The singer has reportedly said yes to the DJ after taking some time to think about it, the Daily Star has reported.
A friend of the 23-year-old's told the newspaper that the 29-year-old asked Rita to move into his LA home so their work commitments don’t lead to a break-up.
Stateside bound: Rita Ora has reportedly agreed to move in with boyfriend Calvin Harris
'He believes they can make their relationship last if they both fully commit to it,' they added, after the pair were reported to be on the rocks earlier this year.
'Rita took her time making the decision. But she does spend a lot of time in LA anyway and has friends there. So in the end she knew it was the right thing to do', the source added.
The I Need Your Love star is thought to have been over-the-moon after she agreed to the plan.
She tweeted on Saturday to say: 'Clear out at mine I forgot I had all this fancy dress! I don't wana get rid of anything! 2014…', along with a picture of herself sporting a colourful wig, sunglasses and an over-sized chain necklace.
'I Need Your Love':
Calvin, pictured with the British singer earlier this year, 'believes
they can make their relationship last if they both fully commit',
according to a source
Rita is known for her interesting choice of outfits, but she surpassed herself with her latest ensemble when she arrived in New York on Sunday.
The star was spotted arriving in to Manhattan's JFK Airport wearing a black and white Fendi fur coat, a rock and roll T-shirt, a yellow Adidas beanie and above-the-knee black boots.
And, whether she planned it or not, the outlandish fashion statement left her looking distinctly like a garden variety bee.
Bee yourself: The star was spotted arriving to JFK Airport in NYC after a long flight from London on Monday
Looking fresh-faced despite her 7-jour flight from London, she appeared wearing minimal make-up.
Meanwhile, a group of young fans awaited her arrival. Despite her exhaustion, she posed happily with them - and even with some of the paparazzi - before pushing her luggage cart to the elevator.
Interesting look: Despite her choice of attire,
Rita appeared fresh faced, wearing minimal makeup as she walked through
the terminal
Making a bee-line for fans, too: Rita was happy to pose with a handful of her adoring fans in New York
Rita is in the East Coast metropolis for just a few days, before returning to London, where she is professionally and personally based.
Meanwhile, Rita has been busy branching out in her media career.
In addition to having a successful chart career and recent foray into modelling, it seems that the peroxide blonde is also about to become a screen star.
Fan-tastic: Rita was welcomed by a group of young fans, whom she posed with
Stylish? Rita wore a black and white Fendi fur coat, a rock and roll t shirt, yellow beanie and above the knee black boots
Warm welcome: Rita Ora was spotted arriving into JFK Airport in NYC after a long flight from London
Rita confirmed the news in early December, tweeting: 'It's official! I've been cast in @FiftyShades of Grey as Christian's sister Mia.'
The singer had acting training while studying at the Sylvia Young Theatre School in her youth, and in the past has appeared in the 2004 film Spivs, as well as last year's Fast & Furious 6, where she played a racer.
Meeting her public: Rita happily takes time to share a photograph with fans