The calculated distance (air line) between Didcot and Birmingham is approximately 66 miles respectively 107 kilometers.
By car or train, the actual journey to Birmingham is certainly longer, as only the direct route (as the crow flies) between Didcot and Birmingham has been calculated here.
Air line (approximately)
107 kilometers
58 nautical miles