Machine learning can identify patterns related to backorders before customers order. Production can then adjust to minimize delays while customer service can provide accurate dates to keep customers informed and happy. The data set was taken from verified datasets in Kaggle https://www.kaggle.com/tiredgeek/predict-bo-trial This data set has severe class imbalance and there are opportunities to explore different packages for balancing data. The metrics considered are Sensitivity and specificity