► Passenger cars and light non-passenger vehicles plays a role in no injury accidents. ► Volume of heavy vehicles does not affect no injury accidents on urban highways. ► Volume of light non-passenger cars increases the likelihood of more severe accidents. ► Volume of passenger cars/heavy vehicles do not influence more severe accidents. ► Light non-passenger vehicles play a big part in accidents on urban highways.