Yes and no. There's nothing wrong with "high chance", but I don't recall having heard it. Perhaps someone else does. "Good chance" and "excellent chance" are common.
I sometimes hear "The odds are high in favor of . . . .", but the finished product would have more words: " . . . odds are high in favor of my buying . . . ." Yours is more economical.