Financial literacy and financial crime: A regression discontinuity approach


Financial crime is often treated as an enforcement issue. People break the rules, courts prosecute and regulators respond. But in reality, financial crime can also reflect financial pressure. Some individuals face poor balance sheets, poor debt management, and limited savings and stronger incentives to misuse the money placed in their trust. This paper presents a new perspective: financial education is not only about better family decisions. In fact, it may also reduce the likelihood that individuals will commit financial crimes.

Financial literacy and financial crime: A regression discontinuity approach

  • Paul G. Freed, John Hackney
  • Journal of Financial Economics, 2026
  • A version of this paper can be found here here
  • Want to read our summaries of academic finance papers? Check out ourAcademic Research OverviewCATEGORY

Key academic insights

Financial literacy reduces financial crime
The paper finds that mandatory high school financial education in Virginia significantly reduces the probability of being charged with a financial crime. Using a regression intercept model around the grade group boundary, the authors estimate a decrease of approximately 32% to 37% compared to the mean. The effect continues for at least six years after treatment.

The effect is focused on acquisition
The decrease is strongest for embezzlement, the type of financial crime most associated with financial stress and misappropriation of trust funds. The paper finds no comparable effects for fraud, forgery, or forgery. This suggests that financial education changes behavior most when financial pressure is a primary motive.

Financial literacy does not reduce all crime
The authors find no significant effect on violent crime, drug-related crime, vandalism, or other non-financial crimes. This is important because it shows that the course is not simply reducing criminal behavior broadly. The effect appears specific to financially motivated misconduct.

Low-income areas benefit more
Financial crime reduction is focused on individuals living in low-income neighborhoods. Individuals treated in these areas experience a 42% to 48% decrease in the likelihood of committing financial crimes compared to those in higher income areas. This supports the idea that financial constraints are central to the mechanism.

Financial education improves balance sheets
Using Census survey data, the paper shows that treated individuals reduce reliance on credit card debt, increase investments and are more likely to maintain savings accounts. These changes indicate stronger personal finances. Better financial habits can reduce the need or temptation to misuse funds.

Treated defendants appear less financially distressed
Among individuals who are ultimately charged with a financial crime, those who are exposed to financial literacy education are less likely to rely on public defenders or self-representation. This suggests that the intervention reduces the proportion of financially distressed individuals among financial crime defendants. Evidence reinforces the channel of financial constraints.

Results are not driven by avoidance or migration
The authors test whether treated individuals simply become better at hiding their crimes, leave Virginia, or choose different jobs or schools. They find little evidence for these alternative explanations. Suspicious activity reports and police incident data also fall, suggesting that actual financial crime falls rather than simply becoming harder to detect.

Practical applications for investment advisors

Treat financial literacy as risk prevention

Financial education does more than improve budgeting or investing. It can reduce the downstream risks associated with financial stress, poor debt management and weak household balance sheets.

Focus on financially constrained families
The strongest effects appear among individuals in low-income areas. Educational interventions may be particularly valuable for clients or communities facing liquidity pressures, limited savings, or high-cost debt.

Link education to behavior, not just knowledge
The newspaper shows that financial knowledge it affects real decisions: credit card use, savings and investment behavior. Advisors should emphasize practical application and not just abstract financial concepts.

Recognize wider social benefits
Financial literacy can create positive consequences beyond the individual. Better household financial management can reduce the harm to employers, small businesses and communities exposed to financial misconduct.

How to explain this to customers

“Financial literacy is often described as a way to help people budget, save and invest. But this paper shows that it can do something even wider. When people understand credit, savings and basic financial planning, they can be less likely to end up under severe financial pressure. This matters because some financial crimes, especially embezzlement, often arise when people are faced with money problems they feel they cannot share.

The most important chart from the paper

This figure illustrates the relative predictive power of taking a high school financial literacy course on the financial literacy metrics tested for different age groups. Sample data are from FINRA’s National Financial Capability Study (NFCS) surveys.

Results are hypothetical results and are NOT an indication of future results and do NOT represent returns actually achieved by any investor. Indices are not managed and do not reflect management or trading fees, and one cannot invest directly in an index.

ABSTRACT

This study investigates how financial education shapes individuals’ propensity to commit financial crimes. Using state-level administrative data on criminal charges linked to comprehensive public records, we exploit a policy-based discontinuity in grade-level assignment based on individual birth dates that exogenously requires certain high school cohorts to take a financial literacy course. Our estimates suggest that exposure to the course reduces the propensity to commit financial crimes by 37%. The decrease is driven by a decline in ownership and is stronger for low-income individuals. Additional evidence suggests that reductions are largely explained by improvements in household balance sheets.

Financial literacy and financial crime: A regression discontinuity approach originally published in Alpha Architect. Please read the Alpha Architect FINDINGS at your convenience.



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