Under the wave of digital technology, the integration of industry and education is increasingly becoming the direction of teaching construction in higher vocational colleges and universities. As the foundation of cultivating skilled talents, the construction of a financial industry college in higher vocational colleges is particularly important. Under the perspective of industry-teaching integration, the study combines the triple helix theory to carry out the high-quality construction of finance and economics colleges in higher vocational colleges, analyzes the influencing factors of the high-quality construction of finance and economics colleges in higher vocational colleges by using the DEMATEL algorithm and ISM algorithm, and explores the high-quality construction and development paths of finance and economics colleges by using the Fuzzy Set Qualitative Comparative Analysis (fsQCA) method. The results show that the top 6 influencing factors of high-quality construction of financial and industrial colleges in higher vocational institutions are infrastructure, public services, campus supervision, campus governance, safeguards, and teaching management, and their cause degrees are all greater than 0.5. The overall coverage of innovative development paths of financial and industrial colleges in higher vocational institutions is 0.692. The overall consistency is 0.925, and a total of 3 model paths have been explored, i.e., There are supply-based paths (H1, H3), environment-based paths (H2, H5), and supply-environment synergy paths (H4).