# Episode 8: Housing Questions

Connects ACS housing measures to planning questions without overclaiming.

## Sources and attribution

- [Discovering the American Community Survey](https://www.census.gov/data/academy/courses/discovering-the-american-community-survey.html) by Vicki Mack and U.S. Census Bureau; published by U.S. Census Bureau Census Academy.
- [Understanding and Using American Community Survey Data: What All Data Users Need to Know](https://www.census.gov/content/dam/Census/library/publications/2020/acs/acs_general_handbook_2020.pdf) by U.S. Census Bureau; published by U.S. Census Bureau.
- [General Plan: Housing Element](https://www.torranceca.gov/Government/Departments-Offices/Departments-Offices/Community-Development/Planning-Division/Comprehensive-Planning/General-Plan) by City of Torrance; published by City of Torrance.

This episode is an independent study production based on the sources listed above. Source attribution does not imply affiliation, approval, sponsorship, or endorsement by any author, publisher, or institution.

## License

U.S. Government work not subject to copyright in the United States; third-party material excluded; Copyrighted local government webpage; facts summarized with attribution, no expressive text reproduced

## Production notes

Independent educational production. Not an official U.S. Census Bureau or City of Torrance course, not endorsed or certified by either, and not legal or statistical advice. The narration is an original synthesis. Verify current law, guidance, course requirements, and source terms before relying on it.

Stable episode ID: `44cdef5d-d1ad-5462-95e5-5951268eeb2e`

## Transcript

This episode focuses on housing measures. Census data becomes useful when the population, measure, geography, and time period are stated before anyone searches for a number.

Housing questions need both a unit and a universe. Total units, occupied units, owner-occupied units, renter-occupied units, households, and people in households support different measures.

ACS topics include tenure, vacancy, structure type, year built, costs, value, rent, rooms, bedrooms, vehicles, and housing-cost burden. Definitions and denominators determine whether two percentages can be compared.

Survey evidence describes conditions. It does not by itself establish zoning capacity, project feasibility, legal compliance, or the City's adopted housing program. Pair it with local planning records while keeping each source's role distinct.

Torrance application segment. This local application is separate from the Census Academy instruction. The cited City of Torrance primary source is General Plan: Housing Element materials, published at https://www.torranceca.gov/Government/Departments-Offices/Departments-Offices/Community-Development/Planning-Division/Comprehensive-Planning/General-Plan. For a local analysis, use ACS housing characteristics as context, then cite the City's adopted Housing Element separately for policies, programs, and sites. Do not present City policy or administrative records as Census Bureau findings, and do not present a federal estimate as adopted City policy.

Keep a reproducibility packet containing the question, source URLs, exact vintage, table or query, geography codes, raw result, calculations, and uncertainty note. This narration is an original synthesis of cited U.S. Census Bureau government works and separately cited City of Torrance material. Third-party videos, software, graphics, and linked works are excluded. This product uses Census Bureau information but is not endorsed or certified by the Census Bureau. It is not an official City product and does not imply City endorsement.