The Daily Mail reports that Cole believes she is ready to move on from her fashion career.
"I'd like to act and not really model so much," she explained. "I wouldn't want to treat acting as a convenient thing to do now and again. I've been doing modelling for years and I feel like I've taken out of it what I need to and I'm ready for new things."
Cole, who is currently studying at Cambridge University, added: "I've really enjoyed the process of acting and I'd be more inclined to dedicate my time to that."
Cole has previously starred in St Trinian's and The Imaginarium of Doctor Parnassus.