The fine chemical industry is a high-pollution and energy-intensive sector and a key target for environmental regulation (ER). However, evaluations of existing ER policies predominantly rely on data from publicly listed firms. Consequently, non-listed enterprises are often overlooked, even though they dominate the industrial base and differ from listed firms in financing access, disclosure requirements, external monitoring, and organizational resources. This mismatch may lead to biased assessmen