Changsha Environmental Protection College

A dynamic recommendation algorithm for regional industry-adapted higher vocational courses integrating counterfactual causal inference and graph neural networks

The mismatch between higher vocational curricula and the shifting skill demands of regional industries continues to constrain graduate employability, while existing recommendation engines remain trapped in correlational logic and selection-biased enrollment histories. This paper...