The purposes of this study were to evaluate the effects touches per play, post touches per play, and dribbles to end a play (DEP) have on points per play, field goal percentage, turnovers, and fouls. This was done to provide empirical evidence on anecdotal theories held by coaches concerning ball movement, dribbles, and post touches. The data collected were statistically analyzed using Bayesian hierarchical models. This study reports some intriguing trends. First, exceeding nine passes and three dribbles to end a play results in a decrease in points per play and field goal percentage. Second, up to three dribbles into a shot was more productive and efficient than shooting with no dribbles. Third, post play does not have as big an effect on offensive basketball as previously expected. Lastly, offensive rebounds seem to universally have a positive effect upon offensive basketball. This study supported some anecdotal beliefs about basketball, while not others, supporting the idea for statistically based studies to be conducted on anecdotal beliefs held about basketball.