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Evaluating contemporary social exclusion in Europe: a hierarchical latent class approach

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Abstract

In recent years, the concept of social exclusion has received a renewed attention in scientific research, as well as in politics. In this contribution we propose a hierarchical Latent Class (LC) model for the analysis of differences and similarities about experiences and perceptions of social exclusion among European regions. Social exclusion is a situation that affects individuals, and derives from a multidimensional deprivation in several domains of life. In particular, we identify and define an economic, a social and an institutional dimension. The LCs, which structure the individuals with respect to a set of observed indicators, represent different typologies of social exclusion at individual level according to the three identified dimensions. The regional differences in the latent variable distribution are modeled following a nonparametric approach for the random effects. This multilevel extension leads to the identification of a typology of regions, allowing different social exclusion structures to stand out for different European areas. The hierarchical latent class approach proves to be profitable in investigating the relevance of different risk factors of social exclusion and their relationships, and in verifying whether, and to what extent, the same risks and disadvantages determine the same perception of marginalization and exclusion in different political, economic, social and cultural contexts. The analysis is carried out using the 56.1-2001 Eurobarometer Survey, which focused on poverty and social exclusion situations, from both a subjective and an objective point of view.

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References

  • Agresti A.: Categorical data analysis. 2nd edn. Wiley, Hoboken, New Jersey (2002)

    Book  Google Scholar 

  • Asparouhov, T., Muthen, B.O.: Multilevel mixture models. In: Hancock, G.R., Samuelsen, K.M. (eds.) Advances in latent variable mixture models, IAP (2008)

  • Atkinson, A.B.: Social exclusion, poverty and unemployment. In: Atkinson, A.B., Hills, J. (eds.) Exclusion, employment and opportunity, CASE/paper 4, pp. 1–20, Centre for Analysis of Social Exclusion, London, School of Economics (1998)

  • Atkinson A.B., Marlier E., Nolan B.: Indicators and targets for social inclusion in the European Union. J. Common Market Stud. 42, 47–75 (2004)

    Article  Google Scholar 

  • Atkinson R., Davoudi S.: The concept of social exclusion in the European Union: context, development and possibilities. J. Common Market Stud. 38, 427–448 (2000)

    Article  Google Scholar 

  • Berghman, J.: Social exclusion in Europe: policy context and analytical framework. In: Room G. (ed.) Beyond the threshold. The measurement and analysis of social exclusion, The Policy Press, Bristol (1995)

  • Bhalla A.S, Lapeyre F.: Social exclusion: towards an analytical and operational framework. Dev. Change 28, 413–433 (1997)

    Article  Google Scholar 

  • Bhalla A.S., Lapeyre F.: Poverty and exclusion in a global world. Macmillan, London (2004)

    Book  Google Scholar 

  • Böhnke P.: Are the poor socially integrated? The link between poverty and social support in different welfare regimes. J. Eur. Soc. Policy 18, 133–150 (2008)

    Article  Google Scholar 

  • Bossert W., Chakravarty S.R., D’ambrosio C.: Multidimensional poverty and material deprivation, Cahier 12-2009 Centre Interuniversitaire de Recherche en Economie Quantitative (CIREQ) (2009)

  • Bossert W., D’ambrosio C., Peragine V.: Deprivation and social exclusion. Economica 74, 777–803 (2007)

    Article  Google Scholar 

  • Burchardt T., Le Grand J., Piachaud D.: Social eExclusion in Britain 1991–1995, Soc. Policy Adm. 33(3), 227–244 (1999)

    Article  Google Scholar 

  • Clogg C.C.: Latent class models. In: Arminger, G., Clogg, C.C., Sobel, M.E. (eds) Handbook of statistical modeling for the social and behavioral sciences, Chap 6., Plenum Press, New York (1995)

    Google Scholar 

  • Costa M.: A multidimensional approach to the measurement of poverty, IRISS Working Paper Series 2002–2005 (2002)

