Students’ views on how their course is organised lean negative overall, with clear differences by age, mode and subject area. Full-time and younger students drive most of the volume and are more critical; part-time and mature cohorts are notably more positive. Creative and built-environment disciplines read more negative than most; mathematical sciences, combined/general studies and psychology are positive outliers.
Scope: UK NSS open-text comments for Organisation management of course across academic years 2018–2025.
Volume: ~12,696 comments; 100.0% assigned sentiment.
Overall mood: 43.6% Positive, 52.2% Negative, 4.2% Neutral (positive:negative ≈ 0.84:1; sentiment index −0.3).
Sentiment index ranges −100 to +100; higher is more positive.
| Segment | N | Share % | Positive % | Negative % | Sentiment idx |
|---|---|---|---|---|---|
| Age — Young | 8,890 | 70.0 | 38.9 | 56.7 | −7.2 |
| Age — Mature | 3,522 | 27.7 | 55.6 | 40.5 | +17.7 |
| Mode — Full-time | 9,617 | 75.7 | 37.1 | 58.3 | −9.5 |
| Mode — Part-time | 2,634 | 20.7 | 67.7 | 29.0 | +34.3 |
| Mode — Apprenticeship | 139 | 1.1 | 33.8 | 61.9 | −9.3 |
| Sex — Female | 7,034 | 55.4 | 41.7 | 54.0 | −2.6 |
| Sex — Male | 5,361 | 42.2 | 46.2 | 49.6 | +3.1 |
| Disability — Not disabled | 10,038 | 79.1 | 44.6 | 51.0 | +1.6 |
| Disability — Disabled | 2,376 | 18.7 | 39.2 | 57.0 | −7.4 |
Rows exclude Unknown/Unspecified.
| CAH subject group | N | Share % | Positive % | Negative % | Sentiment idx |
|---|---|---|---|---|---|
| (CAH02) Subjects allied to medicine | 1,363 | 10.7 | 36.4 | 59.1 | −9.8 |
| (CAH15) Social sciences | 1,134 | 8.9 | 47.4 | 48.6 | +4.6 |
| (CAH17) Business and management | 816 | 6.4 | 53.2 | 43.3 | +14.7 |
| (CAH04) Psychology | 708 | 5.6 | 58.5 | 37.6 | +22.5 |
| (CAH01) Medicine and dentistry | 698 | 5.5 | 37.4 | 58.9 | −10.3 |
| (CAH10) Engineering and technology | 661 | 5.2 | 42.8 | 52.8 | −3.2 |
| (CAH11) Computing | 618 | 4.9 | 47.1 | 49.7 | +2.0 |
| (CAH16) Law | 507 | 4.0 | 49.3 | 45.6 | +10.0 |
| (CAH03) Biological and sport sciences | 442 | 3.5 | 47.7 | 48.6 | +3.6 |
| (CAH23) Combined and general studies | 431 | 3.4 | 61.0 | 36.2 | +25.3 |
| (CAH25) Design, and creative and performing arts | 383 | 3.0 | 26.4 | 67.4 | −23.0 |
| (CAH09) Mathematical sciences | 250 | 2.0 | 60.4 | 36.4 | +25.2 |
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