A study on the construction of a data-driven civic assessment system for the course of composition and work analysis
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03 feb 2025
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Publicado en línea: 03 feb 2025
Recibido: 26 sept 2024
Aceptado: 01 ene 2025
DOI: https://doi.org/10.2478/amns-2025-0037
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© 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 |