Zanin, L. and Radice, Rosalba and Marra, G. (2014) A comparison of approaches for estimating the effect of women's education on the probability of using modern contraceptive methods in Malawi. The Social Science Journal 51 (3), pp. 361-367. ISSN 0362-3319.
Abstract
The aim of this study is to estimate the effect of education on the probability of married Malawian women using modern contraceptive methods by accounting for both observed and unobserved confounders. We conduct a sensitivity analysis and compare the results of naive models with instrumental variable models to account for the potential endogeneity of education. Our findings demonstrate conflicting results between the two modelling approaches. The naive models report smaller education effects on the probability of using modern contraceptive methods compared to instrumental variable models. We also find that by relaxing the functional form assumption on the effect of continuous covariates, using a flexible instrumental variable model, the education's effect follows a positive, nonlinear pattern. This finding is not observed with a classic instrumental variable model.
Metadata
Item Type: | Article |
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Keyword(s) / Subject(s): | Education, Endogeneity, Generalised additive models, Modern contraceptive methods, Instrumental variable models |
School: | Birkbeck Faculties and Schools > Faculty of Business and Law > Birkbeck Business School |
Depositing User: | Administrator |
Date Deposited: | 11 Aug 2014 13:01 |
Last Modified: | 02 Aug 2023 17:12 |
URI: | https://eprints.bbk.ac.uk/id/eprint/10374 |
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