Surveys & Guides
"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.
Policy Briefs
"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