Related Experiment Video
Updated: Feb 4, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Developing and Validating a Competency Framework for Non-clinical Simulation Operations Specialists
Anjali Jagannathan1, Refka Al-Bayati1, Krystina M Clarke1
1Health Sciences, Ontario Tech University, Oshawa, CAN.
Background:
Simulation-based education (SBE) is essential for developing and maintaining clinical skills, yet its effectiveness is partially contingent on simulation operations specialists (SOS) who provide technical, pedagogical, and safety support. Traditionally, SOS roles have been filled by clinicians, but healthcare workforce shortages have prompted simulation centres to rely on informal, on-the-job pathways to train non-clinicians as SOS. This approach has raised concerns regarding workforce readiness and highlights the absence of structured training pathways. To address this gap, we developed and validated a competency framework explicitly tailored to entry-level, non-clinical SOS to inform the development of structured training pathways.
Methods:
A mixed-methods design guided by participatory action research (PAR) was used to guide this work. This study followed Batt et al.'s six-step model to develop and validate the competency framework. Methods included a narrative review, artificial intelligence (AI)-supported competency generation, semi-structured interviews, a card-sorting exercise, survey-based validation, and focus groups. Results: This study produced a validated competency framework for non-clinical SOS training consisting of 36 competencies across three technical pillars: (i) Simulation Technology (SIMTECH); (ii) Educational Principles (EDUPRI); and (iii) Safety (SAFE), plus a General Competencies (GEN) pillar aligned with transferable knowledge, skills, and attitudes (KSAs). Conclusion: This study provides the first validated competency framework tailored for entry-level, non-clinical SOS, grounded in both theory and real-world perspectives. The final framework offers a foundation for curriculum developers, employers, and certification bodies, and informs the development of accessible training pathways for non-clinicians entering the simulation operations field.
Related Concept Videos
Reliability and Validity
In Vitro Drug Release Testing: Overview, Development and Validation
Data Validation
Key parameters for method validation include:
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...
Operational Amplifiers
Real Number Operations

