Quality 5.0 empirical framework
| Item statements | Factors | ||||
|---|---|---|---|---|---|
| Process benefits | 1 | 2 | 3 | 4 | Communalities |
| Manufacturing processes are becoming more efficient through automation and smart systems | 0.79 | 0.92 | |||
| Predictive quality tools help minimise defects and rework | 0.72 | 0.85 | |||
| Real-time data improves decision-making and responsiveness | 0.80 | 0.77 | |||
| Integration of Industry 5.0 technologies enhances operational resilience | 0.81 | 0.87 | |||
| Advanced robotics and AI reduce downtime and process variability | 0.80 | 0.82 | |||
| Human–machine collaboration improves workflow efficiency | 0.75 | 0.79 | |||
| Digital twin simulations optimise plant operations | 0.80 | 0,82 | |||
| Smart maintenance strategies extend equipment lifecycle | 0.78 | 0,81 | |||
| People benefits | |||||
| Employee well-being is prioritised through human-centric practices | 0.74 | 0,80 | |||
| Workers are empowered with upskilling and reskilling opportunities | 0.78 | 0,79 | |||
| Collaboration between humans and machines increases job satisfaction | 0.81 | 0.85 | |||
| Inclusive practices enhance workforce diversity and equity | 0.79 | 0.81 | |||
| Industry 5.0 fosters safer working conditions | 0.72 | 0.83 | |||
| Knowledge sharing and teamwork are strengthened across the organisation | 0.77 | 0.79 | |||
| Customised employee development programs | 0.73 | 0.78 | |||
| Employee creativity and innovation are encouraged by problem-solving | 0.74 | 0.83 | |||
| Planet benefits | |||||
| Sustainable practices are integrated into production processes | 0.74 | 0.83 | |||
| Active reduction of carbon emissions in operations | 0.72 | 0.82 | |||
| Energy-efficient technologies lower environmental impact | 0.72 | 0.81 | |||
| Circular economic principles are applied in product and process design | 0.76 | 0.75 | |||
| Waste reduction and recycling are prioritized in production | 0.77 | 0.77 | |||
| Compliance with environmental and sustainability regulations | 0.76 | 0.76 | |||
| Green innovation supports environmentally friendly product development | 0.73 | 0.77 | |||
| Industry 5.0 improves alignment with national and global sustainability goals | 0.76 | 0.84 | |||
| Profit/economic benefits | |||||
| Industry 5.0 adoption enhances organisational competitiveness | 0.71 | 0.80 | |||
| Smart technologies reduce production costs | 0.72 | 0.83 | |||
| Improved efficiency leads to higher productivity | 0.72 | 0.83 | |||
| Enhanced product quality strengthens market position | 0.72 | 0.79 | |||
| Customer satisfaction improves due to higher value delivery | 0.76 | 0.83 | |||
| Digital transformation supports long-term profitability | 0.79 | 0.80 | |||
| Adoption of Industry 5.0 opens opportunities for new revenue streams | 0.77 | 0.80 | |||
| Supply chain efficiency reduces economic vulnerability | 0.73 | 0.77 | |||
| Financial performance improves through sustainable innovation | 0.76 | 0.82 | |||
| Resilience to economic shocks is strengthened by Industry 5.0 practices | 0.78 | 0.91 | |||
| Item statements | Factors | ||||
|---|---|---|---|---|---|
| Process benefits | 1 | 2 | 3 | 4 | Communalities |
| Manufacturing processes are becoming more efficient through automation and smart systems | 0.79 | 0.92 | |||
| Predictive quality tools help minimise defects and rework | 0.72 | 0.85 | |||
| Real-time data improves decision-making and responsiveness | 0.80 | 0.77 | |||
| Integration of Industry 5.0 technologies enhances operational resilience | 0.81 | 0.87 | |||
| Advanced robotics and | 0.80 | 0.82 | |||
| Human–machine collaboration improves workflow efficiency | 0.75 | 0.79 | |||
| Digital twin simulations optimise plant operations | 0.80 | 0,82 | |||
| Smart maintenance strategies extend equipment lifecycle | 0.78 | 0,81 | |||
| Employee well-being is prioritised through human-centric practices | 0.74 | 0,80 | |||
| Workers are empowered with upskilling and reskilling opportunities | 0.78 | 0,79 | |||
| Collaboration between humans and machines increases job satisfaction | 0.81 | 0.85 | |||
| Inclusive practices enhance workforce diversity and equity | 0.79 | 0.81 | |||
| Industry 5.0 fosters safer working conditions | 0.72 | 0.83 | |||
| Knowledge sharing and teamwork are strengthened across the organisation | 0.77 | 0.79 | |||
| Customised employee development programs | 0.73 | 0.78 | |||
| Employee creativity and innovation are encouraged by problem-solving | 0.74 | 0.83 | |||
| Sustainable practices are integrated into production processes | 0.74 | 0.83 | |||
| Active reduction of carbon emissions in operations | 0.72 | 0.82 | |||
| Energy-efficient technologies lower environmental impact | 0.72 | 0.81 | |||
| Circular economic principles are applied in product and process design | 0.76 | 0.75 | |||
| Waste reduction and recycling are prioritized in production | 0.77 | 0.77 | |||
| Compliance with environmental and sustainability regulations | 0.76 | 0.76 | |||
| Green innovation supports environmentally friendly product development | 0.73 | 0.77 | |||
| Industry 5.0 improves alignment with national and global sustainability goals | 0.76 | 0.84 | |||
| Industry 5.0 adoption enhances organisational competitiveness | 0.71 | 0.80 | |||
| Smart technologies reduce production costs | 0.72 | 0.83 | |||
| Improved efficiency leads to higher productivity | 0.72 | 0.83 | |||
| Enhanced product quality strengthens market position | 0.72 | 0.79 | |||
| Customer satisfaction improves due to higher value delivery | 0.76 | 0.83 | |||
| Digital transformation supports long-term profitability | 0.79 | 0.80 | |||
| Adoption of Industry 5.0 opens opportunities for new revenue streams | 0.77 | 0.80 | |||
| Supply chain efficiency reduces economic vulnerability | 0.73 | 0.77 | |||
| Financial performance improves through sustainable innovation | 0.76 | 0.82 | |||
| Resilience to economic shocks is strengthened by Industry 5.0 practices | 0.78 | 0.91 | |||
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