"Unfounded confidence" is "근자감"(kŭn-ja-gam) in Korean.
The Gun ja gam (근자감), it is abbreviation of 근거없는 자신감 (Gun geo op nun ja sin gam / baseless confidence). Though nor good results are guaranteed, in vain to use when you take a self-confident attitude.