Access and Participation

What this module is about

How people actually experience getting help: how long they wait (Wait_Time_Minutes, Survey_Channel), and whether they're enrolled in the federal benefit that should be reaching them (SNAP_Participant).

What you'll achieve

You'll compare a service-quality metric across channels, then compute a participation rate — a ratio, not just a count — segmented two ways at once.

Exercises

5. Compare average Wait_Time_Minutes by Survey_Channel.
6. Calculate the SNAP participation rate (SNAP_Participant) by Income_Band and Household_Size.

Why it matters

Wait time by channel tells you where service is straining. SNAP participation by income band and household size is the benefits-access question: eligibility and enrollment are not the same thing, and the gap between them is a real, measurable phenomenon.

Suggested tools

Pivot tables with two row/column fields, or pandas groupby on multiple keys.