Before we predict permit times: what four city permit feeds actually contain

A feed probe for the new build-data research programme, with row counts for Chicago, San Francisco and Austin and one survivorship trap.

Research findings · 1 min read · Source
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The new build-data programme asks whether open permit records predict how long a permit, and the build behind it, take. Before any model, we counted what the feeds hold (public APIs, 2026-10-31).

City feedRowsIssuedCompleted
Chicago851,778851,778no field probed
San Francisco1,297,6571,233,195750,188
Austin2,382,9392,382,9392,184,191

The trap: every Chicago row has an issue date, so the feed holds only permits that were issued. A model of "days to issue" trained on it never sees a permit that stalled or died, and will look better than it is. The proposal treats this as censoring and keeps Chicago out of claims that depend on it. NYC is excluded until its licence is checked.

Nothing has been modelled yet. The proposal lists four hypotheses that a held-out final year can refute. Written with AI assistance; not professional advice.

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