Evidence — data behind the tools.
Empirical analysis of ABLE Act effects on disposable income, wages, employment, and asset building. State-year adoption panel from 2016 to present. Impact modeling for policymakers. Sponsorship framework for non-federal employer partnerships. Developer API for machine access.
The Evidence Dashboard summarizes what we know.
It presents effect estimates on disposable income, wage income, employment, and labor-force participation from a modern staggered-treatment design using the state-year rollout of ABLE programs from 2016. The State-Year Data page provides the underlying panel with downloadable CSV. Impact Calculator lets a policymaker or analyst model age-expansion impact for a specific state or congressional district.
State-Level Analysis of Disability Income
Interactive US map with disability-support income, welfare receipt, and Medicaid participation from 2011 to 2022 by state. Yin (2026) replication panel with composite targeting priority score.
Evidence Dashboard
Data-driven estimates of ABLE Act effects on disposable income, wages, employment, and asset building using a staggered-treatment design. Cited to peer-review-ready working paper.
State-Year Data
Adoption, contributions, and average balance by state and year from 2016 to present. Downloadable panel data as CSV for research replication and secondary analysis.
Impact Calculator
Model the impact of the 2026 age expansion for a state or congressional district. For policymakers, legislative staff, and analysts preparing local fiscal-note or advocacy briefs.
Employer Partners
Three-tier sponsorship framework for non-federal matched-contribution partnerships with employers. Aligns with the Prong 1 objective on non-federal partnership incentives.
Developer API
Machine-readable JSON endpoints for ABLE eligibility rules, state plan fees, Qualified Disability Expense tags, and interaction rules with public benefits. Free with attribution.