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A Systems View Across Time and Space

Table 3 Factor analysis

From: Firm performance over innovation cycle: evidence from a small European economy

Set 1: Initial innovation capabilities, internal resources, and market environment

F 1.1

F 1.2

F 1.3

F 1.4

% of variance explained

25.10

20.46

19.33

14.37

Competent personnel

0.804

0.338

0.112

0.100

Financial resources for R&D&I

0.689

0.438

0.111

0.306

Modern technological equipment

0.688

0.087

0.386

0.341

Demand for R&D&I results

0.186

0.809

0.177

0.286

Cooperation with other firms/institutions when doing R&D&I

0.435

0.713

0.099

0.055

Competition in our business field

0.326

− 0.006

0.828

− 0.061

Interest of foreign partners in cooperation with our firm

− 0.010

0.320

0.797

0.256

Securing IPR

0.288

0.242

0.100

0.881

Set 2: Highest benefits of the support

F 2.1

F 2.2

F 2.3

F 2.4

% of variance explained

23.56

20.44

11.23

9.69

We registered IPR and derived income from these

0.855

0.034

− 0.033

− 0.126

The project enabled higher investment in applied research in the future

0.748

0.128

0.190

0.181

We improved cooperation with partners from public and private sectors

0.053

0.783

− 0.177

0.239

New/innovative products/services improved our competitiveness

0.135

0.662

0.336

− 0.017

We have modern technological equipment now

− 0.454

0.483

0.193

− 0.354

Certifications and accreditations of products/services increased our revenue

0.117

0.003

0.795

0.105

We are cooperating more than before with partners from abroad

0.010

0.435

0.536

0.303

We have cut costs via energy and material savings

− 0.397

0.063

0.497

-0.450

Professional capabilities of our employees increased

− 0.007

0.181

0.219

0.809

Set 3: Future priorities

F 3.1

F 3.2

F 3.3

F 3.4

% of variance explained

55.98

14.46

6.97

5.12

Improving technological equipment for R&D&I

0.863

0.134

0.130

0.222

Increasing R&D&I spending to improve the competitiveness of our firm

0.787

0.284

0.310

0.011

Increasing the share of R&D&I-related income out of total income

0.785

0.064

0.385

0.167

Improving cooperation with domestic firms/institutions in R&D&I

0.747

0.325

0.247

0.037

Improving professional capabilities of our researchers

0.731

0.024

0.298

0.358

Investing in marketing to promote innovative products and services

0.102

0.902

0.206

0.097

Seeking new market opportunities, competing with innovative products/services

0.232

0.839

0.017

0.265

Putting more effort into the registration of IPR

0.310

0.157

0.878

0.100

Participating in international networks of cooperation in R&D&I

0.537

0.125

0.709

0.111

Developing new market-oriented products and services

0.259

0.403

0.136

0.826

  1. Extraction method: principal component analysis. Rotation method: Varimax with Kaiser normalisation