Observation of Imbalance Tracer Study Data for Graduates Employability Prediction in Indonesia

Tracer Study is a mandatory aspect of accreditation assessment in Indonesia. The Indonesian Ministry Education requires all Indonesia Universities to anually report graduate tracer study reports the government. also needed by University evaluating success learning that has been applied curriculum. One things need be evaluated level absorption graduates into working industry, so machine model assist Officials and understanding character its graduates, it can help determine curriculum policies. In this research, researcher focuses on making reliable with dataset format determined Government was obtained from Amikom University. study, SVM will tested several variants algorithm handle imbalanced data. compared SMOTE, SMOTE-ENN, SMOTE-Tomek combined detect employability graduates. test carried out K-Fold Cross Validation, highest accuracy precision results produced SMOTE-ENN value 0.96 0.89.