Understanding the work life of clinical nurse educators in Canadian hospitals through the Job Demands-Resources Model: A descriptive qualitative study
Bibliographic record
Abstract
BACKGROUND: Clinical nurse educators play a vital role in supporting nursing staff development, clinical competency, and quality of care in acute care hospitals. Despite their importance, limited research has examined the demands and resources that shape their work life and effectiveness. OBJECTIVE: This study explored the job demands and resources influencing clinical nurse educators' experiences in two Canadian provinces, using the Job Demands-Resources (JD-R) model as a guiding framework. METHODS: A qualitative descriptive design was used, involving in-depth, semi-structured interviews with 24 clinical nurse educators employed in acute care hospitals in Ontario and New Brunswick. Thematic analysis was conducted to identify patterns in participants' descriptions of their roles, responsibilities, challenges, and supports. Codes were developed inductively and organized deductively using the JD-R framework, distinguishing between challenge demands, hindrance demands, job-related resources, and personal resources. RESULTS: Clinical nurse educators experienced a range of challenge demands, including administrative responsibilities, educational duties, continuous professional learning, and leadership. These aspects of the role provided opportunities for growth but were often accompanied by hindrance demands such as role ambiguity, interpersonal conflict, excessive workload, and lack of recognition. Participants reported feeling undervalued and overextended, with role expectations varying widely across organizations. Despite these challenges, clinical nurse educators drew on job-related resources including supportive colleagues, positive workplace culture, and collaborative teams and personal resources such as coping strategies, motivation, professional development, and social support. When resources were insufficient, clinical nurse educators reported frustration, burnout, and intentions to leave the role. The findings align with the JD-R model, highlighting how imbalance between demands and resources can trigger the health impairment pathway. CONCLUSIONS: Clinical nurse educators' effectiveness and retention are shaped by a complex interplay of job demands and resources. While challenge demands can be motivating, hindrance demands contribute to stress and burnout, particularly when not buffered by adequate support. Addressing role ambiguity, enhancing recognition, and investing in both structural and interpersonal resources are critical to sustaining the clinical nurse educator workforce in hospital settings.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.037 | 0.014 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".