The calculated distance (air line) between Elsternwick and Ballarat is approximately 67 miles respectively 107 kilometers.
By car or train, the actual journey to Ballarat is certainly longer, as only the direct route (as the crow flies) between Elsternwick and Ballarat has been calculated here.
Air line (approximately)
107 kilometers
58 nautical miles