Leadership and Equity in Multicultural Education: A Case Study at Taiwan University
Bibliographic record
Abstract
Equity has become a central principle in educational policy and leadership worldwide. However, a wide range of interpretations of equity and what it means in education exist. This study explores the relationship between educational leadership and equity within a diverse student cohort comprising individuals from various cultural backgrounds and nationalities. Students from Canada, Vietnam, Mainland China, and Taiwan converge in a research institute classroom setting, fostering a rich tapestry of perspectives. The central research question investigates how educational leadership influences equity, particularly in fostering inclusive environments for students from diverse backgrounds. Through an in-depth interview with Professor Yi Qiu from the Chinese Culture University in Taiwan, this study examines how educational leadership can promote equity in a multicultural setting. The findings suggest a positive correlation between leadership practices and educational equity, emphasizing the significance of inclusive leadership in providing equal educational opportunities and resources to students from various cultures and social backgrounds.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".