Table 5. Multiple linear regression...

Table 5.

Multiple linear regression (MLR) to predict overall blended learning experience (OBE)

Model summary	Multiple R	R²	Adjusted R²	Std. error	SD
	0.947	0.897	0.894	0.294	0.905
ANOVA	Sum of squares	Df	Mean square	F	P
Regression	163.121	5	32.624	376.595***	0.000
Residual	18.799	217	0.087
Total	181.919	222
Linearity	Sum of squares	Df	Mean square	F	P
Cognitive flexibility	129.011	1	129.011	664.841***	0.000
Faculty support	131.731	1	131.731	698.525***	0.000
Student engagement	96.907	1	96.907	359.747***	0.000
Sense of belonging	97.235	1	97.235	284.230***	0.000
Learner self-actualization	125.033	1	125.033	505.894***	0.000
Coefficient and multicollinearity	B	Std. Error	Beta (β)	t	P	Tolerance	VIF	CI
Constant	−0.218	0.095		−2.288	0.023			1
Faculty support	0.327	0.036	0.326***	9.201	0.000	0.379	2.642	13.243
Cognitive flexibility	0.260	0.036	0.269***	7.176	0.000	0.338	2.96	12.661
Learner self-actualization	0.215	0.036	0.222***	6.038	0.000	0.351	2.85	20.825
Student engagement	0.176	0.031	0.181***	5.714	0.000	0.475	2.106	16.522
Sense of belonging	0.103	0.033	0.103**	3.105	0.002	0.43	2.326	19.53

Model summary	Multiple R	R²	Adjusted R²	Std. error	SD
	0.947	0.897	0.894	0.294	0.905
ANOVA	Sum of squares	Df	Mean square	F	P
Regression	163.121	5	32.624	376.595***	0.000
Residual	18.799	217	0.087
Total	181.919	222
Linearity	Sum of squares	Df	Mean square	F	P
Cognitive flexibility	129.011	1	129.011	664.841***	0.000
Faculty support	131.731	1	131.731	698.525***	0.000
Student engagement	96.907	1	96.907	359.747***	0.000
Sense of belonging	97.235	1	97.235	284.230***	0.000
Learner self-actualization	125.033	1	125.033	505.894***	0.000
Coefficient and multicollinearity	B	Std. Error	Beta (β)	t	P	Tolerance	VIF	CI
Constant	−0.218	0.095		−2.288	0.023			1
Faculty support	0.327	0.036	0.326***	9.201	0.000	0.379	2.642	13.243
Cognitive flexibility	0.260	0.036	0.269***	7.176	0.000	0.338	2.96	12.661
Learner self-actualization	0.215	0.036	0.222***	6.038	0.000	0.351	2.85	20.825
Student engagement	0.176	0.031	0.181***	5.714	0.000	0.475	2.106	16.522
Sense of belonging	0.103	0.033	0.103**	3.105	0.002	0.43	2.326	19.53

Notes:

*p < 0.05; **p < 0.01; ***p < 0.001

DF = degree of freedom; B = unstandardized coefficient; Beta = standardized coefficients; VIF = variance inflation factor; CI = condition index

Source: Created by authors

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