In this paper we frame the problem of obtaining estimates from the sur- vey on the employment status of graduates in Italy as a Small Area Estimation problem because of unit nonresponse. We propose to use generalized linear mixed models and to include two variables that can be considered proxies of the response propensity among the set of covariates to make the MAR assumption more tenable. Estimates for degree programmes are obtained as (semi-parametric) empirical best predictions.

Ranalli, G., Pennoni, F., Bartolucci, F., Mira, A. (2023). When nonresponse makes estimates from a census a small area estimation problem: The case of the survey on graduates’ employment status in Italy. In P. Coretto, G. Giordano, M. La Rocca, M.L. Parrella, C. Rampichini (a cura di), CLADAG 2023 Book of Abstract and Short Papers. 14th Scientific Meeting of the Classification and DataAnalysis Group, Salerno, September 11-13, 2023 (pp. 613-616). Milano : Pearson Education Resources Italia.

When nonresponse makes estimates from a census a small area estimation problem: The case of the survey on graduates’ employment status in Italy

Pennoni, F;
2023

Abstract

In this paper we frame the problem of obtaining estimates from the sur- vey on the employment status of graduates in Italy as a Small Area Estimation problem because of unit nonresponse. We propose to use generalized linear mixed models and to include two variables that can be considered proxies of the response propensity among the set of covariates to make the MAR assumption more tenable. Estimates for degree programmes are obtained as (semi-parametric) empirical best predictions.
Capitolo o saggio
Generalized linear mixed model, Latent trait models, Mixed-mode survey, Nonparametric maximum likelihood, Paradata
English
CLADAG 2023 Book of Abstract and Short Papers. 14th Scientific Meeting of the Classification and DataAnalysis Group, Salerno, September 11-13, 2023
Coretto, P; Giordano, G; La Rocca, M; Parrella, ML; Rampichini, C
2023
2023
9788891935632
Pearson Education Resources Italia
613
616
Ranalli, G., Pennoni, F., Bartolucci, F., Mira, A. (2023). When nonresponse makes estimates from a census a small area estimation problem: The case of the survey on graduates’ employment status in Italy. In P. Coretto, G. Giordano, M. La Rocca, M.L. Parrella, C. Rampichini (a cura di), CLADAG 2023 Book of Abstract and Short Papers. 14th Scientific Meeting of the Classification and DataAnalysis Group, Salerno, September 11-13, 2023 (pp. 613-616). Milano : Pearson Education Resources Italia.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/444858
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