A study on the construction of a data-driven civic assessment system for the course of composition and work analysis
, and
Feb 03, 2025
About this article
Published Online: Feb 03, 2025
Received: Sep 26, 2024
Accepted: Jan 01, 2025
DOI: https://doi.org/10.2478/amns-2025-0037
Keywords
© 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 |