The calculated distance (air line) between Bad Arolsen and Bielefeld is approximately 50 miles respectively 80 kilometers.
By car or train, the actual journey to Bielefeld is certainly longer, as only the direct route (as the crow flies) between Bad Arolsen and Bielefeld has been calculated here.
Air line (approximately)
80 kilometers
43 nautical miles