Market competitiveness, human capital and innovation in the manufacturing and service sector
| Manufacturing sector | Service sector | |||||||
|---|---|---|---|---|---|---|---|---|
| Variables | Product innovation | Process innovation | Marketing innovation | Organizational innovation | Product innovation | Process innovation | Marketing innovation | Organizational innovation |
| Independent variable | ||||||||
| Share of graduate employees | 0.214** | 0.280*** | 0.066 | 0.155 | 0.101 | 0.138** | 0.173** | 0.189*** |
| (0.105) | (0.104) | (0.099) | (0.100) | (0.067) | (0.061) | (0.071) | (0.069) | |
| Market competitiveness variables | ||||||||
| Strong competition from abroad | −0.211* | −0.294*** | 0.084 | −0.078 | −0.211*** | −0.158*** | −0.158** | −0.141** |
| (0.114) | (0.113) | (0.108) | (0.109) | (0.064) | (0.059) | (0.068) | (0.066) | |
| Outdated product and service | 0.954*** | 1.011*** | 0.192 | 0.488 | 0.479*** | 0.452*** | 0.579*** | 0.523*** |
| (0.341) | (0.337) | (0.324) | (0.326) | (0.166) | (0.154) | (0.176) | (0.172) | |
| Interaction variables | ||||||||
| Outdated product × Graduate employees | −0.767** | −0.967*** | −0.098 | −0.436 | −0.272 | −0.334** | −0.406** | −0.344** |
| (0.342) | (0.338) | (0.324) | (0.327) | (0.168) | (0.155) | (0.178) | (0.174) | |
| Competition from abroad × Graduate employees | 0.418*** | 0.400*** | 0.043 | 0.183 | 0.289*** | 0.211*** | 0.219*** | 0.162** |
| (0.118) | (0.117) | (0.112) | (0.113) | (0.069) | (0.063) | (0.073) | (0.071) | |
| Control variables | ||||||||
| Firm size | 0.028*** | 0.051*** | 0.025*** | 0.051*** | 0.019** | 0.036*** | 0.025*** | 0.058*** |
| (0.007) | (0.007) | (0.007) | (0.007) | (0.008) | (0.007) | (0.008) | (0.008) | |
| Market share of top selling product/services | 0.120*** | 0.023 | 0.073*** | 0.069*** | 0.032 | 0.026 | 0.100*** | 0.083*** |
| (0.021) | (0.021) | (0.020) | (0.020) | (0.025) | (0.023) | (0.026) | (0.025) | |
| Constant | −0.246** | −0.308*** | 0.001 | −0.137 | −0.049 | −0.136** | −0.110 | −0.194*** |
| (0.100) | (0.099) | (0.095) | (0.095) | (0.065) | (0.060) | (0.069) | (0.067) | |
| Lambda | −0.531** | −0.617*** | −0.090 | −0.267 | −0.230** | −0.241** | −0.325*** | −0.279*** |
| (0.209) | (0.207) | (0.199) | (0.200) | (0.104) | (0.096) | (0.110) | (0.107) | |
| Rho | −1.00000 | −1.00000 | −0.20150 | −0.58900 | −0.54815 | −0.62145 | −0.72932 | −0.64157 |
| Sigma | 0.47885088 | 0.47384284 | 0.44837051 | 0.45385674 | 0.42036098 | 0.38830608 | 0.44602053 | 0.43514375 |
| Wald χ2 (13) | 397.84 | 206.66 | 205.02 | 237.73 | 170.97 | 130.77 | 149.26 | 200.01 |
| Prob > χ2 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
| Observations | 2,269 | 2,269 | 2,269 | 2,269 | 1,468 | 1,468 | 1,468 | 1,468 |
| Manufacturing sector | Service sector | |||||||
|---|---|---|---|---|---|---|---|---|
| Variables | Product innovation | Process innovation | Marketing innovation | Organizational innovation | Product innovation | Process innovation | Marketing innovation | Organizational innovation |
| Share of graduate employees | 0.214** | 0.280*** | 0.066 | 0.155 | 0.101 | 0.138** | 0.173** | 0.189*** |
| (0.105) | (0.104) | (0.099) | (0.100) | (0.067) | (0.061) | (0.071) | (0.069) | |
| Strong competition from abroad | −0.211* | −0.294*** | 0.084 | −0.078 | −0.211*** | −0.158*** | −0.158** | −0.141** |
| (0.114) | (0.113) | (0.108) | (0.109) | (0.064) | (0.059) | (0.068) | (0.066) | |
| Outdated product and service | 0.954*** | 1.011*** | 0.192 | 0.488 | 0.479*** | 0.452*** | 0.579*** | 0.523*** |
| (0.341) | (0.337) | (0.324) | (0.326) | (0.166) | (0.154) | (0.176) | (0.172) | |
| Outdated product × Graduate employees | −0.767** | −0.967*** | −0.098 | −0.436 | −0.272 | −0.334** | −0.406** | −0.344** |
| (0.342) | (0.338) | (0.324) | (0.327) | (0.168) | (0.155) | (0.178) | (0.174) | |
| Competition from abroad × Graduate employees | 0.418*** | 0.400*** | 0.043 | 0.183 | 0.289*** | 0.211*** | 0.219*** | 0.162** |
| (0.118) | (0.117) | (0.112) | (0.113) | (0.069) | (0.063) | (0.073) | (0.071) | |
| Firm size | 0.028*** | 0.051*** | 0.025*** | 0.051*** | 0.019** | 0.036*** | 0.025*** | 0.058*** |
| (0.007) | (0.007) | (0.007) | (0.007) | (0.008) | (0.007) | (0.008) | (0.008) | |
| Market share of top selling product/services | 0.120*** | 0.023 | 0.073*** | 0.069*** | 0.032 | 0.026 | 0.100*** | 0.083*** |
| (0.021) | (0.021) | (0.020) | (0.020) | (0.025) | (0.023) | (0.026) | (0.025) | |
| Constant | −0.246** | −0.308*** | 0.001 | −0.137 | −0.049 | −0.136** | −0.110 | −0.194*** |
| (0.100) | (0.099) | (0.095) | (0.095) | (0.065) | (0.060) | (0.069) | (0.067) | |
| Lambda | −0.531** | −0.617*** | −0.090 | −0.267 | −0.230** | −0.241** | −0.325*** | −0.279*** |
| (0.209) | (0.207) | (0.199) | (0.200) | (0.104) | (0.096) | (0.110) | (0.107) | |
| Rho | −1.00000 | −1.00000 | −0.20150 | −0.58900 | −0.54815 | −0.62145 | −0.72932 | −0.64157 |
| Sigma | 0.47885088 | 0.47384284 | 0.44837051 | 0.45385674 | 0.42036098 | 0.38830608 | 0.44602053 | 0.43514375 |
| Wald | 397.84 | 206.66 | 205.02 | 237.73 | 170.97 | 130.77 | 149.26 | 200.01 |
| Prob > | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
| Observations | 2,269 | 2,269 | 2,269 | 2,269 | 1,468 | 1,468 | 1,468 | 1,468 |
Note(s): The select equation is included in the regression, but it is not stated in the table. Standard errors in parentheses, ***p < 0.01, **p < 0.05 and *p < 0.1