Validation of spatially allocated small area estimates for 1880 Census demography

OBJECTIVE This paper details the validation of a methodology which spatially allocates Census microdata to census tracts, based on known, aggregate tract population distributions. To protect confidentiality, public-use microdata contain no spatial identifiers other than the code indicating the Publi...

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Main Authors: Matt Ruther, Galen Maclaurin, Stefan Leyk, Barbara Buttenfield, Nicholas Nagle
Format: Article
Language:English
Published: Max Planck Institute for Demographic Research 2013-09-01
Series:Demographic Research
Subjects:
Online Access:http://www.demographic-research.org/volumes/vol29/22/
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spelling doaj-d7b5a311c8fa4dc58b33661a8f4da6162020-11-24T22:32:49ZengMax Planck Institute for Demographic ResearchDemographic Research1435-98712013-09-012922Validation of spatially allocated small area estimates for 1880 Census demographyMatt RutherGalen MaclaurinStefan LeykBarbara ButtenfieldNicholas NagleOBJECTIVE This paper details the validation of a methodology which spatially allocates Census microdata to census tracts, based on known, aggregate tract population distributions. To protect confidentiality, public-use microdata contain no spatial identifiers other than the code indicating the Public Use Microdata Area (PUMA) in which the individual or household is located. Confirmatory information including the location of microdata households can only be obtained in a Census Research Data Center (CRDC). Due to restrictions in place at CRDCs, a systematic procedure for validating the spatial allocation methodology needs to be implemented prior to accessing CRDC data. METHODS This study demonstrates and evaluates such an approach, using historical census data for which a 100Š count of the full population is available at a fine spatial resolution. The approach described allows for testing of the behavior of a maximum entropy imputation and spatial allocation model under different specifications. The imputation and allocation is performed using a microdata sample of records drawn from the full 1880 Census enumeration and synthetic summary files created from the same source. The results of the allocation are then validated against the actual values from the 100Š count of 1880. RESULTS The results indicate that the validation procedure provides useful statistics, allowing an in-depth evaluation of the household allocation and identifying optimal configurations for model parameterization. This provides important insights as to how to design a validation procedure at a CRDC for spatial allocations using contemporary census data. http://www.demographic-research.org/volumes/vol29/22/census datasmall area estimationspatial allocation
collection DOAJ
language English
format Article
sources DOAJ
author Matt Ruther
Galen Maclaurin
Stefan Leyk
Barbara Buttenfield
Nicholas Nagle
spellingShingle Matt Ruther
Galen Maclaurin
Stefan Leyk
Barbara Buttenfield
Nicholas Nagle
Validation of spatially allocated small area estimates for 1880 Census demography
Demographic Research
census data
small area estimation
spatial allocation
author_facet Matt Ruther
Galen Maclaurin
Stefan Leyk
Barbara Buttenfield
Nicholas Nagle
author_sort Matt Ruther
title Validation of spatially allocated small area estimates for 1880 Census demography
title_short Validation of spatially allocated small area estimates for 1880 Census demography
title_full Validation of spatially allocated small area estimates for 1880 Census demography
title_fullStr Validation of spatially allocated small area estimates for 1880 Census demography
title_full_unstemmed Validation of spatially allocated small area estimates for 1880 Census demography
title_sort validation of spatially allocated small area estimates for 1880 census demography
publisher Max Planck Institute for Demographic Research
series Demographic Research
issn 1435-9871
publishDate 2013-09-01
description OBJECTIVE This paper details the validation of a methodology which spatially allocates Census microdata to census tracts, based on known, aggregate tract population distributions. To protect confidentiality, public-use microdata contain no spatial identifiers other than the code indicating the Public Use Microdata Area (PUMA) in which the individual or household is located. Confirmatory information including the location of microdata households can only be obtained in a Census Research Data Center (CRDC). Due to restrictions in place at CRDCs, a systematic procedure for validating the spatial allocation methodology needs to be implemented prior to accessing CRDC data. METHODS This study demonstrates and evaluates such an approach, using historical census data for which a 100Š count of the full population is available at a fine spatial resolution. The approach described allows for testing of the behavior of a maximum entropy imputation and spatial allocation model under different specifications. The imputation and allocation is performed using a microdata sample of records drawn from the full 1880 Census enumeration and synthetic summary files created from the same source. The results of the allocation are then validated against the actual values from the 100Š count of 1880. RESULTS The results indicate that the validation procedure provides useful statistics, allowing an in-depth evaluation of the household allocation and identifying optimal configurations for model parameterization. This provides important insights as to how to design a validation procedure at a CRDC for spatial allocations using contemporary census data.
topic census data
small area estimation
spatial allocation
url http://www.demographic-research.org/volumes/vol29/22/
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