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Table 5 Complexity dimension: results of the four-factor EFA and CFA model with reduced variable sets

From: KWReq—a new instrument for measuring knowledge work requirements of higher education graduates

Variable

Short label

EFA factor loading

CFA factor loading (stand.)

F1

F2

F3

F4

F1

F2

F3a

F4

cv1

Monitoring much information

0.96*

0.05

0.02

− 0.01

0.82

   

cv2

Multitasking

0.28*

0.07

0.28*

0.26*

0.75

   

cv3

Analysing much information

0.61*

− 0.13

0.06

0.21

0.81

   

Alpha subdimension “variety” = 0.84

      

cde1

Depending on others’ work

0.11

0.72*

0.01

0.06

    

cde2

Schedule depending on others

0.03

0.68*

− 0.04

− 0.14*

    

cde3

Depending on others’ results

− 0.07*

0.84*

0.02

0.04

    

Alpha subdimension “dependency” = 0.78

      

cdy3

Unforeseen situations

− 0.08*

0.02

0.81*

0.14*

  

0.76

 

cdy4

Spontaneous reactions

0.08*

− 0.02

0.93*

− 0.11*

  

0.77

 

cdy5

Problems without answers

0.05

0.05

0.51*

0.28*

  

0.80

 

Alpha subdimension “dynamics-reactive” = 0.85

      

cdy6

Anticipating problems

0.17

0.03

0.08

0.59*

   

0.77

cdy7

New, unfamiliar tasks

0.24

− 0.07

− 0.06

0.49*

   

0.58

cdy8

Decisions under uncertainty

0.01

0.09

0.10

0.62*

   

0.68

Alpha subdimension “dynamics-proactive” = 0.67

      

Factor correlation

 F1

1.00

   

1.00

   

 F2

0.14

1.00

  

  

 F3

0.56

0.18

1.00

 

0.81

1.00

 

 F4

0.63

0.14

0.53

1.00

0.90

0.76

1.00

Model fit, N

\(\chi^{2} (24)\) = 69.672 (p = 0.000);

RMSEA = 0.068 (90% CI: (0.050, 0.087)); CFI = 0.975; TLI = 0.931; N = 411

\(\chi^{2} (24)\) = 62.697 (p = 0.000);

RMSEA = 0.065 (90% CI: (0.046, 0.084)); CFI = 0.973; TLI = 0.957; N = 411

  1. aAllowing a correlation between the error terms of cdy3 and cdy4
  2. *Significant at the 5% level
  3. Source: KWReq development study