Student voice comments are net negative overall, with sharper negativity among part-time, mature and disabled students, and in some subject areas (notably medicine and dentistry, and computing). Full-time, young and female students make up most of the volume and are less negative, while a few disciplines show positive tone (education and teaching; biological and sport sciences; psychology).
Scope: UK NSS open-text comments tagged to the Student voice category across academic years 2018–2025.
Volume: ~6,683 comments (≈1.7% of all 385,317 comments); 100% with sentiment scored.
Overall mood: 43.4% Positive, 54.2% Negative, 2.5% Neutral (positive:negative ≈ 0.80:1). Sentiment index: −6.1.
Note: Sentiment index runs from −100 to +100 (higher is more positive).
Overall and key demographic contrasts
| Segment | Group | Share % of category | N | Pos % | Neg % | Sentiment idx |
|---|---|---|---|---|---|---|
| Overall | All students | 100.0 | 6683 | 43.4 | 54.2 | −6.1 |
| Age | Young | 81.2 | 5427 | 44.0 | 53.4 | −4.9 |
| Age | Mature | 16.2 | 1081 | 40.0 | 58.4 | −11.8 |
| Disability | Not disabled | 76.9 | 5136 | 44.7 | 52.9 | −4.0 |
| Disability | Disabled | 20.6 | 1374 | 38.3 | 59.2 | −13.9 |
| Mode | Full-time | 90.8 | 6065 | 44.1 | 53.4 | −5.1 |
| Mode | Part-time | 5.7 | 378 | 30.4 | 67.5 | −21.8 |
| Sex | Female | 65.8 | 4399 | 45.6 | 52.1 | −3.5 |
| Sex | Male | 31.3 | 2090 | 38.5 | 58.9 | −11.9 |
Subject area variation (CAH1) — selected larger groups
| CAH1 subject group | Share % of category | N | Sentiment idx |
|---|---|---|---|
| (CAH02) Subjects allied to medicine | 13.2 | 883 | −2.1 |
| (CAH01) Medicine and dentistry | 8.7 | 581 | −25.5 |
| (CAH15) Social sciences | 8.5 | 565 | 1.5 |
| (CAH10) Engineering and technology | 5.0 | 335 | −10.2 |
| (CAH04) Psychology | 4.7 | 313 | 8.9 |
| (CAH11) Computing | 4.5 | 304 | −19.5 |
| (CAH03) Biological and sport sciences | 3.0 | 203 | 10.4 |
| (CAH22) Education and teaching | 1.6 | 106 | 13.6 |
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