The word "小气鬼" is formed by combining the adjective "小气" (meaning stingy or petty) with the noun suffix "鬼" (meaning ghost or devil, used here to denote a person with a negative trait), resulting in a compound term that literally means "stingy ghost" and refers to a miserly person.