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Uncontrolled diabetes and health care utilisation: a bivariate Latent Markov model approach

Joan Gil (), Paolo Li Donni () and Eugenio Zucchelli ()
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Joan Gil: Universitat de Barcelona

No 2018/382, UB Economics Working Papers from Universitat de Barcelona, Facultat d'Economia i Empresa, UB School of Economics

Abstract: While uncontrolled diabetes (UD) or poor glycaemic control is a widespread condition with potentially life-threatening consequences, there is sparse evidence of its effects on health care utilisation. We model the propensities to consume health care and UD by employing an innovative bivariate Latent Markov model which allows for dynamic unobserved heterogeneity, movements between latent states and the endogeneity of UD. We estimate the effects of UD on primary and secondary health care consumption using a panel dataset of rich administrative records from Spain and measure UD using a biomarker. We find that UD does not have a statistically significant effect on health care use. Furthermore, individuals appear to move across latent classes and increase their propensities to poor glycaemic control and health care use over time. Our results suggest that by ignoring time-varying unobserved heterogeneity and the endogeneity of UD, the effects of UD on health care utilisation might be overestimated and this could lead to biased findings. Our approach reveals heterogeneity in behaviour beyond standard groupings of frequent versus infrequent users of health care services. We argue that this dynamic latent Markov approach could be used more widely to model the determinants of health care use.

Keywords: Diabetes; Health care utilisation; Unobserved heterogeneity; Latent Markov model. (search for similar items in EconPapers)
JEL-codes: C35 I10 I12 (search for similar items in EconPapers)
Pages: 27 pages
Date: 2018
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http://hdl.handle.net/2445/125205 (application/pdf)

Related works:
Journal Article: Uncontrolled diabetes and health care utilisation: A bivariate latent Markov model approach (2019) Downloads
Working Paper: Uncontrolled diabetes and health care utilisation: a bivariate Latent Markov model approach (2018) Downloads
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