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This is utilized in a sequential multi-level estimation of the parameter function, starting at a coarse resolution, which is then gradually refined.
A motivation for the selected representation and the multi-level estimation is presented in terms of an analysis of sensitivity and nonlinearity.
The levels for the multi-level estimation were defined by the 4-digit codes of the ISCO-88 classification and the respondents of the survey.
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Sliced Latin hypercube designs are useful for computer experiments with qualitative and quantitative factors, model calibration, cross validation, multi-level function estimation, stochastic optimization and data pooling.
Analysis entails cross-tabulations with Chi-square tests and significant tests of proportions as well as estimation of multi-level logit models to predict service utilization by exposure to the programme.
The second part entails the estimation of multi-level random-intercept logit models to control for unobserved characteristics of individuals and births identified from the same enumeration area/village and sub-location (Rabe-Hesketh and Skrondal 2008).
In addition, multi-level modelling and robust variance estimation techniques will be used to adjust for intra-subject correlation due to repeated measures on the same individual and/or geographical areas.
A binary logistic multi-level model is used in the estimation of data from a survey of 1071 young people aged 18 23 years, undertaken between June and July 2013, in the urban slums of Blantyre, Malawi.
Video data will be analysed using Noldus XT Pocket Observer; descriptive statistics will be used for participants' demographics and outcome measures; cluster and individual level analyses to test all hypotheses and Generalised Linear Models for cluster level and Generalised Estimation Equations and/or Multi-level Modeling for individual level data.
Moreover, since economic development, labor market structure, and social-cultural background differ greatly across cities in China, we use a multi-level (two levels) modeling scheme for our estimation.
Generalised Linear Models (GLM) for cluster level and Generalised Estimation Equations (GEE) and/or Multi-Level Modeling (MLM) for individual level data with adjustment for potential covariates at both cluster and individual levels will be used.
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