Mediation analysis Notes: This figure shows the results of our mediation analysis. Panel (a) shows the decomposition of the overall treatment effect. In Panel (a), we include socio-emotional skills, parenting practices, and behaviour in class as mediators. Panel (b) shows the decomposition of socio-emotional skills. We decompose the treatment effect obtained from the unconditional outcome equation shown in equation (1) in the following way: , where Y is the outcome, is the treatment indicator, M is a vector of k mediators (comprised of the variables included in socio-emotional skills, parenting practices, and behaviour in class), and R is the unexplained part of the treatment effect. We estimate two additional specifications. First, we estimate the conditional outcome equation augmented with the vector M: . Second, we separately estimate the treatment effect of the intervention on each mediator : . Given the longitudinal nature of our data, for all mediators we only consider measures obtained post-treatment and before the education outcome is measured. In case of multiple observations for the same mediator, we construct a summary index using the covariance weighting procedure discussed in Anderson (2008). The contribution of each mediator is then computed as the ratio , which is shown in the colour-coded bars. The unexplained part, R, results from .
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