A bicycle level of traffic stress road classification model is tested for significance in predicting cycling in a case study . The classification is tested using Oregon Household Activities Survey (OHAS) and American Community Survey. The state-of-the-art zero-inflated negative binomial regression model is used to quantitatively define the relationship.