Objective of data analytics | Model 3-1 | Model 3-2 | Model 3-3 | Model 3-4 | Model 3-5 | Model 3-6 | |
Net sales | 0.000*** | 0.000*** | 0.000** | 0.000*** | 0.000*** | 0.000*** | |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||
R&D expenses | 0.000** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||
Listed dummy | −0.132 | −0.001 | −0.021 | 0.043 | 0.012 | 0.055 | |
(0.126) | (0.119) | (0.118) | (0.119) | (0.113) | (0.113) | ||
Manufacturing industry dummy | −0.038 | 0.033 | 0.168 | 0.125 | 0.255* | 0.235* | |
(0.147) | (0.137) | (0.138) | (0.137) | (0.132) | (0.133) | ||
Number of patents held | 0.068 | 0.029 | 0.025 | −0.008 | −0.012 | −0.020 | |
(0.064) | (0.060) | (0.060) | (0.060) | (0.057) | (0.057) | ||
Person in charge dummy | 0.597*** | 0.180 | 0.250* | 0.215* | 0.211* | 0.110 | |
(0.118) | (0.121) | (0.117) | (0.118) | (0.110) | (0.116) | ||
Formulation of a strategy for data analytics | 0.563*** | 0.142* | |||||
(0.067) | (0.088) | ||||||
System deployment | 0.643*** | 0.001 | |||||
(0.075) | (0.119) | ||||||
Acquisition of skills and knowledge | 0.568*** | 0.155* | |||||
(0.066) | (0.095) | ||||||
Qualitative improvement of data | 0.764*** | 0.551*** | |||||
(0.068) | (0.109) | ||||||
Observations | 459 | ||||||
Adjusted R2 | 0.066 | 0.191 | 0.195 | 0.197 | 0.267 | 0.274 | |
*p < 0.1, **p < 0.05, ***p < 0.01 | |||||||
Values in parentheses: SE | |||||||
Created by author |