...Mengwei Zhang; Jinsheng Cui; Jianan Zhong Purpose With the increasing use of robots in service scenarios in hospitality industries, service failure frequently occurs during the service process, and consumers may react differently toward humanoid vs. nonhumanoid robots due to different performance...