  • Deutsch J., Silber J.G.: Measuring multidimensional poverty: an empirical comparison of various approaches. Rev. Income Wealth 51(1), 145–174 (2005)

    Article  Google Scholar 

  • Dewilde C.: The multidimensional measurement of poverty in Belgium and Britain: a categorical approach. Soc. Indic. Res. 68, 331–369 (2004)

    Article  Google Scholar 

  • Dewilde C.: Individual and institutional determinants of multidimensional poverty: a european comparison. Soc. Indic. Res. 86, 233–256 (2008)

    Article  Google Scholar 

  • European Commission: Background report: social exclusion—poverty and other social problems in the European Community, ISEC/B11/93, Office for Official Publications of the European Communities, Luxembourg (1993)

  • European Union: 2010 to be the European year for combating poverty and social exclusion, Press Release IP/07/1905, Brussels (2007a)

  • European Union: Treaty of lisbon, community treaties, agreements and conventions, Official Journal of the European Union C306, (2007b)

  • Ferro-Luzzi G., Fluckiger Y., Weber S.: A cluster analysis of multidimensional poverty in Switzerland, University of Geneva Working Paper Series (2006)

  • Fusco A.: On the overlap of multidimensional and income poverty. Paper prepared for the 2006 Conference of the European Panel Users Network (EPUNet), May 8–9 2006, Barcelona (2006)

  • Gallie D., Paugam S., Jacobs S.: Unemployment, poverty and social isolation: is there a vicious circle of social exclusion?. Eur. Soc. 5(1), 1–32 (2003)

    Article  Google Scholar 

  • Granovetter M.: Economic action and social structure: the problem of embeddedness. Am. J. Sociol. 91(3), 481–510 (1985)

    Article  Google Scholar 

  • Hagenaars J.A.: Latent structure models with direct effects between indicators. Sociol. Method Res. 16, 379–405 (1988)

    Article  Google Scholar 

  • Hagenaars J.A., McCutcheon A.L.: Applied latent class analysis. Cambridge University Press, Cambridge (2002)

    Book  Google Scholar 

  • Hills, J., Le Grand, J., Pichaud, D. (eds): Understanding social exclusion. Oxford University Press, Oxford (2002)

    Google Scholar 

  • Jordan B.: A theory of poverty and social exclusion. Blackwell, Oxford (1996)

    Google Scholar 

  • Kronauer M.: “Social exclusion” and “Underclass”, new concepts for the analysis of poverty. In: Andres, H.J. (ed.) Empirical poverty research in a comparative perspective, pp. 51–76, Aldershot, Ashgate (1998)

  • Lemmi A., Betti G.: Fuzzy set approach to multidimensional poverty measurement. Springer, New York (2006)

    Book  Google Scholar 

  • Maas C.J.M., Hox J.J.: Robustness issues in multilevel regression analysis. Statistica Neerlandica 58, 27–137 (2004)

    Google Scholar 

  • Marshall T.H.: Class, citizenship and social development. Doubleday, New York (1964)

    Google Scholar 

  • Mayes D.J., Berghman J., Salais R.: Social exclusion and european policy. Edward Elgar, Northampton (2001)

    Google Scholar 

  • McCutcheon A.L.: Latent class analysis. Newbury Park, Sage (1987)

    Google Scholar 

  • Moisio P.: A latent class application to the multidimensional measurement of poverty. Quant. Qual: Int. J. Methodol. 38, 703–717 (2004)

    Article  Google Scholar 

  • Negri N., Saraceno C.: Povertà, Disoccupazione ed esclusione sociale. Stato e Mercato 59, 175–210 (2000)

    Google Scholar 

  • Ogg J.: Social exclusion and insecurity among older Europeans: the influence of welfare regimes. Ageing Soc. 25, 69–90 (2005)

    Article  Google Scholar 

  • Peace R.: Social exclusion: a concept in need of definition?. Soc. Policy J. New Zealand 16, 17–35 (2001)

