Finnish Upper Secondary School Students’ Perceptions of Their Teachers’ Assessment Practices
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The paper addresses Finnish students’ perceptions of assessment practices in upper secondary school. We study what experiences students have about assessment, and how they assess their ability to use and understand teachers’ feedback. The data were gathered on a web-based questionnaire to 918 students in four upper secondary schools. The questionnaire contained both closed-ended and open-ended questions. According to students’ responses, most students consider that they are able to use and understand their teachers’ feedback, and that teachers are prone to apply traditional assessment methods. The results pave the way for enhancing versatility in assessment practices. At the end of this paper, we will discuss the important role of assessment in teaching and how teachers’ assessment literacy could be enhanced and made more visible. We also ponder whether alongside teachers’ assessment literacy we should also consider students’ assessment literacy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it