Eligibility First explains how online eligibility pre-screeners and benefit calculators actually work—the logic, assumptions, and data limitations behind tools used for programs like SNAP, Medicaid, ACA subsidies, LIHEAP, and various utility or retail discount programs. We look at why the same household can get a ‘yes’ from one screener and a ‘no’ from another, and what that gap usually means in practice.
This site is for anyone trying to make sense of conflicting results: applicants, caseworkers, researchers, or just people who are curious about how these tools are built and where they fall short. We break down common design patterns—income thresholds, household size rules, asset tests, categorical eligibility shortcuts—and explain how small differences in inputs or outdated program rules can change an outcome.
Eligibility First provides general information and explanation only. It is not legal, financial, or benefits advice, and it does not determine your eligibility for any program. For an authoritative answer, you’ll need to apply through the official program or agency.