Short answer

Focus on building user confidence and reducing apprehension to ensure the successful adoption of new safety training technologies like VR.

Field: Innovation & Markets
Source: Scientific Reports (2026)
Method: Quantitative research using an extended Technology Acceptance Model (TAM).
Sample: 341 participants
Evidence: Strong effect

Enhancing worker self-efficacy and actively mitigating technology anxiety are crucial for successful adoption of VR safety training in high-risk industries. This innovation & markets research insight is drawn from a 2026 study published in Scientific Reports. Using Quantitative research using an extended technology acceptance model (tam). with 341 participants, researchers explored how this design variable affects real-world outcomes. The key design takeaway: Focus on building user confidence and reducing apprehension to ensure the successful adoption of new safety training technologies like VR.

Study

Innovation & MarketsNew This WeekStrong effect

Self-efficacy and reduced tech anxiety drive VR safety training adoption in electrical industries.

Enhancing worker self-efficacy and actively mitigating technology anxiety are crucial for successful adoption of VR safety training in high-risk industries.

Scientific Reports · 2026

Key Findings

01Self-efficacy positively influences perceived usefulness and perceived ease of use.
02Facilitating conditions positively influence perceived usefulness and perceived ease of use.
03Technology anxiety negatively influences perceived usefulness and perceived ease of use.
04The proposed model explained a significant portion of the variance in user acceptance.

Application

Design takeaway

Focus on building user confidence and reducing apprehension to ensure the successful adoption of new safety training technologies like VR.

How to apply

When introducing VR safety training, conduct pre-training assessments of user confidence and anxiety levels, and implement targeted interventions to address any concerns.

Project actions

01Consider how your design might impact user confidence and anxiety.
02Think about what support systems would be needed for users to adopt your design.

Method & Evidence

AimWhat factors influence the acceptance and adoption of VR technology for safety training among electric industry workers?

MethodQuantitative research using an extended Technology Acceptance Model (TAM).

ProcedureA survey was administered to electric industry workers to collect data on their perceptions of self-efficacy, facilitating conditions, technology anxiety, perceived usefulness, perceived ease of use, attitude towards VR training, and intention to use VR training. Structural equation modeling was used to analyze the relationships between these factors.

Sample341 participants

ContextElectric industry safety training in China.

Variables

IV["Self-efficacy","Facilitating conditions","Technology anxiety"]

DV["Perceived usefulness","Perceived ease of use","Attitude towards VR training","Intention to use VR training"]

CV["Industry sector (electric industry)","Type of training (safety training)","Technology type (VR)"]

Strengths & Limitations

Strengths

+Uses a validated theoretical model (TAM) extended with relevant factors.
+Employs robust statistical analysis (SEM) to test complex relationships.

Limitations

The findings might not apply to older workers or those with less prior exposure to technology.

Reliability & validity

The study's reliability and validity are supported by the use of established scales within the TAM framework and the application of structural equation modeling, which accounts for measurement error.

Think critically

How might cultural differences influence the levels of technology anxiety and self-efficacy observed in this study?

Design Principles

"User acceptance of new technologies is a function of perceived utility, ease of use, and the user's psychological and environmental context."

The successful integration of innovative technologies like VR for safety training hinges on user acceptance. Understanding the psychological and practical factors that influence this acceptance allows organizations to develop targeted strategies for implementation, ensuring that the technology effectively serves its intended purpose.

What This Means for Your Design

To get people to use new VR safety training, make sure they feel good about using technology and don't get scared by it.

How to use in your project

1.Use this study to justify the importance of user acceptance in your design process, especially when introducing novel technologies.

Add to My Project

Quick Cite

Paragraph starter

This research highlights the critical role of user acceptance in the successful implementation of innovative technologies, such as VR safety training. Factors like self-efficacy and technology anxiety significantly influence perceived usefulness and ease of use, ultimately impacting adoption rates. Therefore, any design project introducing new technological solutions must proactively address these human-centric elements to ensure their effective integration and utilization.

Source

Scientific Reports

Factors influencing the use of VR technology for safety training among electric industry workers in China: an extended TAM

journal · 2026

View source

Questions About This Research

What does the research say about self-efficacy and reduced tech anxiety drive vr safety training adoption in electrical industries?: Focus on building user confidence and reducing apprehension to ensure the successful adoption of new safety training technologies like VR. Evidence: Scientific Reports (2026).
Why does "Self-efficacy and reduced tech anxiety drive VR safety training adoption in electrical industries." matter for design?: The successful integration of innovative technologies like VR for safety training hinges on user acceptance. Understanding the psychological and practical factors that influence this acceptance allows organizations to develop targeted strategies for implementation, ensuring that the technology effectively serves its intended purpose.
How can designers apply this research?: Focus on building user confidence and reducing apprehension to ensure the successful adoption of new safety training technologies like VR.
What were the main findings?: Self-efficacy positively influences perceived usefulness and perceived ease of use.. Facilitating conditions positively influence perceived usefulness and perceived ease of use.. Technology anxiety negatively influences perceived usefulness and perceived ease of use.. The proposed model explained a significant portion of the variance in user acceptance.
What research method was used?: Quantitative research using an extended Technology Acceptance Model (TAM). with 341 participants.
How strong is the evidence?: Evidence strength is rated Strong effect, based on a 2026 journal from Scientific Reports.
What should I do differently in my next project?: When introducing VR safety training, conduct pre-training assessments of user confidence and anxiety levels, and implement targeted interventions to address any concerns.
What are the limitations?: The study was conducted in a specific industry and geographical region, which may limit the generalizability of findings to other contexts.