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 | |