Research Article

A Bayesian Approach to Investigating Factors Influencing Polytechnic College Students’ Academic Achievement

Table 5

Summary statistics for significant covariates in the Bayesian logistic model.

NodesMean (β)SdMc error95.0% CI for mean (β)OR ()
LowerUpper

Alpha (β1)−3.091.20340.07616−6.7660.43970.0455
Gender (1) (β2)1.0830.24960.0023660.51171.6812.9535
Age (β3)−0.17390.06210.002257−0.3011−0.039310.8403
Family monthly income (FMI)
FMI (1) (β5)1.090.36520.0035790.25961.9242.9742
FMI (2) (β6)1.2350.39330.0037610.3642.123.4383
FMI (3) (β7)1.5460.38210.0036860.72212.3914.6926
Study hour (SH)
SH (1) (β15)0.58260.39620.003344−0.087871.2641.7906
SH (2) (β16)0.55560.32010.002956−0.17811.3071.7429
SH (3) (β17)1.1010.34870.0029170.24171.9723.0071
Usage of stimulant (TS)
TS (1) (β18)−2.9190.38740.003658−3.624−2.2390.0539
TS (2) (β19)−2.8770.39920.003564−3.714−2.060.0563
TS (3) (β20)−4.0440.45240.004002−5.211−2.9740.017527
English proficiency (EP)
EP (1) (β23)0.87040.32110.0031350.12961.6292.3878
EP (2) (β24)1.3280.30210.0023530.65592.023.7734
EGSECE score (β25)1.8490.58710.015020.52333.1256.3534
Previous TVET Attitude (PTA) (β28)0.52460.26490.002030.095421.1321.689783
Satisfaction with teachers (SBT)
SBT (1) (β33)0.31820.52010.004258−0.88461.5171.3746
SBT (2) (β34)1.2720.53210.0046970.067552.4783.5679
SBT (3) (β35)1.3460.39920.0039460.34692.3293.8420
SBT (4) (β36)1.1210.42180.004410.10862.123.0679
Satisfaction with department placement (SBDP)
SBDP (1) (β37)0.92580.41870.0030820.10262.1633.067921
SBDP (2) (β38)1.1270.39210.0033460.22282.0363.0863
SBDP (3) (β39)0.79330.38240.0030510.10691.92.697971
SBDP (4) (β40)1.0340.41580.0035490.10861.9792.8122