The Sticks + Stones artist told MTV that she would also watch him perform in a show "just for pure entertainment".
"I like Johnny. I think I'd really like to watch him in a show, just for pure entertainment," she said.
"I would definitely like to work with Johnny. We could recreate some '80s stuff. It would be wicked!"
Robinson recently told Digital Spy that he would most like to work with Kate Bush.
Meanwhile, Lloyd gave her backing to 23-year-old Craig Colton.
"I've said Craig for a long time now. I think Craig's brilliant. I'm not saying he's definitely gonna win but I think he has a really good chance."
The 18-year-old, who finished in fourth place in last year's series, yesterday blasted fellow celebrities who claim that The X Factor is an "easy route" into the music industry.
Watch the music video for Cher Lloyd's new single 'With Ur Love' below: