Table 2 Summary of variables, descriptions, instruments, and psychometric properties.

From: Exploring the effectiveness of virtual reality-based training for sustainable health and occupational safety in industry 4.0

Variable type

Variable name

Operational definition

Measurement instrument/source

Psychometric properties

Independent

VR training

- Immersive, scenario-based safety training

- Included hazard recognition, emergency response, and decision-making

- 3 sessions, 45 min each, over 1 week

Custom-designed VR scenarios validated by subject-matter experts.

Content validity ensured through expert review. Internal consistency is not applicable

Dependent

Safety knowledge

- Ability to recall and apply safety procedures

Adapted safety knowledge inventory (Smith et al., 2015)

Cronbach’s α = 0.85 (high reliability)

Dependent

Risk perception

- Recognition and evaluation of workplace hazards

Risk perception scale (Jones & King, 2012)

Cronbach’s α = 0.92 (excellent reliability)

Dependent

Self-efficacy

- Confidence in performing safety-related tasks

General self-efficacy scale (Schwarzer & Jerusalem, 1995)

Cronbach’s α = 0.89 (very good)

Dependent

Training effectiveness

- Perceived usefulness and impact of the training

Adapted training effectiveness scale (Roberts, 2018)

Cronbach’s α = 0.87

Dependent

Leadership support

- Perception of management’s involvement in safety training

Leadership support for safety questionnaire (Taylor & Wallis, 2016)

Cronbach’s α = 0.90