Sports Betting Across Borders: Spatial Spillovers, Credit Distress, and Fiscal Externalities

Resource Library Item
Author(s): Jacob Goss and Daniel Mangrum
Year Published: 2026

Overview

The Federal Reserve Bank of New York studied effects on betting and consumer credit, emphasizing spatial spillovers across state lines. The study used consumer spending data and an extended two-way fixed effects framework that separately identified direct and spillover effects.

 

Quantitative Data

General
  • 1% increase in people using online sportsbooks after legalization (from ~0.6% to 3.7%).
  • 900% increase in total sportsbook spending following legalization (roughly tenfold).
  • $40 per person per quarter average sportsbook spending after legalization (long-run level).
  • 1% increase in quarterly sportsbook deposit participation (near-zero baseline).
  • 10%–15% of adults report betting at an online sportsbook in the past year.
  • 31 percentage point increase in overall delinquency in the full population.
  • ~97% of the population doesnot participate in betting (limiting average population harm).
  • Data from Spillover Areas (area just outside the New York State boarder).
    • 132% increase in total sportsbook spending in spillover areas.
    • 18 percentage point increase in delinquency in spillover areas.
    • 4 percentage point increase in sportsbook participation in spillover areas (locations just outside the New York State boarder).
    • $5 per person per quarter average spending in spillover areas.
Demographics
  • 67% of bettors are age 44 or younger, indicating concentration among younger adults.
  • 48% of men ages 18–49 report having an online sportsbook account.
  • 02 percentage point increase in credit card delinquencies among adults under 40.
  • 55 percentage point increase in auto loan delinquencies among adults under 40.
  • 78 percentage point increase in auto loan delinquencies (spillover) for under 40.
  • 25 percentage point increase in credit card delinquencies (spillover) for under 40.
Financial
  • 51 percentage point increasein auto loan delinquencies among adults ages 40–64.
  • ~3% of population drives most of the financial impact.
Policy
  • 1% increase in participation, showing strong policy-driven behavioral change following legalization.
  • Data from Spillover Areas
    • 4 percentage point increase in participation from spillover areas effects (showing that legalization impacts neighboring states).

 

Qualitative Data

Policy
  • Policy effects extend beyond borders, affecting both legal and non-legal states.
  • States near legal neighbors experience measurable financial harm even without legalization.
Gender
  • Gambling participation is concentrated among men and younger individuals.
Finance
  • Individuals under 40) showlarger increases in credit card and auto loan delinquencies.
Spillover Effects
  • Spillover exposure increases financial risk even in non-legal states.

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Protective Factor

  • Adults 65 and older.
  • Majority of population does not participate in betting.

 

Risk Factor

  • Individuals under 40 years old.
  • Male.
  • Credit harm.
  • Loan delinquencies.

 

Identified Recommendations

Research
  • Research should expand beyond credit outcomes to include:
    • Mental health impacts
    • Family outcomes
    • Social and behavioral effects
Policy
    • Policy evaluation should consider cross-state economic interactions, not isolated state effects.

Resource

Read Full Survey Summary

Citation

Goss, J., & Mangrum, D. (2026). Sports betting across borders: Spatial spillovers, credit distress, and fiscal externalities (Federal Reserve Bank of New York Staff Report No. 1184, revised March 2026). https://www.newyorkfed.org/medialibrary/media/research/staff_reports/sr1184.pdf

Further Reading