The paper produced results based on traffic violation data that was updated daily in Montgomery County in the USA. Using the data set, we analyzed the effect of a traffic violation on traffic accidents by using various big data analysis techniques. In particular, three modeling hypotheses have been developed based on initial data understanding and the performed 5 visualizations. The required data preprocessing has been performed to address these hypotheses using 3 models with different algorithms.