This is my Umuzi candidates data wrangling project. I was given Umuzi candidates aptitude scores that needed to be cleaned, merged with department data and analysed for trends. This data is used by Umuzi staff to decide which candidates are ideal for Umuzi before they are invited for an interview. The data is collected during the application process.