Students are broadly positive about how available teaching staff are, with clear differences by mode of study, age and disability. Full-time and younger students are most positive on access; part‑time, mature and disabled students are less so, though still net positive.
Scope: UK NSS open-text comments tagged to Availability of teaching staff across 2018–2025.
Volume: 7,811 category comments out of 385,317 total comments (~2.0%); 100.0% with sentiment.
Overall mood: 76.8% Positive, 21.6% Negative, 1.6% Neutral (sentiment index +43.6; positive:negative ≈ 3.6:1).
Note: Small segments (e.g., Apprenticeship n=51; Medicine and Dentistry n=91) are more volatile; treat as directional.
By mode of study
| Mode of study | n | Positive % | Negative % | Sentiment idx |
|---|---|---|---|---|
| Full-time | 6010 | 78.6 | 19.9 | 46.4 |
| Part-time | 1540 | 70.3 | 27.9 | 34.0 |
| Apprenticeship | 51 | 86.3 | 13.7 | 58.2 |
| Unspecified | 194 | 69.1 | 28.4 | 28.6 |
| Unknown | 16 | 75.0 | 25.0 | 37.7 |
By subject area (CAH1) — top 10 by volume
| Subject area (CAH1) | n | Sentiment idx | Positive % | Negative % |
|---|---|---|---|---|
| Subject area unknown | 1505 | 45.7 | 78.7 | 19.8 |
| (CAH02) subjects allied to medicine | 834 | 42.8 | 76.4 | 23.0 |
| (CAH15) social sciences | 774 | 40.2 | 74.3 | 24.0 |
| (CAH04) psychology | 550 | 35.1 | 70.4 | 27.6 |
| (CAH17) business and management | 510 | 44.0 | 78.6 | 20.2 |
| (CAH16) law | 369 | 40.3 | 73.2 | 23.6 |
| (CAH11) computing | 366 | 35.4 | 72.1 | 26.0 |
| (CAH03) biological and sport sciences | 360 | 38.0 | 72.2 | 26.7 |
| (CAH20) historical, philosophical and religious studies | 351 | 55.0 | 82.1 | 15.1 |
| (CAH10) engineering and technology | 291 | 45.7 | 78.0 | 19.2 |
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