Engagement scores can mask student change

Updated Sep 10, 2026

A relationship between students’ engagement and commitment does not necessarily describe how either changes within one person. Chun Cao, Takacs Tamas and Ronghua Liang examine that distinction in Engaged and then committed, or vice versa?, published online in Studies in Higher Education on 6 February 2026.

What the study reports

The study used three waves of data from 1,986 first-year students. It compared behavioural, cognitive and emotional engagement with goal and institutional commitment, using conventional and random-intercept cross-lagged panel models.

The conventional models found several directional relationships: behavioural and emotional engagement preceded goal commitment; cognitive engagement and goal commitment related reciprocally. Institutional commitment preceded behavioural and cognitive engagement and related reciprocally with emotional engagement.

Those patterns were not reproduced as lagged within-person relationships in the random-intercept models. The finding qualifies a simple developmental story; it does not demonstrate that engagement initiatives cannot work or that engagement and commitment are unrelated.

Implications for local survey reviews

Student Voice’s practical interpretation is to identify which question a comparison can answer. A difference between cohorts, a repeated measure from the same respondent and a change following an intervention are different forms of evidence.

Before describing individual change, check that records can be linked appropriately, the questions remain comparable and the analysis addresses the intended question. Seek suitable methodological advice where the interpretation depends on a longitudinal model. Repeated measurement alone is not a causal design.

Open comments may suggest experiences worth investigating alongside scores. Preserve privacy and reporting controls, and invite students and staff to interpret patterns before deciding what to change. Our governance checklist offers questions for organising that review. Theme comparisons cannot substitute for a model of individual change.

Evidence limits

A conventional cross-lagged model does not necessarily isolate stable between-person differences perfectly. The result is not evidence for or against every intervention or timescale.

Reference

Chun Cao, Takacs Tamas and Ronghua Liang (2026). Engaged and then committed, or vice versa? Longitudinal links between academic engagement and student commitment during the first college year. Studies in Higher Education. DOI: 10.1080/03075079.2026.2626789.