Overall tone on delivery is positive, but not uniform. Full‑time and younger students are notably more upbeat than part‑time and mature learners. Subjects also vary widely, with some CAH families reporting very strong sentiment and others much more mixed.
Scope: UK NSS open-text comments for Delivery of teaching across academic years 2018–2025.
Volume: 20,505 comments (≈5.3% of all open‑text comments); 100% scored for sentiment.
Overall mood: 60.2% Positive, 36.3% Negative, 3.5% Neutral (≈1.7:1 positive:negative).
Sentiment index: +23.9 (−100 to +100 scale).
Mode of study (share within this category)
| Mode | N | Share % | Pos % | Neg % | Sentiment idx |
|---|---|---|---|---|---|
| Full-time | 16,606 | 81.0 | 62.4 | 34.1 | +27.3 |
| Part-time | 3,331 | 16.2 | 48.7 | 47.5 | +7.2 |
| Apprenticeship | 124 | 0.6 | 65.3 | 31.5 | +33.0 |
CAH subject groups (top 10 by volume; share within this category)
| Subject (CAH1) | N | Share % | Sentiment idx |
|---|---|---|---|
| Social sciences (CAH15) | 2,114 | 10.3 | +23.6 |
| Subjects allied to medicine (CAH02) | 1,786 | 8.7 | +35.8 |
| Business and management (CAH17) | 1,556 | 7.6 | +19.4 |
| Psychology (CAH04) | 1,203 | 5.9 | +14.2 |
| Law (CAH16) | 1,106 | 5.4 | +30.4 |
| Biological and sport sciences (CAH03) | 983 | 4.8 | +32.8 |
| Engineering and technology (CAH10) | 940 | 4.6 | +9.5 |
| Medicine and dentistry (CAH01) | 938 | 4.6 | +34.8 |
| Historical, philosophical and religious studies (CAH20) | 882 | 4.3 | +30.6 |
| Computing (CAH11) | 855 | 4.2 | +10.9 |
Close the part‑time delivery gap
Support mature learners’ experience
Lift clarity in lower‑scoring subject families
Amplify what works
Keep a simple feedback loop
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