It remains unclear whether teens living in neighborhoods with lower socioeconomic status and poorer access to driver training (i.e., Driver Training Deserts) have lower probabilities of taking training (DT) and securing a young driver’s license. Using a teen driver dataset in the Columbus, OH MSA, we found teens residing in DTDs have on average 25% lower probabilities of DT and licensure than teens in non-DTDs. There is spatial clustering of the probabilities of DT and licensure. Our findings are helping to inform the distribution of a scholarship program in Ohio that aims to improve access to DT for lower-income teens.