English Teachers’ Effectiveness and Students’ English Proficiency at Selected Colleges in Dili, East Timor: Input for Enhancement Programs
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
This research is designed to determine the relationship between English teachers’ effectiveness and students’ English proficiency at Selected Colleges in Dili, East Timor, as input for enhancement programs. The English teachers’ effectiveness consist of three aspects namely (1) English Proficiency, (2) Pedagogical Knowledge, and (3) Socio-Affective Skills. Meanwhile, the students’ English proficiency was measured in terms of the following aspects: (1) Listening, (2) Writing, (3) Reading, and (4) Speaking. The collected data is analyzed by using the Statistical Package for Social Sciences whereby charts, figures and tables were used to present the findings. The overall mean for English Teachers’ Effectiveness is 3.64, interpreted as effective. This implies that English Teachers at Selected Colleges demonstrate the effectiveness required of them, but it is in Socio-Affective Skills that they are performing best. The overall mean for Student Respondents’ Level of English Proficiency is 3.85, interpreted as good. Observing closely, the mean score of speaking which is 3.51 is close to “Average” (down) because in the Range of Mean Values of 2.51 - 3.50 is Average. The results of the Pearson Correlation showed that all independent variables on English teachers’ effectiveness are correlated with the dependent variable on students’ English proficiency. The correlation coefficient values are between of ± 0.50 to ± 0.74, which means “High or Strong Relationship”. Based on a reasonable output of this study, the researcher proposed training programs to enhance the English teachers’ effectiveness and students’ English proficiency in Selected Colleges in Dili, East Timor.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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