African Leadership in the Diaspora: Collective, Constructionist, and Practice Approaches to Leadership
Bibliographic record
Abstract
Abstract Leadership studies, as an academic discipline and field of practice, have predominantly been developed in relation to Western forms of knowledge, norms, and cultural practices. Knowledge and ways of practicing leadership in Sub-Saharan Africa contexts are often unseen or marginalized in formal leadership studies literature. This is also true for the way leadership is practiced throughout the networks of the African Diaspora. The influence of uniquely African ways of knowing, doing, and experiencing leadership is even more challenging in the context of the African Diaspora. Often contextualized within the legacy of the Transatlantic Slave Trades, and increasingly shaped by contemporary dynamics of globalization, the African Diaspora and leadership exist at the intersection of multiple cultures and contexts. Leadership theory and practice must account for these inter- and multicultural contexts to better understand and practice leadership in the African Diaspora. The objective of this chapter is to develop a collective, constructionist, and practice frame capable of teasing apart cultural and contextual influences of leadership in the African Diaspora. This is not a comprehensive account of approaches to African Leadership, but instead a preliminary effort to mark out collective, constructionist, and practice approaches to leadership in the African Diaspora as it exists in practice and might inform future research and leadership learning and development efforts.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| 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".