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Table 2 CFA item loadings for the two-factor solution and item-total correlation within each
intended subscale
Factor
Item #
Item loading
Item-total correlation
Intellectual accessibility
Item 1
0.76
0.49
Item 2
0.80
0.60
Item 3
0.66
0.50
Item 6
0.11 (n.s.)
0.04
Emotional satisfaction
Item 4
0.75
0.61
Item 5
0.71
0.63
Item 7
0.74
0.61
Item 8
0.52
0.45
Note : all loadings are significantly different from 0 at the
α ¼
0.05 level except those labeled (n.s.)
challenging) is negatively related to other items in that scale of intellectual acces-
sibility, and the correlation coefficient is not significantly different from zero. This
means that KU students did not consider item 6 as an indicator of this proposed
factor (intellectual accessibility), and the measurement of this scale should be
reconstructed. The other scale of emotional satisfaction works as intended. For
WU and SE data, all items are loaded on the intended subscale well. The item-total
correlation was examined with item 6 (challenging vs. not challenging) and found
to have an extremely low value of
0.1. Again the observation suggests that KU
responses to item 6 are not correlated to three other items (1, 2, and 3) for the
“intellectual accessibility” subscale. One possible reason is that KU students might
have a different understanding of this word pair of challenging/not challenging
from students at WU and SE.
4.3
Internal Consistency Reliability for ASCIv2
The internal consistencies were calculated for each subscale. Cronbach
s alpha for
the KU data is only 0.56 for the intellectual accessibility scale, which is quite a bit
lower than the satisfactory level of 0.7. Cronbach
'
s alpha increases to 0.78 if item
'
6 is deleted from this scale. Cronbach
s alpha for both subscales for WU and SE are
above the rule-of-thumb satisfactory level of 0.7.
'
4.4 Students ' Interpretation of Item 6
Based on the CFA and Cronbach
s alpha, KU students responded to item 6, chal-
lenging/not challenging, differently from their counterparts and were not consistent
with the intended internal structure. It is critical to examine the cognitive process of
how the respondents respond to the survey item, and the first task is to explore how
'
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