Deer are likely to be more active and roam outside of their territory during autumn.
At the beginning of autumn, deer are very active as they are ready for mating season. They need to go out of their place to find partners, competitors, etc.
According to DeerCrash.org, deer are most active in the morning and evening.
There is a higher risk of deer-related accidents while driving during autumn.