A study on the construction of a data-driven civic assessment system for the course of composition and work analysis
, oraz
03 lut 2025
O artykule
Data publikacji: 03 lut 2025
Otrzymano: 26 wrz 2024
Przyjęty: 01 sty 2025
DOI: https://doi.org/10.2478/amns-2025-0037
Słowa kluczowe
© 2025 Dan Wang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.

Figure 2.

Teaching evaluation index system weight
| Primary indicator | EWM | Composite weight | Secondary indicator | EWM | Composite weight | Tertiary index | EWM | Composite weight | Absolute weight |
|---|---|---|---|---|---|---|---|---|---|
| A1 | 0.2746 | 0.0601 | B1 | 0.5 | 0.5 | C1 | 0.3057 | 0.3057 | 0.0092 |
| C2 | 0.3836 | 0.3836 | 0.0115 | ||||||
| C3 | 0.3107 | 0.3108 | 0.0093 | ||||||
| B2 | 0.5 | 0.5 | C4 | 0.5123 | 0.3377 | 0.0102 | |||
| C5 | 0.4877 | 0.6623 | 0.0199 | ||||||
| A2 | 0.2473 | 0.1244 | B3 | 0.5426 | 0.5029 | C6 | 0.5 | 0.5 | 0.0313 |
| C7 | 0.5 | 0.5 | 0.0313 | ||||||
| B4 | 0.4574 | 0.4971 | C8 | 0.5528 | 0.3952 | 0.0244 | |||
| C9 | 0.4472 | 0.6048 | 0.0374 | ||||||
| A3 | 0.2623 | 0.3712 | B5 | 0.4875 | 0.3527 | C11 | 0.3561 | 0.4520 | 0.0592 |
| C12 | 0.3414 | 0.2616 | 0.0343 | ||||||
| C13 | 0.3025 | 0.2864 | 0.0375 | ||||||
| B6 | 0.5125 | 0.6473 | C14 | 0.3768 | 0.4384 | 0.1053 | |||
| C15 | 0.6232 | 0.5616 | 0.1349 | ||||||
| A4 | 0.2158 | 0.4443 | B7 | 0.4239 | 0.6954 | C16 | 0.3143 | 0.2863 | 0.0885 |
| C17 | 0.3218 | 0.4977 | 0.1538 | ||||||
| C18 | 0.1285 | 0.0717 | 0.0221 | ||||||
| C19 | 0.2354 | 0.1443 | 0.0446 | ||||||
| B8 | 0.5761 | 0.3046 | C20 | 1 | 1 | 0.1353 |
The evaluation index weight based on AHP
| Primary indicator | Wai | Secondary indicator | Wbi | Tertiary index | Wci | Absolute weight |
|---|---|---|---|---|---|---|
| A1 | 0.0521 | B1 | 0.5 | C1 | 0.3333 | 0.0087 |
| C2 | 0.3333 | 0.0087 | ||||
| C3 | 0.3334 | 0.0087 | ||||
| B2 | 0.5 | C4 | 0.3268 | 0.0085 | ||
| C5 | 0.6732 | 0.0175 | ||||
| A2 | 0.1199 | B3 | 0.4603 | C6 | 0.5 | 0.0276 |
| C7 | 0.5 | 0.0276 | ||||
| B4 | 0.5397 | C8 | 0.3458 | 0.0224 | ||
| C9 | 0.6542 | 0.0423 | ||||
| A3 | 0.3373 | B5 | 0.3642 | C11 | 0.4256 | 0.0523 |
| C12 | 0.2569 | 0.0316 | ||||
| C13 | 0.3175 | 0.0390 | ||||
| B6 | 0.6358 | C14 | 0.5635 | 0.1208 | ||
| C15 | 0.4365 | 0.0936 | ||||
| A4 | 0.4907 | B7 | 0.6667 | C16 | 0.2511 | 0.0821 |
| C17 | 0.4263 | 0.1395 | ||||
| C18 | 0.1537 | 0.0503 | ||||
| C19 | 0.1689 | 0.0553 | ||||