    Google Scholar 

  • Petrucci A., Schifini S.: Quality of life in Europe: objective and subjective indicators. A spatial analysis using classification techniques. Soc. Indic. Res. 60, 55–88 (2004)

    Article  Google Scholar 

  • Pirani, E., Schifini, S.: Differenze Regionali nei Processi di Esclusione Sociale nell’Europa Mediterranea, Rivista Italiana di Economia Demografia e Statistica, LXII, n. 2–4, pp. 409–416 (2008)

  • Robila M.: Economic pressure and social exclusion in Europe. Soc. Sci. J. 43, 85–97 (2006)

    Article  Google Scholar 

  • Room G.: Beyond the threshold: the measurement and analysis of social exclusion. The Policy Press, Bristol (1995)

    Google Scholar 

  • Silver H.: Social exclusion and social solidarity: three paradigms. Int. Labor Rev. 133(6), 531–577 (1994)

    Google Scholar 

  • Silver H., Miller S.M.: Social exclusion: the European approach to social disadvantage. Indicators, 2(2), 1–17 (2003)

    Google Scholar 

  • Skrondal A., Rabe-Hesketh S.: Generalized latent variable modeling: multilevel, longitudinal, and structural equation models. Chapman and Hall/CRC, Boca Raton (2004)

    Book  Google Scholar 

  • Skrondal A., Rabe-Hesketh S.: Latent variable modeling: a survey. Board Found. Scandinavian J. Stat. 34, 712–745 (2007)

    Article  Google Scholar 

  • Snijders T.A.B., Bosker R.J.: An introduction to basic and advanced multilevel modeling. Sage Publications, London (1999)

    Google Scholar 

  • Stewart K.: Monitoring social inclusion in Europe’s regions. J. Eur. Soc. Policy 13, 335–356 (2003)

    Article  Google Scholar 

  • Tomlinson M., Walker R., Williams G.: Measuring poverty in Britain as a multi-dimensional concept, 1991 to 2003. J. Soc. Policy 37(4), 597–620 (2008)

    Article  Google Scholar 

  • Tsakloglou P., Papadopoulos F.: Aggregate level and determining factors of social exclusion in twelve European countries. J. Eur. Soc. Policy 12, 211–225 (2002)

    Article  Google Scholar 

  • Vermunt J.K.: Multilevel latent class models. Sociol. Methodol. 33, 213–239 (2003)

    Article  Google Scholar 

  • Vermunt, J.K.: Mixture models for multilevel data sets. In: Hox, J., Roberts, J.K. (eds.) Handbook of advanced multilevel analysis, Lawrence Erlbaum, Mahwah (in press)

  • Vermunt, J.K., Magidson, J.: Technical guide for latent GOLD 4.0: basic and advanced, Statistical Innovations Inc., Belmont (2005)

  • Vignoli D., De Santis G.: Individual and contextual correlates of economic difficulties in old age in Europe. Popul. Res. Policy Rev. 29(4), 481–501 (2009)

    Article  Google Scholar 

  • Whelan C.T., Maître B.: Economic vulnerability, multidimensional deprivation and social cohesion in enlarged European community. Int. J. Comp. Sociol. 46, 215–239 (2005a)

    Article  Google Scholar 

  • Whelan C.T., Maître B.: Vulnerability and multiple deprivation: perspectives on economic exclusion in Europe: a latent class analysis. Eur. Soc. 7, 423–450 (2005b)

    Article  Google Scholar 

Download references

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  1. Department of Statistics “G. Parenti”, University of Florence, Viale Morgagni 59, 50134, Firenze, Italy

    Elena Pirani

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  1. Elena Pirani
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Correspondence to Elena Pirani.

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Pirani, E. Evaluating contemporary social exclusion in Europe: a hierarchical latent class approach. Qual Quant 47, 923–941 (2013). https://doi.org/10.1007/s11135-011-9574-2

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