This is the assumption in civil engineering design standards. Scroll down 2/3 https://skyciv.com/docs/tech-notes/loading/calculating-roof-snow-loads-w-asce-7-10/ This is sophomore CE material. I don't believe a shingled roof will shed snow significantly (in terms of design load) until the slope is very much steeper than the slopes typical of covered bridges.