Leadership development to transform a library
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
Purpose – This case study aims to explain why one Canadian academic library chose to design and deliver in-house leadership development training for its employees, rather than taking a consortial approach, and seeks to highlight the impact of this decision on the library's organizational culture. Design/methodology/approach – This paper is presented in three parts: the benefits and challenges of in-house, external and consortial training; the impact of an in-house leadership development program at the University Library at the University of Saskatchewan; and considerations when deciding whether to collaborate on the provision of employee training. The author draws upon her own personal experiences as the Director of Human Resources for the library, and presents evidence acquired through surveys, observations, and conversations. Findings – The paper explains how a deliberate decision to provide in-house leadership training had a transformative effect on individual employees and the organization. Practical implications – When considering collaborating to provide leadership development training, library administrators should ensure the pros and cons of doing so are thoroughly explored; the pressure to collaborate can sometimes lead to participation in activities simply to be seen as a “good library citizen,” and often such activities are not necessarily contributing to the strategic goals of the library. In economically challenging times, library leaders and decision makers will need to be very aware of these implications. Originality/value – This paper discusses why a library chose an in-house approach to leadership development training rather than a consortial approach. This article has value to library administrators as they consider implementing leadership development training in their libraries.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.023 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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