biostudies-literatureUnknown9Shen CBy controlling the benefits and drawbacks of informatization construction (IC) and development, evaluating the level of education informatization (EI) development can aid in university administration and decision-making. This work develops an evaluation method for the University Information Construction (UIC) based on the Analytical Hierarchy Process (AHP) and the Particle Swarm Optimization-based back-Propagation Neural Network (PSO-BPNN) algorithm to address the fuzziness issue in grade evaluation in the IC. Firstly, a set of data-driven evaluation index systems of the UIC effect is constructed with 16 second-class indicators and four first-class indicators of infrastructure, resource management, information management, and safeguard measures. The AHP method is used to determine the weigPeerJ. Computer sciencee1327https://www.ebi.ac.uk/biostudies/studies/S-EPMC10280409biostudies-literatureEvaluation scheme design of college information construction based on a combined algorithm.PMC10280409Fang JShen CShi YfalseEvaluation scheme design of college information construction based on a combined algorithm.By controlling the benefits and drawbacks of informatization construction (IC) and development, evaluating the level of education informatization (EI) development can aid in university administration and decision-making. This work develops an evaluation method for the University Information Construction (UIC) based on the Analytical Hierarchy Process (AHP) and the Particle Swarm Optimization-based back-Propagation Neural Network (PSO-BPNN) algorithm to address the fuzziness issue in grade evaluation in the IC. Firstly, a set of data-driven evaluation index systems of the UIC effect is constructed with 16 second-class indicators and four first-class indicators of infrastructure, resource management, information management, and safeguard measures. The AHP method is used to determine the weig2023-01-01T00:00:00Z20232025-04-05T13:54:17.415Z2025-02-19T03:56:02.129ZS-EPMC102804093734657210.7717/peerj-cs.1327