Students’ comments on costs and value are overwhelmingly negative across the dataset. Tone is strongly unfavourable overall (sentiment index −46.7), with full-time and younger students notably more critical than part-time and mature students. Views are negative across broad subject areas, with the least negative tones in combined/general, psychology, engineering, and medicine/dentistry. Apprenticeships look far less negative, though numbers are very small.
Scope: UK NSS open-text comments tagged to Costs Value for money across academic years 2018–2025.
Volume: 5,994 comments (≈1.6% of all comments); 100.0% sentiment coverage.
Overall mood: 9.3% Positive, 88.3% Negative, 2.4% Neutral (sentiment index −46.7).
By mode of study
| Mode | n | Share % | Positive % | Negative % | Sentiment idx |
|---|---|---|---|---|---|
| Full-time | 4716 | 78.7 | 7.1 | 90.6 | −50.4 |
| Part-time | 1176 | 19.6 | 16.8 | 80.4 | −33.8 |
| Apprenticeship | 13 | 0.2 | 46.2 | 53.8 | −1.2 |
| Unspecified | 80 | 1.3 | 22.5 | 76.3 | −31.7 |
Broad subject area (CAH1) — top 8 by volume (excluding “unknown”)
| Broad subject (CAH1) | n | Share % | Sentiment idx |
|---|---|---|---|
| Social sciences (CAH15) | 557 | 9.3 | −51.4 |
| Business and management (CAH17) | 458 | 7.6 | −49.0 |
| Subjects allied to medicine (CAH02) | 418 | 7.0 | −43.8 |
| Design, and creative and performing arts (CAH25) | 408 | 6.8 | −50.4 |
| Historical, philosophical and religious studies (CAH20) | 331 | 5.5 | −52.9 |
| Psychology (CAH04) | 277 | 4.6 | −41.5 |
| Computing (CAH11) | 276 | 4.6 | −45.0 |
| Combined and general studies (CAH23) | 274 | 4.6 | −37.8 |
Notes on numbers: Sentiment indices run from −100 to +100. Very small groups (e.g., Apprenticeship, n=13) can fluctuate substantially; interpret with caution.
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