Factors Impacting On Student Learning: A Preliminary Look at the National Test of Trinidad and Tobago
Bibliographic record
Abstract
National assessments of student achievement in the basic skills or curricular domains of reading, writing, mathematics and science are conducted in many countries with the aim of improving the quality of education. This paper presents an overview of the findings from a study conducted by a consortium of research staff from the Ministry of Education in Trinidad and Tobago, and university researchers from The University of the West Indies in Trinidad and Tobago and The University of Victoria in Canada on data from such a national assessment programme in Trinidad and Tobago. Preliminary statistical analyses were conducted on data generated by the 2006 administration of the National Test, which included not only the administration of achievement tests in Lanugage Arts and Mathematics, but also the administration of questionnaires to students, parents, teachers, and principals. The findings from this preliminary study suggest that student and parent traits and perceptions are substantially related to student achievement in the foundational skills of language arts and mathematics as measured by the National Test.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".