Western Demographics is identified in Academy District 20's August 6, 2026 packet as the district's contracted demographer. Shannon Bingham is named in the east-side elementary enrollment-management presentation.
| Source | Target | Mechanism | Flow | Evidence strength | Source basis |
|---|---|---|---|---|---|
| Academy District 20 | Western Demographics | demography contract | enrollment projections and planning data | direct evidence | enrollment-management presentation |
The packet does not include the executed contract, fees, assumptions workbook, model validation, or complete projection methodology. The projections inform a proposal; they do not establish Board adoption or future enrollment outcomes.
Atlas Trace retains a local research capture for provenance of the sources identified on this page. The capture and processing records remain local; they are not available through this wiki. Consult the identified sources for public access options where available. See Sources, access, and local retention.