Haiyang Geng 2026. Research on the Trend of Students’ Ideological Dynamics in Civic Education Based on Time Series Prediction Modeling. International Journal of Computer Information Systems and Industrial Management Applications. 18, (Feb. 2026), 15. DOI:https://doi.org/10.70917/ijcisim-2026-0223.