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This episode focuses on program choice.

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Census data becomes useful when the population, measure, geography, and time period are stated before anyone searches for a number.

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Start with a question, not a table.

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Define the people or organizations, measure, geography, and time period before selecting a Census program.

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Population counts, household characteristics, housing conditions, business activity, and government finance come from different collections.

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Write the statistical universe in ordinary language.

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A value might describe residents, households, occupied housing units, workers, establishments with paid employees, or governments.

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A percentage without its denominator can answer a different question than the one a decision maker asked.

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Record the program, dataset, vintage, table or variable identifier, geography, and retrieval date.

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Keep survey estimates separate from administrative counts and preserve margins of error when supplied.

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The record is part of the finding.

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Torrance application segment.

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This local application is separate from the Census Academy instruction.

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The cited City of Torrance primary source is About Torrance, published at https://www.torranceca.gov/Government/About-Torrance.

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For a local analysis, use the City's baseline facts to frame a question, then select the federal program that actually measures it.

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Do not present City policy or administrative records as Census Bureau findings, and do not present a federal estimate as adopted City policy.

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Keep a reproducibility packet containing the question, source URLs, exact vintage, table or query, geography codes, raw result, calculations, and uncertainty note.

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This narration is an original synthesis of cited U.S.

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Census Bureau government works and separately cited City of Torrance material.

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Third-party videos, software, graphics, and linked works are excluded.

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This product uses Census Bureau information but is not endorsed or certified by the Census Bureau.

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It is not an official City product and does not imply City endorsement.