21<sup>st </sup>Century Educational Leadership Style and Educational Outcomes: Research Trend and Output Dynamics Through a Bibliometric Analysis
Bibliographic record
Abstract
Purpose: This paper explored the current development in the literature on 21st century educational leadership and education outcomes. The paper reviews research trends and research output dynamics explicitly on 21st century educational leadership style and educational outcomes using a bibliometric analysis. Design/Methodology/Approach: A review analytical procedure was used, employing a bibliometric approach and the Biblioshiny function. The paper interrogated research output from 2000 to 2024. Findings: The findings revealed relevant studies on educational leadership and educational outcomes. However, a joint search of ‘educational leadership and educational outcomes’ revealed limited research output. Moreover, the studies focus on developed economies and involve limited collaboration. The findings further revealed a significant trend in global scholarly influence of the subject, with the United States, the United Kingdom, Australia, Canada, and the Netherlands emerging as the top five countries with the highest research influence. Research Limitation: The bibliometric analysis, conducted using the "bibliometrix" package, was restricted to journals indexed in Scopus, which, while extensive, does not encompass all relevant academic publications. Practical implications: This bibliometric study provides valuable insights into the current research trend, development, and output dynamics that shape the direction of future research. It also showcases the dearth of empirical understanding of the subjects. Social Implications: As global education systems continue to evolve in response to digital transformation, policy shifts, and socio-economic challenges, the role of educational leadership remains pivotal in shaping the future of learning. Originality/value: This paper is one of the emerging studies that comprehensively explores the depth of research and dynamics of research output of a 21st century educational leadership style and academic outcomes.
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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 | 0.011 | 0.032 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.032 | 0.061 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.008 |
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".