Due to lack of workforce and retirement of skilled technicians, "manufacturing knowledge and technology transfer" is a challenge at the manufacturing sites of the chemical industry with driving skills and equipment maintenance technologies. In this session, we will introduce case improvement of the field strength by utilizing big data/AI/IoT in this field of chemical industry.