Attribute gain ratio with respect for product innovation and PSI
| Product innovation | Product–service innovation | ||
|---|---|---|---|
| Input | Information gain | Input | Information gain |
| Headquarter cooperation | 0.494 | IPO cooperation | 0.526 |
| Other firms cooperation | 0.494 | Competitors cooperation | 0.525 |
| Government cooperation | 0.494 | University cooperation | 0.525 |
| Suppliers cooperation | 0.494 | Total percentage of funding | 0.525 |
| Total percentage of funding | 0.494 | Government cooperation | 0.525 |
| IPO cooperation | 0.473 | Clients cooperation | 0.525 |
| Ind. manufacturing sector | 0.418 | Other firms cooperation | 0.525 |
| University cooperation | 0.398 | Labs cooperation | 0.449 |
| Labs cooperation | 0.357 | Headquarter cooperation | 0.367 |
| Customers cooperation | 0.320 | Customers cooperation | 0.315 |
| Competitors cooperation | 0.312 | Suppliers cooperation | 0.311 |
| Clients cooperation | 0.299 | Obj.: Increase quality | 0.277 |
| Obj.: Incr. mark. share | 0.248 | Objective: Incr. flexibility | 0.203 |
| Obj.: reduce environ. impact | 0.239 | Obj.: Incr. mark. share | 0.172 |
| R&D Department | 0.144 | Obj.: Entry into new markets | 0.169 |
| Obj.: entry into new markets | 0.122 | Obj.: Reduce environ. impact | 0.151 |
| Product innovation | Product–service innovation | ||
|---|---|---|---|
| Input | Information gain | Input | Information gain |
| Headquarter cooperation | 0.494 | IPO cooperation | 0.526 |
| Other firms cooperation | 0.494 | Competitors cooperation | 0.525 |
| Government cooperation | 0.494 | University cooperation | 0.525 |
| Suppliers cooperation | 0.494 | Total percentage of funding | 0.525 |
| Total percentage of funding | 0.494 | Government cooperation | 0.525 |
| IPO cooperation | 0.473 | Clients cooperation | 0.525 |
| Ind. manufacturing sector | 0.418 | Other firms cooperation | 0.525 |
| University cooperation | 0.398 | Labs cooperation | 0.449 |
| Labs cooperation | 0.357 | Headquarter cooperation | 0.367 |
| Customers cooperation | 0.320 | Customers cooperation | 0.315 |
| Competitors cooperation | 0.312 | Suppliers cooperation | 0.311 |
| Clients cooperation | 0.299 | Obj.: Increase quality | 0.277 |
| Obj.: Incr. mark. share | 0.248 | Objective: Incr. flexibility | 0.203 |
| Obj.: reduce environ. impact | 0.239 | Obj.: Incr. mark. share | 0.172 |
| R&D Department | 0.144 | Obj.: Entry into new markets | 0.169 |
| Obj.: entry into new markets | 0.122 | Obj.: Reduce environ. impact | 0.151 |
Source(s): Authors’ own work
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.