Aligning the ontologies of leadership and coaching using Leadership-as-Practice
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
The racial reckoning that occurred after the murder of George Floyd and the remote workplace dynamics created by the pandemic contributed to the tension that many Black professionals felt.Despite the efforts to maintain professionalism and collegiality, organisations did little to assuage the racial reckoning beyond pledges to initiate social justice and racial equity organisational change.This paper aims to help build a body of literature that acknowledges the unique vantage point of those with overlapping marginalised identities and, in particular, we examine the ways in which seven Black women leadership coaches understood and navigated workplace tensions after the racial reckoning.Through their coaching, these leadership coaches were able to help Black leaders build their capacities and improve their performance.Using armouring, they were also able to facilitate conversations about race within their organisations toward developing policies and practices that would help them move toward racial equity.
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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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it