Unusual for sure! That's probably more common as a suffix -- usually you would specify what sort of prize, or in 상금 for a monetary one. I looked up a way of saying it with more precedent in Japanese (御褒美) and it came to 보상(報償) "reward" which I also see recommended if slightly misspelled online . . .