Purpose: To examine the longitudinal impact and mechanism of peer network status on university students' hurdle running academic records. Methods: Conduct a follow-up survey in the hurdle teaching, an experimental class, and analyze the data using the latent growth model. Results: (a) The intercept and slope of peer network status positively predict the slope of academic records. (b) Peer network status influences the slope of academic records through the slope of learning engagement, and the intercept of learning engagement acts as a masking effect between the two. (c) Personality traits moderated the relationship between peer network status and the academic records slope. Conclusions: (a) The impact of peer network status on academic records exhibits social effects. (b) The impact of peer network status on academic records has a double-edged sword effect. (c) Extroverted personality is most advantageous in enhancing peer network status and predicting the rate of improvement in academic records.