A ceramic coating layer which is not less than 70 .mu.m in the maximum height Rmax of its profile curves and not less than 45 .mu.m in the 10-point average roughness, or which is less than 650 HV in Vickers hardness is provided on a metallic substrate. A heat-resistant member of such composition is excellent in thermal fatigue resistance and keeps an excellent heat resistance for a long period of time. Quality of a heat-resistant member is evaluated by, measuring at least one of roughness and hardness of a ceramic coating layer on a metallic substrate. According to this method, it is possible to easily and accurately evaluate a thermal resistant life of a heat-resistant member.