This document analyzes and estimates the results of the Korean TV competition show "Produce 101" using machine learning. The analysis was able to predict the final results with over 80% accuracy. Key factors in predictions included beauty, agency fame and expectations, and amount of exposure on TV from early episodes. The analysis recommends buying stocks in agencies that had many winners.