Bank Economic Review, 30(3): S176–S187
We show that court enforcement uncertainty hinders economic development using sharp variation in judiciaries across Native American reservations in the United States. Congressional legislation passed in 1953 assigned state courts the authority to resolve civil disputes on a subset of reservations, while tribal courts retained authority on unaffected reservations. Although affected and unaffected reservations had similar economic conditions when the law passed, reservations under state courts experienced significantly greater long-run growth. When we examine the distribution of incomes across reservations, the average difference in development is due to the lower incomes of the most impoverished reservations with tribal courts. We show that the relative under-development of reservations with tribal courts is driven by reservations with the most uncertainty in court enforcement.
12
"Friends Do Let Friends Buy Stocks Actively"
Journal of Economic Behavior and Organization, 107B(11): 527–540
This research is the first to provide empirical evidence that social interaction is more prevalent amongst active rather than passive investors. While previous empirical work, spearheaded by Hong, Kubik, and Stein (2004), shows that proxies for sociability are related to participation in asset markets, the literature is unable to distinguish between the types of participants because of data limitations. I address this shortcoming by using data from the Consumer Expenditure Quarterly Interview Survey on individual holdings, and buying and selling of financial assets as well as expenditure variables which imply variation in the level of social activity. My findings support a new explanation for the active investing puzzle in which informal communication tends to promote active rather than passive strategies (Han and Hirshleifer 2012).
13
"Facebook Finance: How Social Interaction Propagates Active Investing"
with D. Simon
Federal Reserve Bank of Cleveland Working Paper Series, No. 1522 (2015)
This paper shows how active investing strategies propagate through social connections in a network of retail traders, using a new database of social activity linked to individual-level trading records. A trader's good short-term performance causes them to contact others. A trader's activity increases when peers perform well and increase communication. We use the staggered entry of brokerages into partnerships with the social networking platform, which is a necessary precursor for traders to access the network, to argue these effects are causal. This pattern of communication supports active trading, even though the network reveals the low success rate of retail traders.
"Financial Decision Making in the Age of AI"
SSRN (February 2026)
This article gives perspective on the academic literature on personal financial decision making. I explore three main domains of financial choices: savings versus consumption, investment decision making, and choices around debt. In each domain, people behave in ways that deviate from normative prescriptions of financial economics. I explore the main drivers of financial decisions that result in these deviations. The article concludes with a forward-looking perspective of how generative artificial intelligence (GenAI) might reshape the landscape of individual's financial decisions.
"Subjective Beliefs, Saving, and Spending for Retirement"
Wharton Pension Research Council Working Paper No. 2024-13 (October 2024)
Beliefs about future events are crucial to the decisions that people make when developing financial plans over the life cycle. Yet peoples' subjective beliefs can often differ from the objective probabilities that economists and financial planners use in their models. This chapter discusses findings on subjective beliefs, how people might form their beliefs, and how these beliefs affect conclusions drawn from a classical economic life cycle model. I highlight a specific divergence between subjective beliefs and objective probabilities: subjective beliefs about peoples' mortality.
"Navigating Credit Bureau Data: Field Notes for Researchers"
SSRN Working Paper 4891923 (2024)
This guide instructs researchers on effectively utilizing credit bureau data for academic research. It outlines the potential research applications of credit bureau data, such as examining household debt, financial health, credit supply, and the effects of personal debt on economic activity. The guide also addresses the strengths and limitations of this data, the process of acquiring it from vendors, and best practices for merging it with other data sources.
"Are People Overconfident about Avoiding COVID‑19?"
with Haoyang Liu and Xiaohan Zhang · Liberty Street Economics, Federal Reserve Bank of New York, October 2020
Using the Federal Reserve Bank of New York's Survey of Consumer Expectations, we document that people expect significantly lower personal exposure to COVID-19 than they attribute to the general public — a gap of 17.5 percentage points at the three-month horizon. This overconfidence is stronger among higher-income and younger households and fades over longer horizons. Overconfidence is distinct from absolute confidence: high-income respondents still perceive greater personal risk than low-income respondents, even while perceiving themselves as less exposed than the public. These behavioral biases may have contributed to the difficulty of containing the virus.
"Intergenerational Homeownership and Mortgage Distress"
with N. Fritsch · FRB-Cleveland Economic Commentary, June 2020
Rates of US homeownership have declined in the past two decades, and the decline has been especially pronounced for young adults. Motivated by recent research that explores the ways in which personal experiences can affect financial attitudes and beliefs, we explore whether the negative homeownership experiences of parents during the 2008 financial crisis could have caused their children to view homeownership less favorably. We find that parental mortgage distress negatively correlates with the probability that a child will purchase a home, and we explore various channels through which this link may occur.
"Geographic Mobility and Consumer Financial Health: Evidence from Oil Production Boom Towns"
with N. Fritsch · FRB-Cleveland Economic Commentary, 2016