Coal mining enterprises aim to improve the efficiency of coal mining to support sustainable development and a low-carbon economy. Factors affecting efficiency were analyzed, leading to the creation of a practical model for coal mining efficiency. By studying coal mines in Jiaozuo City, an optimized combination of factors was identified to guide future coal mining practices.