Latent class Markov models for addressing measurement problems in poverty dynamics
The traditional approach to poverty measurement utilises only monetary variables as indicators of individuals’ intensity of the state of deprivation, causing measurement errors of the phenomenon under investigation. Moreover, when adopted in a longitudinal context, this approach tends to overestimate transition poverty. Since poverty is not directly observable, a latent definition can be adopted: in such a conception is possible to use Markov chain models in their latent acceptation. This paper proposes to use Latent class Markov models which allow taking into account more observed (manifest) variables. We define those variables via monetary and non-monetary fuzzy indicators.
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- Duclos, Jean-Yves & Araar, Abdelkrim & Giles, John, 2010.
"Chronic and transient poverty: Measurement and estimation, with evidence from China,"
Journal of Development Economics,
Elsevier, vol. 91(2), pages 266-277, March.
- Jean-Yves Duclos & Abdelkrim Araaryand & John Giles, 2006. "Chronic and Transient Poverty: Measurement and Estimation, with Evidence from China," Working Papers 35, ECINEQ, Society for the Study of Economic Inequality.
- Jean-Yves Duclos & Abdelkrim Araar & John Giles, 2006. "Chronic and Transient Poverty: Measurement and Estimation, with Evidence from China," Cahiers de recherche 0611, CIRPEE.
- Duclos, Jean-Yves & Araar, Abdelkrim & Giles, John T., 2006. "Chronic and Transient Poverty: Measurement and Estimation, with Evidence from China," IZA Discussion Papers 2078, Institute for the Study of Labor (IZA).
- Walter Bossert & Satya R. Chakravarty & Conchita D’Ambrosio, 2008.
"Poverty and Time,"
87, ECINEQ, Society for the Study of Economic Inequality.
- Bossert, Walter & Chakravarty, Satya R. & d’Ambrosio, Conchita, 2010. "Poverty and Time," Working Paper Series wp2010-74, World Institute for Development Economic Research (UNU-WIDER).
- BOSSERT, Walter & CHAKRAVARTY, Satya R. & D’AMBROSIO, Conchita, 2008. "Poverty and Time," Cahiers de recherche 05-2008, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- BOSSERT, Walter & CHAKRAVARTY, Satya R. & D’AMBROSIO, Conchita, 2008. "Poverty and Time," Cahiers de recherche 2008-05, Universite de Montreal, Departement de sciences economiques.
- Gianni Betti & Francesca Gagliardi & Achille Lemmi & Vijay Verma, 2011. "Subnational indicators of poverty and deprivation in Europe: methodology and applications," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 5(1), pages 129-147.
- A. Atkinson, 2003. "Multidimensional Deprivation: Contrasting Social Welfare and Counting Approaches," Journal of Economic Inequality, Springer, vol. 1(1), pages 51-65, April.
- Carlos Gradín & Coral del Río & Olga Cantó, 2010.
"Measuring poverty accounting for time,"
169, ECINEQ, Society for the Study of Economic Inequality.
- Cesar Calvo & Stefan Dercon, 2007.
"Chronic Poverty and All That: The Measurement of Poverty over Time,"
Economics Series Working Papers
WPS/2007-04, University of Oxford, Department of Economics.
- Cesar Calvo & Stefan Dercon, 2007. "Chronic Poverty and All That: The Measurement of Poverty over Time," CSAE Working Paper Series 2007-04, Centre for the Study of African Economies, University of Oxford.
- Sabina Alkire & Maria Emma Santos, 2010.
"Acute Multidimensional Poverty: A New Index for Developing Countries,"
Human Development Research Papers (2009 to present)
HDRP-2010-11, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
- Sabina Alkire and Maria Emma Santos, . "Acute Multidimensional Poverty: A New Index for Developing Countries," OPHI Working Papers ophiwp038, Queen Elizabeth House, University of Oxford.
- Alkire, Sabina & Santos, María Emma, 2011. "Acute Multidimensional Poverty: A New Index for Developing Countries," Proceedings of the German Development Economics Conference, Berlin 2011 3, Verein für Socialpolitik, Research Committee Development Economics.
- Daria Mendola & Annalisa Busetta, 2012. "The Importance Of Consecutive Spells Of Poverty: A Path-Dependent Index Of Longitudinal Poverty," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 58(2), pages 355-374, 06.
- Alkire, Sabina & Foster, James, 2011.
"Counting and multidimensional poverty measurement,"
Journal of Public Economics,
Elsevier, vol. 95(7), pages 476-487.
- Hulme, David & Shepherd, Andrew, 2003. "Conceptualizing Chronic Poverty," World Development, Elsevier, vol. 31(3), pages 403-423, March.
- Hoy, Michael & Zheng, Buhong, 2011.
"Measuring lifetime poverty,"
Journal of Economic Theory,
Elsevier, vol. 146(6), pages 2544-2562.
- Bourguignon, F. & Chakravarty, S.R., 1998.
"The Measurement of Multidimensional Poverty,"
DELTA Working Papers
98-12, DELTA (Ecole normale supérieure).
- Antonello Maruotti, 2011. "Mixed Hidden Markov Models for Longitudinal Data: An Overview," International Statistical Review, International Statistical Institute, vol. 79(3), pages 427-454, December.
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