The advent of the era of intelligence, digitalization, and intelligence is of great practical significance to the upgrading and transformation of education and teaching informatization in modern industrial colleges and universities. However, there are widespread problems such as fuzzy evaluation results, lack of digital characteristics, lack of informatization, lack of virtual simulation, and non-standard construction standards. In order to improve and optimize the construction effectiveness of modern industrial colleges and universities, Adapt to the changing needs of information technology to solve the current problems. Yaahp12 software is used to conduct an analytic hierarchy process to construct an evaluation index system, which is easy to cluster calculation according to expert opinions. Through the establishment of the evaluation index system, AHP is applied and Yaahp12 software is used to cluster the expert opinions to determine the weight of the index, and it is found that the talent training mode, management system mechanism, and professional construction quality have a greater weight. Through the fuzzy comprehensive evaluation results obtained by questionnaire survey, it is concluded that the effective evaluation results of course quality, teacher qualification, practice base, and industry-university-research information platform exist in modern industrial colleges and universities are low. Some measures such as upgrading a full simulation digital laboratory, leveraging enterprise intelligence technology and resources, and innovating classroom teaching based on real scenes are put forward to try to upgrade and transform modern industrial colleges. It is suggested that teachers should enhance the digital literacy of industry, teaching, and education, further highlight the role of the industry-university-research information service platform, and improve the construction of industrial colleges and universities. © 2025 Copyright held by the owner/author(s).
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