While class of vehicle does matter. Cost of vehicle and type/amount of use is a bigger factor. In the end it's all about exposure.
A loaded F-150 and a loaded F-350 used for the same purpose will cost about the same. However commercial use vs. non commercial or daily use vs. occasional use will generate a bigger difference. Driving record/experience is also a huge factor.