Young + Male is a great way to increase your car insurance [1]. I think it's safe to say car insurance's cost is reflective of risk (cost) with a more serious accident costing more than a less serious.
CDC also states that men get into fatal accidents much more often (2x) than females [2].
You're rehashing the above conditional probability discussion.