Design and Construction of Recruitment Screening Model in Personnel Management System Based on Decision Tree
Mar 21, 2025
About this article
Published Online: Mar 21, 2025
Received: Oct 27, 2024
Accepted: Feb 24, 2025
DOI: https://doi.org/10.2478/amns-2025-0596
Keywords
© 2025 Yingying Cui, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Editorial talent discipline professional requirements
| Professional requirements | Editing job breakdown | Total | ||||||
|---|---|---|---|---|---|---|---|---|
| Copyright editor | Planning editor | Art editor | Journal editor | Digital editor | Book editor | New media editor | ||
| Editing and publishing | 1 | 3 | 1 | 5 | 2 | 15 | 19 | 46 |
| Medical science and engineering | 0 | 12 | 0 | 19 | 2 | 34 | 68 | 135 |
| Language and writing | 15 | 12 | 0 | 4 | 2 | 35 | 112 | 180 |
| Humanities and Social Sciences (excluding editing, publishing, language) | 3 | 9 | 9 | 12 | 2 | 21 | 134 | 191 |
| No requirement for major | 3 | 18 | 10 | 8 | 1 | 18 | 112 | 170 |
| Total | 22 | 54 | 20 | 48 | 9 | 123 | 445 | 722 |
Key 50 keyword label
| Serial number | Key words | Serial number | Key words | Serial number | Key words | Serial number | Key words |
|---|---|---|---|---|---|---|---|
| 1 | Experience | 14 | Spirit | 27 | Office software | 40 | Conscientiously |
| 2 | Majors | 15 | Cooperation | 28 | Japanese | 41 | Literacy |
| 3 | Communication | 16 | Writing ability | 29 | Downness | 42 | Copywriting |
| 4 | Text work | 17 | Learning | 30 | Topic selection | 43 | Meticulous |
| 5 | Undergraduate | 18 | News | 31 | Professionalism | 44 | Knowledge |
| 6 | Love | 19 | Language | 32 | Collaboration | 45 | Certificate |
| 7 | Team | 20 | Compressive resistance | 33 | Qualification | 46 | Product |
| 8 | Book | 21 | Writing | 34 | Coordinate | 47 | New media |
| 9 | Master | 22 | Chinese | 35 | Merit base | 48 | Organizational coordination |
| 10 | Plan | 23 | Text | 36 | Certificate | 49 | Study abroad |
| 11 | English | 24 | Software | 37 | Design | 50 | Independence |
| 12 | Solid | 25 | Dedication | 38 | Comic book | ||
| 13 | Responsibility | 26 | Expressive power | 39 | Execution force |
AUC values of each model
| Model | AUC (Delivered) | AUC (Satisfied) |
|---|---|---|
| KNN | 0.511 | 0.543 |
| LR | 0.547 | 0.595 |
| SVM | 0.582 | 0.602 |
| NB | 0.596 | 0.678 |
| CART | 0.704 | 0.787 |