Federal rules are uniform; two things are local.
SNAP, Medicaid coverage rules, ACA marketplace savings, the Earned Income Tax Credit, the poverty guidelines, and Section 8 all run on national rules, so they read the same in every state. The childcare subsidy and the state income tax are set by each state, so those are the two we list per state. Whether a state expanded Medicaid also shifts who qualifies, so we track that alongside them.
Benefits taper smoothly, not all at once.
A benefit rarely switches off the moment you cross a line. Most fall away gradually as income rises, so the chart models each one as a continuous slope rather than a single on/off step. That is what lets the cliff show up where the combined drop actually bites, instead of at one artificial line.
Where a government link doesn't exist yet, we show a note.
Two rules are transcribed from sources that aren’t on a government (.gov) site: Ohio’s flat income tax, which we read from independent policy analyses, and Florida’s childcare program, documented on a .org site rather than .gov. In both cases the number is still in the model and disclosed above, but we mark it “no gov link yet” rather than invent one. When a government page becomes available, it replaces the note.