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.
| Nodes | Mean (β) | Sd | Mc error | 95.0% CI for mean (β) | OR () | Lower | Upper |
| Alpha (β1) | −3.09 | 1.2034 | 0.07616 | −6.766 | 0.4397 | 0.0455 | Gender (1) (β2) | 1.083 | 0.2496 | 0.002366 | 0.5117 | 1.681 | 2.9535 | Age (β3) | −0.1739 | 0.0621 | 0.002257 | −0.3011 | −0.03931 | 0.8403 | Family monthly income (FMI) | FMI (1) (β5) | 1.09 | 0.3652 | 0.003579 | 0.2596 | 1.924 | 2.9742 | FMI (2) (β6) | 1.235 | 0.3933 | 0.003761 | 0.364 | 2.12 | 3.4383 | FMI (3) (β7) | 1.546 | 0.3821 | 0.003686 | 0.7221 | 2.391 | 4.6926 | Study hour (SH) | SH (1) (β15) | 0.5826 | 0.3962 | 0.003344 | −0.08787 | 1.264 | 1.7906 | SH (2) (β16) | 0.5556 | 0.3201 | 0.002956 | −0.1781 | 1.307 | 1.7429 | SH (3) (β17) | 1.101 | 0.3487 | 0.002917 | 0.2417 | 1.972 | 3.0071 | Usage of stimulant (TS) | TS (1) (β18) | −2.919 | 0.3874 | 0.003658 | −3.624 | −2.239 | 0.0539 | TS (2) (β19) | −2.877 | 0.3992 | 0.003564 | −3.714 | −2.06 | 0.0563 | TS (3) (β20) | −4.044 | 0.4524 | 0.004002 | −5.211 | −2.974 | 0.017527 | English proficiency (EP) | EP (1) (β23) | 0.8704 | 0.3211 | 0.003135 | 0.1296 | 1.629 | 2.3878 | EP (2) (β24) | 1.328 | 0.3021 | 0.002353 | 0.6559 | 2.02 | 3.7734 | EGSECE score (β25) | 1.849 | 0.5871 | 0.01502 | 0.5233 | 3.125 | 6.3534 | Previous TVET Attitude (PTA) (β28) | 0.5246 | 0.2649 | 0.00203 | 0.09542 | 1.132 | 1.689783 | Satisfaction with teachers (SBT) | SBT (1) (β33) | 0.3182 | 0.5201 | 0.004258 | −0.8846 | 1.517 | 1.3746 | SBT (2) (β34) | 1.272 | 0.5321 | 0.004697 | 0.06755 | 2.478 | 3.5679 | SBT (3) (β35) | 1.346 | 0.3992 | 0.003946 | 0.3469 | 2.329 | 3.8420 | SBT (4) (β36) | 1.121 | 0.4218 | 0.00441 | 0.1086 | 2.12 | 3.0679 | Satisfaction with department placement (SBDP) | SBDP (1) (β37) | 0.9258 | 0.4187 | 0.003082 | 0.1026 | 2.163 | 3.067921 | SBDP (2) (β38) | 1.127 | 0.3921 | 0.003346 | 0.2228 | 2.036 | 3.0863 | SBDP (3) (β39) | 0.7933 | 0.3824 | 0.003051 | 0.1069 | 1.9 | 2.697971 | SBDP (4) (β40) | 1.034 | 0.4158 | 0.003549 | 0.1086 | 1.979 | 2.8122 |
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