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. 2023 Jan 23:1–47. Online ahead of print. doi: 10.1007/s10639-022-11515-5

Table 5.

Results of LightGBM model in different grades and schools’ categories

Grades School category Class 0 (Staying) Class 1 (Drops out) GM Score F1 score
Recall Precision Recall Precision
Cycle 1 (1st – 4th grades) Public 0.9364 0.9981 0.8525 0.1387 0.8935 0.2386
Private voucher 0.9223 0.9979 0.7309 0.0627 0.8210 0.1155
Private fee paying 0.8742 0.9927 0.6048 0.0726 0.7272 0.1296
Cycle 2 (5th – 8th grades) Public 0.9444 0.9975 0.8202 0.1609 0.8801 0.2690
Private voucher 0.9377 0.9979 0.7596 0.0923 0.8440 0.1646
Private fee paying 0.8984 0.9934 0.5110 0.0578 0.6776 0.1039
Primary (1st – 8th grades) Public 0.9404 0.9978 0.8358 0.1492 0.8865 0.2532
Private voucher 0.9297 0.9979 0.7458 0.0755 0.8327 0.1371
Private fee paying 0.8854 0.9930 0.5680 0.0666 0.7092 0.1192
Secondary (Cycle 3): (9th – 12th grades) Public 0.9361 0.9953 0.9058 0.4018 0.9208 0.5567
Private voucher 0.9372 0.9969 0.8939 0.2819 0.9153 0.4286
Private fee paying 0.9486 0.9949 0.6689 0.1601 0.7966 0.2584
7th – 12th grades Public 0.9342 0.9957 0.8885 0.3298 0.9110 0.4810
Private voucher 0.9374 0.9970 0.8708 0.2343 0.9035 0.3692
Private fee paying 0.9385 0.9944 0.6143 0.1212 0.7593 0.2025