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