| B8 | 0.3333 | C20 | 1 | 0.1635 |
The evaluation membership of the tertiary index
| Evaluation index | Evaluation grade | |||||
|---|---|---|---|---|---|---|
| V1 | V2 | V3 | V4 | V5 | ||
| B1 | C1(0.3057) | 0.1465 | 0.2999 | 0.4099 | 0.0612 | 0.0825 |
| C2(0.3836) | 0.0575 | 0.4594 | 0.2829 | 0.1221 | 0.0781 | |
| C3(0.3108) | 0.0714 | 0.3842 | 0.3988 | 0.1427 | 0.0029 | |
| B2 | C4(0.3377) | 0.1382 | 0.5196 | 0.2279 | 0.1143 | 0.0000 |
| C5(0.6623) | 0.1534 | 0.5144 | 0.2793 | 0.0529 | 0.0000 | |
| B3 | C6(0.5) | 0.0656 | 0.4249 | 0.4461 | 0.0065 | 0.0569 |
| C7(0.5) | 0.1436 | 0.4871 | 0.3528 | 0.0165 | 0.0000 | |
| B4 | C8(0.3952) | 0.0233 | 0.2629 | 0.4321 | 0.1973 | 0.0844 |
| C9(0.6048) | 0.0104 | 0.3776 | 0.3881 | 0.1638 | 0.0601 | |
| B5 | C11(0.4520) | 0.1117 | 0.4685 | 0.3394 | 0.0804 | 0.0000 |
| C12(0.2616) | 0.0658 | 0.4568 | 0.2338 | 0.1227 | 0.1209 | |
| C13(0.2864) | 0.1756 | 0.4965 | 0.1939 | 0.0904 | 0.0436 | |
| B6 | C14(0.43847) | 0.0114 | 0.4565 | 0.4195 | 0.0682 | 0.0444 |
| C15(0.5616) | 0.0689 | 0.3992 | 0.3343 | 0.1976 | 0.0000 | |
| B7 | C16(0.2863) | 0.1113 | 0.4896 | 0.3157 | 0.0834 | 0.0000 |
| C17(0.4977) | 0.1177 | 0.2663 | 0.4811 | 0.1349 | 0.0000 | |
| C18(0.0717) | 0.1996 | 0.4107 | 0.3635 | 0.0081 | 0.0181 | |
| C19(0.1443) | 0.0553 | 0.4337 | 0.3737 | 0.0517 | 0.0856 | |
| B8 | C20(1) | 0.0567 | 0.5515 | 0.3182 | 0.0497 | 0.0239 |
Preliminary evaluation index system
| Primary indicator | Secondary indicator | Tertiary index |
|---|---|---|
| A1 | B1 | C1 |
| C2 | ||
| C3 | ||
| B2 | C4 | |
| C5 | ||
| A2 | B3 | C6 |
| C7 | ||
| B4 | C8 | |
| C9 | ||
| C10 | ||
| A3 | B5 | C11 |
| C12 | ||
| C13 | ||
| B6 | C14 | |
| C15 | ||
| A4 | B7 | C16 |
| C17 | ||
| C18 | ||
| C19 | ||
| B8 | C20 |
The evaluation membership of the secondary indicator
| Evaluation index | Evaluation grade | |||||
|---|---|---|---|---|---|---|
| V1 | V2 | V3 | V4 | V5 | ||
| A1 (0.0601) | B1(0.5) | 0.0890 | 0.3873 | 0.3577 | 0.1099 | 0.0561 |
| B2(0.5) | 0.1483 | 0.5162 | 0.2619 | 0.0736 | 0.0000 | |
| A2 (0.1244) | B3(0.5029) | 0.1046 | 0.4560 | 0.3995 | 0.0115 | 0.0284 |
| B4(0.4971) | 0.0155 | 0.3323 | 0.4055 | 0.1770 | 0.0697 | |
| A3 (0.3712) | B5(0.3527) | 0.1180 | 0.4735 | 0.2701 | 0.0943 | 0.0441 |
| B6(0.6473) | 0.0437 | 0.4243 | 0.3716 | 0.1409 | 0.0195 | |
| A4 (0.4443) | B7(0.6954) | 0.1127 | 0.3647 | 0.4098 | 0.0991 | 0.0137 |
| B8(0.3046) | 0.0567 | 0.5515 | 0.3182 | 0.0497 | 0.0239 | |
