English Language Anxiety of Tertiary Level Learners in Bangladesh: Level and Sources
Bibliographic record
Abstract
The prime objectives of this study were to unveil the level of anxiety and the sources of English language anxiety of the tertiary level students of Bangladesh. Through a questionnaire survey using Foreign Language Classroom Anxiety Scale developed by Horwitz et al. (1986), the study found that most of the tertiary level learners have high anxiety of English as a foreign language. Based on an exploratory factor analysis with principal component analysis and varimax rotation (Kaiser Normalization), a four-factor (communication anxiety, comprehension and test anxiety, fear of negative evaluation, and lack of anxiety) solution emerged. Following a close analysis of the EFA and other established valid models, the study found that six components, namely, speaking anxiety, fear of negative evaluation, peer pressure/social-image anxiety, comprehension-related anxiety, negative attitude towards class, and test anxiety were the main sources of anxiety, which need to be addressed for alleviating the anxiety of the students.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 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".