While it now bears the title "Parkway", it is not a parkway station "per se". It was named "Parkway" in the 1980s by British Rail when the old goods shed and yard were converted to a large car park, with freight handling moved to Margam Knuckle Yard, to encourage patronage of eastbound commuters from the Neath and Swansea Valley areas. The idea was that overall travel time could be saved by catching the train at Port Talbot instead of Neath or Swansea because of the low line speed west of Port Talbot and the limited parking at the other two stations.