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Table 2 Within-sum-of-squares statistics by number of clusters (n = 13,538)

From: Creating a measure to operationalize engaged well-being at work

cluster solution (k)

WSSk

log (WSSk)

η2k

PREk

1

27,680.66

10.23

.00

.

2

14,959.98

9.61

.46

.46

3

11,250.22

9.33

.59

.25

4

8394.58

9.04

.70

.25

5

7102.47

8.87

.74

.15

6

6071.34

8.71

.78

.15

7

5091.35

8.54

.82

.16

8

4560.92

8.43

.84

.10

9

4168.98

8.34

.85

.09

  1. Note: The statistics are calculated as proposed by Makles (2012) [45]; WSSk within-sum-of-squares; log (WSSk) the natural logarithm of WSSk; η2k 1-WSSk/WSS1 [eta-squared]; PREk (WSSk-1-WSSk)/WSSk-1 [the proportional reduction of error]