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A Systems View Across Time and Space

Table 2 Multiple regression model estimation results for evaluating the contribution of explanatory variables to sales

From: The contribution of collaboration to the development of sustainable innovation in high-tech companies

Variables

Model 1

Dependent variable—average annual company revenue (LN)

Model 2

Dependent variable—average annual company revenue (LN) per employee

S. E

Estimate

S. E

Estimate

Average R&D investment (LN)

0.117***

0.543

  

Average R&D investment (LN) per employee

  

0.154***

0.540

Dummy variable: collaboration (1 = at least one collaboration, 0 = no collaboration)

0.333***

1.046

0.348***

1.103

Company age (years)

0.029***

0.128

0.029***

0.096

Company location (1 = Tel Aviv, 0 = other)

0.370

− 0.190

0.381

0.180

Company location (1 = Haifa, 0 = other)

0.468

− 0.676

0.482

− 0.634

Company sector (1 = life sciences, 0 = other)

0.502

0.325

0.515

0.211

Constant

1.536***

5.234

1.757***

4.543

Number of observations

102

102

Adjusted R2

0.422

0.282

F

13.295

7.622

  1. ***Level of significant 0.01