Finding County-Based Data from Hidden Sources Lisa Neidert Population Studies Center University of Michigan
Three Problems Produce county-based data from summary data Not all counties represented Produce county-based data from microdata County identifiers are not in microdata Produce county-based data from microdata County identifier in data Some county populations are too small for reliable data
American Community Survey (ACS) Replacement for the census long-form questionnaire 3,000,000 households a year County-level data every year Not quite
ACS Products Schedule
Distribution of US counties by size
Statistics based on ACS 1-year data: Unit is county
Statistics based on ACS 3-year data: Unit is county
What are PUMAs? Public Use Microdata areas Combination of population geographies that sum to at least 100,000 population. In rural areas, several counties will form a PUMA. In an urban area, a county will be subdivided into multiple PUMAs. PUMAs do not cross state boundaries Smallest geography available in the microdata.
Statistics based on ACS 3-year data: Unit is PUMA
Convert PUMA-based statistics to county-based statistics
PUMA-based statistic
Converted to county-based statistic
Example based on microdata Previous example used a table from summary data Distribution of the baby boom population Microdata allows user-generated table Distribution of earning equality among couples
Where do couples have egalitarian earnings profiles? Micro-data step
Where do couples have egalitarian earnings profiles? Micro-data step Produce PUMA-specific results
Where do couples have egalitarian earnings profiles? Micro-data step Produce PUMA-specific results Convert PUMA-based results to county-based using cross-walk
What about microdata with county identifiers? Identifiers on Natality Detail files | all counties identified | only counties > 100, | no state or county identifiers Distribution of births by county (1988) <100 | 512 counties <500 | 1,998 counties <1000 | 2,498 counties Some extreme cases Loving county, TX 2 births Hinsdale county, CO 3 births Petroleum county, MT 3 births
Solution Cumulate small population counties by PUMA Calculate Fertility measures Total Fertility Rate Timing of fertility events Non-marital childbearing Use cross-walk to assign PUMA characteristic to counties
Finished Product
Future Directions Cautionary Pseudo-county data Small population-based statistics County population may be incorrect weight Web-based tool (PUMA to County) Input PUMA-based table Output County-based table GIS ready Include indicator for multi-county PUMAs