Internet Learning Volume 1, Number 1, Fall 2012 | Page 29

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Internet Learning

Table 4.
Results of Ordered Logistic Regression
Log
Log
Pseudo R-Square Likelihood
Likelihood
Degrees of
Model
N
(null model) (fitted model) Chi-Square Freedom Significance
567 Cox & Snell .068
861.008
820.786
40.222
24
.020
Nagelkerke .081
McFadden .038
Percentage in Coefficient
Standard
Wald
Variable
Variable/Category
Category
Estimate
Error
Statistic
Significance
Attendance mode
Virtual (*no estimate)
37.2%
In-person
62.8%
.496
0.247
4.032
.045
Non-quiz GPA
A (*no estimate)
29.5%
B+ to A38.6%
-0.721
0.255
7.972
.005
B
21.6%
-0.884
0.278
10.111
.001
C+ to B4.5%
-1.427
0.434
10.794
.001
C
2.3%
-0.977
0.612
2.548
.110
D+ to C2.3%
-1.327
0.633
4.394
.036
D
1.1%
-1.508
0.897
2.828
.093
Quiz sequence
8th (*no estimate)
7.1%
7th
9.9%
0.258
0.482
0.286
.592
th
6
12.3%
-0.010
0.468
0.000
.983
5th
14.1%
-0.121
0.463
0.068
.794
th
4
13.9%
0.184
0.469
0.153
.695
3rd
14.5%
0.136
0.463
0.086
.770
nd
2
14.1%
0.329
0.476
0.479
.489
1st
14.1%
-0.141
0.476
0.087
.767
Virtual quiz experience
7 (*no estimate)
0.4%
6
1.4%
0.806
1.539
0.274
.601
5
3.0%
0.988
1.460
0.458
.499
4
3.9%
1.744
1.475
1.398
.237
3
5.1%
1.573
1.453
1.173
.279
2
9.2%
1.012
1.407
0.517
.472
1
12.3%
0.703
1.397
0.253
.615
0
64.7%
1.033
1.400
0.545
.460
Semester sequence
4th (*no estimate)
23.9%
rd
3
27.3%
-0.212
0.274
0.599
.439
2nd
22.7%
0.314
0.295
1.133
.287
st
1
26.1%
0.128
0.281
0.208
.648
* Highest value of each category corresponds with cumulative probability of 1, producing
no coefficient.