Collinearity statistics (collinearity assessment approach)
| Scale and items | Collinearity statistics (VIF) |
|---|---|
| Product innovation | |
| Medical treatments | 1.383 |
| Medical equipment or instruments | 1.186 |
| Non-medical equipment or instruments | 1.559 |
| Services used by patients or other citizens | 1.275 |
| Other services or products | 1.428 |
| Process innovation | |
| Treatment program or therapeutic strategy | 1.341 |
| Diagnostic methods | 1.233 |
| Guidelines for coordinating care of individual patients | 1.632 |
| Methods for involving patients/relatives in decision making | 1.601 |
| Methods for engaging patients in their own care | 1.646 |
| Methods for reducing waiting times | 1.394 |
| Service operations | 1.441 |
| Other methods for production of services and products | 1.271 |
| Organizational innovation | |
| Organization of operational responsibilities or decision making | 1.269 |
| Management control systems for improved efficiency and better results | 1.461 |
| Systems for collecting and treating knowledge and information | 1.238 |
| Education or training systems for staff and management | 1.323 |
| Measures for reducing the administrative burden on medical staff | 1.224 |
| Cooperation between municipality and county council | 1.307 |
| Other methods for organizing work | 1.554 |
| Communicative innovation | |
| Promotion of the organization and its services | 1.341 |
| Improving communication with patients/relatives | 1.574 |
| Involving patients/relatives in decision making | 1.676 |
| Promoting a healthier lifestyle among patients | 1.351 |
| Promoting communication between staff and non-Swedish-speaking patients | 1.265 |
| Promoting communication between municipality and county council | 1.549 |
| Promoting communication between employees | 1.828 |
| Other forms of promotion | 1.675 |
| External effectiveness | |
| Options for providing care to a broader patient group | 1.457 |
| Quicker and/or better patient recovery | 2.299 |
| More efficient treatment | 2.186 |
| Quicker treatment | 2.073 |
| Reduced suffering | 2.458 |
| Improved patient safety | 2.131 |
| Improved patient access to information | 1.661 |
| Improved self-determination for patients/relatives | 2.696 |
| Internal efficiency | |
| Reducing healthcare staffs administrative burden | 1.264 |
| Using resources more efficiently | 1.419 |
| Reducing costs | 1.485 |
| Customer participation | |
| Involving patients/relatives to identify problems and possible solutions | 1.267 |
| Involving patients/relatives in testing and introducing innovations | 1.267 |
| Acceptable (VIF < 10) |
| Scale and items | Collinearity statistics (VIF) |
|---|---|
| Medical treatments | 1.383 |
| Medical equipment or instruments | 1.186 |
| Non-medical equipment or instruments | 1.559 |
| Services used by patients or other citizens | 1.275 |
| Other services or products | 1.428 |
| Treatment program or therapeutic strategy | 1.341 |
| Diagnostic methods | 1.233 |
| Guidelines for coordinating care of individual patients | 1.632 |
| Methods for involving patients/relatives in decision making | 1.601 |
| Methods for engaging patients in their own care | 1.646 |
| Methods for reducing waiting times | 1.394 |
| Service operations | 1.441 |
| Other methods for production of services and products | 1.271 |
| Organization of operational responsibilities or decision making | 1.269 |
| Management control systems for improved efficiency and better results | 1.461 |
| Systems for collecting and treating knowledge and information | 1.238 |
| Education or training systems for staff and management | 1.323 |
| Measures for reducing the administrative burden on medical staff | 1.224 |
| Cooperation between municipality and county council | 1.307 |
| Other methods for organizing work | 1.554 |
| Promotion of the organization and its services | 1.341 |
| Improving communication with patients/relatives | 1.574 |
| Involving patients/relatives in decision making | 1.676 |
| Promoting a healthier lifestyle among patients | 1.351 |
| Promoting communication between staff and non-Swedish-speaking patients | 1.265 |
| Promoting communication between municipality and county council | 1.549 |
| Promoting communication between employees | 1.828 |
| Other forms of promotion | 1.675 |
| Options for providing care to a broader patient group | 1.457 |
| Quicker and/or better patient recovery | 2.299 |
| More efficient treatment | 2.186 |
| Quicker treatment | 2.073 |
| Reduced suffering | 2.458 |
| Improved patient safety | 2.131 |
| Improved patient access to information | 1.661 |
| Improved self-determination for patients/relatives | 2.696 |
| Reducing healthcare staffs administrative burden | 1.264 |
| Using resources more efficiently | 1.419 |
| Reducing costs | 1.485 |
| Involving patients/relatives to identify problems and possible solutions | 1.267 |
| Involving patients/relatives in testing and introducing innovations | 1.267 |
| Acceptable (VIF < 10) |
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.