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A Systems View Across Time and Space

Table 3 Indicators of latent variables qualified for the model

From: Factors impacting university–industry collaboration in European countries

Latent variables

Description of indicator

Code

Loadings

Institutional factors

IIF

 
 

Political and operational stability

IIF1

0.843

 

Government effectiveness

IIF2

0.975 (Omitted)*

 

Regulatory quality

IIF3

0.945 (Omitted)*

 

Ease of starting a business

IIF4

0.479 (Omitted)

 

Gross expenditure on R&D (GERD)

IIF5

0.889

 

Expenditure on education

IIF6

0.580 (Omitted)

Human factors

IHF

 
 

PISA scales in reading, math, & science

IHF1

0.881

 

Graduates in science & engineering

IHF2

0.107 (Omitted)

 

Tertiary level inbound mobility

IHF3

0.536 (Omitted)

 

Researchers, full time equivalent/million people

IHF4

0.930

 

Employment in knowledge-intensive services

IHF5

0.862

 

Research talent in business enterprise

IHF6

0.816

Linkage factors

ILF

 
 

GERD performed by business enterprise

ILF1

0.917

 

GERD financed by business enterprise

ILF2

0.910

 

University–industry research collaboration

ILF3

0.920 (Omitted)*

 

State of cluster development

ILF4

0.918 (Omitted)*

 

Joint venture/strategic alliance deals

ILF5

0.506 (Omitted)

Framework factors

IFF

 
 

ICT access

IFF1

0.906

 

ICT use

IFF2

0.951 (Omitted)*

 

Electricity output, kWh/mn pop

IFF3

0.525 (Omitted)

 

Logistics performance

IFF4

0.916

 

Gross capital formation

IFF5

0.055 (Omitted)

 

Environmental performance

IFF6

0.897

 

The rule of law

IFF7

0.953 (Omitted)*

Output intangible indicators

 

OII

 
 

Patent applications by origin

OII1

0.923

 

PCT international applications by origin

OII2

0.941

 

Scientific and technical publications

OII3

0.478 (Omitted)

 

Trademark application class count by origin

OII4

0.357 (Omitted)

 

Industrial designs by origin

OII5

0.533 (Omitted)

 

ICTs and business model creation

OII6

0.898

Output tangible indicators

OTI

 
 

Cultural and creative services exports

OTI1

0.668 (Omitted)

 

Creative goods exports

OTI2

0.446 (Omitted)

 

The growth rate of GDP per person engaged

OTI3

0.517 (Omitted)

 

High-tech and medium high-tech output

OTI4

0.468 (Omitted)

 

New business density

OTI5

0.484 (Omitted)

  1. *The indicators that do not meet collinearity criteria