The Role of Leadership, Financing and Academic Promotion toward Research Culture in Malawi’s Higher Education Institutions
Bibliographic record
Abstract
The study sought to establish the role of leadership, financing and Academic Promotion toward research culture in Malawi’s Higher Education Institutions. The study used the quantitative approach and particularly the descriptive correlational design whereby items in the questionnaire were in numbers for determining the perception of respondents and relating variables under investigation. The study used purposive convenient sampling method to identify 112 researchers from various countries including Malawi, Kenya, United States and Canada who had taught in Malawian Higher learning institutions to fill the questionnaire. The results of the Cronbach’ alpha was .750 indicating high internal consistency of the instrument and the KMO measure of sampling adequacy was .739 which indicate that the instrument was valid and reliable. The study concluded that promotion into higher academic ranks is a better and significant predictor for research culture. If universities provide research-based promotions up the academic ladder, then the research culture would be realized and enhanced.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".