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Identifying the Components of Social Capital by Categorical Principal Component Analysis (CATPCA)

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  • Nasir Saukani

    (National University of Malaysia)

  • Noor Azina Ismail

    (University of Malaya)

Abstract

Social capital is a promising concept, widely used by social science researchers in analysing factors that contribute to the persistence of various economic issues. Unfortunately, the search for the best way to define, measure and classify the appropriate components that constitute this intangible form of capital is far from complete. Generally, data on social capital are qualitative in nature (mostly of the nominal and ordinal types) and encompass a large number of variables. This challenges the researcher to find the best way to reduce these data to a small number of composites to be used as a proxy of measurement in further analysis. Although principal component analysis (PCA) is considered an appropriate method and has been widely adopted in past studies, the requirement that data must be at the numeric measurement level, as well as the assumptions of linear relationships between variables, might hinder the use of PCA in working with social capital data. Categorical principal component analysis (CATPCA) is a more flexible alternative, suitable for variables of mixed measurement levels (nominal, ordinal, and numeric) that may not be linearly related to each other. Based on theory and past studies, questionnaires have been constructed and fieldwork has been carried out to gather data on social capital in Malaysia. Later, using CATPCA, 42 potential variables were identified to represent components of social capital. Final results indicate that after withdrawing 9 variables with bad fits, CATPCA has categorized the balance of 33 variables into four dimensions of social capital. These dimensions can be described by 5 principal components, which have been identified as influence of spirituality and culture, benefits from interaction with friend, trusted person during financial difficulties, benefits from financial aid receive and benefits from involvement in association. The first component represents culture/spirituality, the new dimension created by this study to address social capital from the perspective of a developing country. The second, third, fourth and fifth components are in line with the consensus reached by scholars and advocates regarding the elements or components of social capital. The second and fifth actually fall under the rubrics of the social relation/networks dimension while the third and fourth under trust and norms.

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  • Nasir Saukani & Noor Azina Ismail, 2019. "Identifying the Components of Social Capital by Categorical Principal Component Analysis (CATPCA)," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(2), pages 631-655, January.
    • Handle: RePEc:spr:soinre:v:141:y:2019:i:2:d:10.1007_s11205-018-1842-2
    DOI: 10.1007/s11205-018-1842-2
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    1. Marcel Fafchamps, 2006. "Development and social capital," Journal of Development Studies, Taylor & Francis Journals, vol. 42(7), pages 1180-1198.
    2. Flavio Comim & Pedro V. Amaral, 2013. "The Human Values Index: conceptual foundations and evidence from Brazil," Cambridge Journal of Economics, Oxford University Press, vol. 37(6), pages 1221-1241.
    3. Tiepoh, M. Geepu Nah & Reimer, Bill, 2004. "Social capital, information flows, and income creation in rural Canada: a cross-community analysis," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 33(4), pages 427-448, September.
    4. Fabio Sabatini & Francesca Modena & Ermanno Tortia, 2014. "Do cooperative enterprises create social trust?," Small Business Economics, Springer, vol. 42(3), pages 621-641, March.
    5. Winters, Paul & Davis, Benjamin & Corral, Leonardo, 2002. "Assets, activities and income generation in rural Mexico: factoring in social and public capital," Agricultural Economics, Blackwell, vol. 27(2), pages 139-156, August.
    6. Robinson, Lindon J. & Siles, Marcelo E., 1999. "Social capital and household income distributions in the United States: 1980, 1990," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 28(1), pages 43-93.
    7. Thomas Poder, 2011. "What is Really Social Capital? A Critical Review," Post-Print halshs-00666917, HAL.
    8. John Maluccio & Lawrence Haddad & Julian May, 2000. "Social capital and household welfare in South Africa, 1993-98," Journal of Development Studies, Taylor & Francis Journals, vol. 36(6), pages 54-81.
    9. Wolz Axel & Fritzsch Jana & Nedoborovskyy Andriy & Buchenrieder Gertrud, 2010. "Does Cooperation Pay? The Role of Social Capital among Household Plot Farmers in Ukraine," South East European Journal of Economics and Business, Sciendo, vol. 5(2), pages 55-64, November.
    10. Stephen Knowles, 2006. "Is Social Capital Part of the Institutions Continuum and is it a Deep Determinant of Development?," WIDER Working Paper Series RP2006-25, World Institute for Development Economic Research (UNU-WIDER).
    11. Marta Portela & Isabel Neira & Maria del Salinas-Jiménez, 2013. "Social Capital and Subjective Wellbeing in Europe: A New Approach on Social Capital," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 114(2), pages 493-511, November.
    12. Narayan, Deepa & Pritchett, Lant, 1999. "Cents and Sociability: Household Income and Social Capital in Rural Tanzania," Economic Development and Cultural Change, University of Chicago Press, vol. 47(4), pages 871-897, July.
    13. Anneli Kaasa & Eve Parts, 2007. "Individual-Level Determinants Of Social Capital In Europe: Differences Between Country Groups," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 56, Faculty of Economics and Business Administration, University of Tartu (Estonia).
    14. Grootaert, Christiaan & Narayan, Deepa, 2004. "Local Institutions, Poverty and Household Welfare in Bolivia," World Development, Elsevier, vol. 32(7), pages 1179-1198, July.
    15. Fabio Sabatini, 2008. "Social Capital and the Quality of Economic Development," Kyklos, Wiley Blackwell, vol. 61(3), pages 466-499, August.
    16. Axel Wolz & Jana Fritzsch & Klaus Reinsberg, 2006. "The Impact of Social Capital on Polish Farm Incomes: Findings of an Empirical Survey," Post-Communist Economies, Taylor & Francis Journals, vol. 18(1), pages 85-99.
    17. Lim, Chaeyoon & Putnam, Robert David, 2010. "Religion, Social Networks, and Life Satisfaction," Scholarly Articles 11105537, Harvard Kennedy School of Government.
    18. Robison, Lindon J. & Siles, Marcelo E. & Jin, Songqing, 2011. "Social capital and the distribution of household income in the United States: 1980, 1990, and 2000," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 40(5), pages 538-547.
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