Secondary Date collected from existing journal articles, literatures, etc.

Collect from Interviews & reports, case studies, policy papers, etc

Case Study

Comparison of KPIs between AI Adopter and Non-adopter

Identify cost saving and sustainability in AI adoption in equipment management

Identify barriers of AI adoption in equipment management in Singapore

Integrate Quantitative and Qualitative Findings

Findings in Operational and Organizational Evidence for AI Adoption of Equipment in Singapore