Siriporn Yamnill

1 Introduction In an era marked by rapid technological evolution, the integration of open data and digital transformation has emerged as a central force reshaping public administration and the insurance sector (Huang and Gao 2023). As organizations increasingly rely on data-driven decision making, the demand for skilled and adaptable human resources has never been more critical (Eckert and Osterrieder 2020).