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The Measurement of Social Capital in America: A Reassessment
One of the more successful approaches to the measurement of social capital across US counties relies on a two-step algorithm procedure. In the first step, ten variables accounting for the per capita number of various types of voluntary organizations are averaged to generate an Aggregate Index. In th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9547102/ https://www.ncbi.nlm.nih.gov/pubmed/36245937 http://dx.doi.org/10.1007/s11205-022-03007-3 |
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author | Vâlsan, Călin Goschin, Zizi Druică, Elena |
author_facet | Vâlsan, Călin Goschin, Zizi Druică, Elena |
author_sort | Vâlsan, Călin |
collection | PubMed |
description | One of the more successful approaches to the measurement of social capital across US counties relies on a two-step algorithm procedure. In the first step, ten variables accounting for the per capita number of various types of voluntary organizations are averaged to generate an Aggregate Index. In the second step, the Aggregate Index and three other factors are used to extract an overall Social Capital Index. Here, we propose several methodological improvements to this already solid methodology. We replace the Aggregate Index calculated as a simple average with a measure generated with principal component analysis, and subsequently with a formative partial least squares dimension-reduction procedure. We explore variations of these procedures, according to the rent-seeking nature of the organizations that make up our groupings. We illustrate our methodology by using US county data. We find that, even when holding the normative concept and the data constant we generate alternative metrics with different characteristics. This result has far-reaching implications for both the theory of social capital and the public policies that rely on the evidence surrounding social capital. There appears to be an inherent arbitrariness to measuring complex social phenomena using a reductionist analytical framework. At the same time, there are limits to evidence-based policy interventions. These limits need to be mitigated with a balanced approach relying on both analytical tools and qualitative evaluations. |
format | Online Article Text |
id | pubmed-9547102 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-95471022022-10-11 The Measurement of Social Capital in America: A Reassessment Vâlsan, Călin Goschin, Zizi Druică, Elena Soc Indic Res Original Research One of the more successful approaches to the measurement of social capital across US counties relies on a two-step algorithm procedure. In the first step, ten variables accounting for the per capita number of various types of voluntary organizations are averaged to generate an Aggregate Index. In the second step, the Aggregate Index and three other factors are used to extract an overall Social Capital Index. Here, we propose several methodological improvements to this already solid methodology. We replace the Aggregate Index calculated as a simple average with a measure generated with principal component analysis, and subsequently with a formative partial least squares dimension-reduction procedure. We explore variations of these procedures, according to the rent-seeking nature of the organizations that make up our groupings. We illustrate our methodology by using US county data. We find that, even when holding the normative concept and the data constant we generate alternative metrics with different characteristics. This result has far-reaching implications for both the theory of social capital and the public policies that rely on the evidence surrounding social capital. There appears to be an inherent arbitrariness to measuring complex social phenomena using a reductionist analytical framework. At the same time, there are limits to evidence-based policy interventions. These limits need to be mitigated with a balanced approach relying on both analytical tools and qualitative evaluations. Springer Netherlands 2022-10-08 2023 /pmc/articles/PMC9547102/ /pubmed/36245937 http://dx.doi.org/10.1007/s11205-022-03007-3 Text en © The Author(s), under exclusive licence to Springer Nature B.V. 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Vâlsan, Călin Goschin, Zizi Druică, Elena The Measurement of Social Capital in America: A Reassessment |
title | The Measurement of Social Capital in America: A Reassessment |
title_full | The Measurement of Social Capital in America: A Reassessment |
title_fullStr | The Measurement of Social Capital in America: A Reassessment |
title_full_unstemmed | The Measurement of Social Capital in America: A Reassessment |
title_short | The Measurement of Social Capital in America: A Reassessment |
title_sort | measurement of social capital in america: a reassessment |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9547102/ https://www.ncbi.nlm.nih.gov/pubmed/36245937 http://dx.doi.org/10.1007/s11205-022-03007-3 |
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