While the advancement of higher vocational education relies heavily on tailored educational material recommendations, the issue of erroneous result assessment persists. The search algorithm is unable to address the issue of tailored educational material recommendation in higher vocational education, and the suggestion is irrational. Consequently, in order to conduct tailored recommendation analysis of material for higher vocational education, this research suggests a recommendation algorithm. To start, we utilize recommendation theory to assess the field, and then we categorize the indicators based on the specific needs of educational content recommendations in order to narrow them down. Distractions in tailored suggestions for educational material. Then, the recommendation theory recommends personalized education content to higher vocational education, forms a personalized recommendation scheme for educational content, and personalizes the recommendation results for educational content Conduct a comprehensive analysis. Movie lens shows that in the case of certain recommendation criteria, the recommendation algorithm for higher vocational education The accuracy of personalized recommendation of educational content and the personalized recommendation time of educational content are better than the search algorithm.