The 21-year-old 'How We Do' singer would love to work with Cole, who has forged her own solo career as well as be part of her band, on a track or video, reported Contactmusic.
"I love Cheryl Cole. It would be awesome to collaborate. She could do all the dancing and I would admire and compliment her on her gorgeous looks," Ora said.
The young singer also had a stint as a judge in the early stages of 'The X Factor' - which Cole was a full time panel member on from 2008 to 2010, but doesn't think she would want to follow in her footsteps.
"I'd love to do it again, but being a guest was enough for me right now. I have so much going on, it was so much to take in and if I was going to do it properly it would have be the one thing that I do," she added.