Corsini, Lorenzo and Martelli, Irene (2017): Measuring and detecting situations of need and deprivation using Graded Response Models.
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Abstract
In the present work we exploit information on living conditions of individuals to build an estimation of their degree of need and deprivation. The information we use have often subjective components that help in identifying situations of need and we assume that deprivation is a latent variable that we estimate with IRT models on Italian data. We then relate this estimated trait to more objective and observable variables that thus could be used within policy actions and welfare programs to pinpoint situations where the estimated deprivation is high.
Item Type: | MPRA Paper |
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Original Title: | Measuring and detecting situations of need and deprivation using Graded Response Models |
Language: | English |
Keywords: | Item Response Theory; IRT; deprivation; degree of need; welfare programs. |
Subjects: | C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C40 - General I - Health, Education, and Welfare > I3 - Welfare, Well-Being, and Poverty > I32 - Measurement and Analysis of Poverty I - Health, Education, and Welfare > I3 - Welfare, Well-Being, and Poverty > I38 - Government Policy ; Provision and Effects of Welfare Programs |
Item ID: | 79787 |
Depositing User: | Lorenzo Corsini |
Date Deposited: | 19 Jun 2017 15:03 |
Last Modified: | 30 Sep 2019 06:04 |
References: | Bloemen, H. G. and Stancanelli, E. G. F (2001), “Individual Wealth, Reservation Wages, and Transitions into Employment”, Journal of Labor Economics, 19 (2), 400-439. Cappellari, L., Jenkins, S.P. (2007), “Summarizing Multiple Deprivation Indicators”. In: Jenkins, S.P, Micklewright, J. (eds.) Inequality and Poverty Re-examined, 166–184. Oxford University Press, Oxford. Chetty R. (2008), “Moral Hazard vs. Liquidity and Optimal Unemployment Insurance”, Journal of Political Economy, 116 (2), 173-234. Corsini (2013), How unemployment benefits affect individuals of different wealth classes: some evidence from Italy, International Journal of Manpower, 34 (6), 693 – 711. Hardouin, J.B., Bonnaud-Antignac, A., Sebille, V., (2011), “Nonparametric item response theory using Stata” The Stata Journal , 11 (1), 30–51. Samejima, F., (1996), "Evaluation of mathematical models for ordered polychotomous responses." Behaviormetrika, 23 (1), 17-35. Szeles, M., and A. Fusco, (2013), "Item response theory and the measurement of deprivation: evidence from Luxembourg data" Quality & Quantity: International Journal of Methodology, 47(3), 1545-1560. Townsend, P., (1987), Deprivation, Journal of Social Policy, 16 (2), 125–146. van der Linden, W. J., and R. K. Hambleton, (2013), Handbook of modern item response theory. Springer Science & Business Media. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/79787 |