Developing Intercultural Competence amongst Higher Education Staff: Is there a Role for Organizational Change Management?
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
Canadian higher education institutions are currently pursuing ambitious internationalization mandates. Due to the seriousness with which higher education institutions pursue internationalization and the difficulty of delivering on such mandates, it is important that institutions develop intercultural competence skills amongst their administrative staff. This paper will explore the importance of promoting and strengthening intercultural competence for higher education staff members to deliver on internationalization mandates and outcomes. The paper will also provide an overview of organizational change management, before exploring how institutions can use change management practice to support internationalization. To conclude, the paper offers a short list of recommendations for developing intercultural competence amongst administrative staff, through the lens of organizational change management.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it