The results show that perceived D–A fit, P–O fit, and perceived training investment interact jointly to predict knowledge workers' turnover intentions. Specifically, while the main effect of perceived training investment on turnover intentions was negative, under situations of extremely high perceived D–A fit and extremely low P–O fit, the relationship between knowledge workers' perceived training investment and their turnover intentions became positive, and under situations of low perceived D–A fit and high P–O fit, the relationship between knowledge workers' perceived training investment and their turnover intentions remained negative. Theoretical and practical implications are also discussed