This is a simulation study to explore the effect of courses on soft skills, and how to mitigate possible confounding effects with the use of propensity scores as predictors. There are 2 scripts: synthetic_data_generation.R is the R script to generate the datasets with and without interests and with or without interactions. synthetic_data_analysis_conference.R is used to analyse the generated datasets of the study.