Randomization Method
The randomization process for this study was carefully designed to address both logistical constraints and the ethical considerations of working with vulnerable populations. The sample comprises approximately 5,000 students identified as vulnerable based on their academic performance and socio-economic conditions, as defined by the WeWorld Foundation’s Protocol for Identifying Children at Risk of Dropping Out. However, due to limited resources, only 2,500 of these students were enrolled in the remedial classes. An additional 1,500 students, despite meeting the vulnerability criteria, could not be included in the intervention due to capacity limitations.
To ensure fairness and minimize selection bias, the 2,500 students who participated in the intervention were randomly selected from the pool of identified vulnerable students. This process was conducted within each classroom and grade level to maintain representativeness and balance across different subgroups. The selection process was conducted randomly within each school to ensure that the participants' names were drawn to ensure equal opportunity to participate in the remedial program.
The control group was carefully constructed to include two distinct sets of students for robust comparative analysis. First, a control group was drawn directly from within the same classes as the treatment group, ensuring that both groups share similar classroom dynamics, teacher exposure, and school environments. This intra-class approach allows for a precise comparison by minimizing potential external confounding factors. Second, an additional group was formed from the larger pool of approximately 5,000 vulnerable students who met the criteria for remedial education but could not be enrolled in the intervention due to resource constraints. These students represent a critical segment that highlights the demand for remedial support. Including them as a secondary control group provides insights into the broader impact of limited access to the intervention, offering a more comprehensive evaluation of the program's potential scalability and equity implications.