Principals and the professional learning community: learning to mobilize knowledge
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 – The purpose of this paper is to use the Objective Knowledge Growth Framework (OKGF) in the development and maintenance of the Canadian Principal Learning Network (CPLN) to advance principals’ knowledge and skills in the area of decision making. First, the paper presents the inception of the CPLN, to assist principals in making decisions and resolving common problems. Second, the evolution of the CPLN web site is presented and recount the challenges faced and collaborative solved by principals. Finally, the paper describes the OKGF based on the critical rationalism of Karl Popper and how principals, engaging and interacting in an online learning community (CPLN) informed their decision-making process. Design/methodology/approach – The paper mindfully assembled an international team of researchers with administration experience, curriculum knowledge and pedagogy, and whose research interests lay in educational leadership, education administration, change theory, educational policy and professional learning. Also in addition, principals who were current graduate students, and new researchers also joined the research team. Findings – The CPLN web site using OKGF, is a step forward in providing principals with a structure and a venue to be reflective and collaborative. However, getting them to interact with each other in a collaborative, reflective online learning community was not an easy feat at the beginning (Lieberman and Miller, 2008; Louis and Kruse, 1995; Schmoker, 2006; Wagner and Kegan, 2006; Bryk et al. , 2010; McLaughlin and Talbert, 2002; Stoll and Louis, 2007). The study shows principals find the need for a place to reflect, discuss, experiment, practice and learn and, for this group of principals, that place is the CPLN. Originality/value – This study provides a model for principals’ learning in an online learning community using the OKGF. As well, it shows that powerful leadership does not just take place during preparation programmes, but that principals need to continue to learn as they lead in their respective schools (Mitgang and Maeroff, 2008). Sharing of the challenges faced and the learning that occurred principals are capable of addressing not only the challenges posed in their schools but also, as numerous researchers note (Fry et al. , 2006; Levine, 2005; Mitgang and Maeroff, 2008), of surviving the job themselves.
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 | 0.010 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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