I believe the latest estimates by bible scholars put the birth in autumn, but I (and they) could be wrong.
For sure, we don't mark the years as time since his birth or death, but the current system of BC / AD was decided by some clerics at the council of Nicea, in what became 325AD - but many people say that they messed things about for their own benefit