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Application of a Depth Model of Precise Matching between People and Posts Based on Ability Perception
Shaoze Zhang1,2
1Chinese Academy of Social Sciences, Beijing 100000, China.
Computational Intelligence and Neuroscience
|October 3, 2022
Summary
Optimizing human resource management through accurate person-post matching enhances enterprise competitiveness. A new model based on ability perception and integer linear programming improves matching accuracy by 8% compared to traditional methods.
Area of Science:
- Human Resource Management
- Organizational Psychology
- Operations Research
Background:
- Enterprise competitiveness relies on human resources, necessitating effective talent allocation.
- Human resource management is crucial for enterprise development and innovation.
- Person-post matching is the core of human resource management for smooth operations.
Purpose of the Study:
- To analyze the concept, measurement, principles, and factors of person-post matching.
- To develop an accurate person-post matching model based on ability perception.
- To optimize human resource scheduling using integer linear programming.
Main Methods:
- Analysis of person-post matching concepts and principles.
- Development of a depth model for accurate person-post matching using ability perception.
- Application of integer linear programming for human resource scheduling optimization, considering resource constraints, employee efficiency heterogeneity, and time sequences.
Main Results:
- The proposed depth model enhances the accuracy of person-post matching.
- The integer linear programming model optimizes human resource scheduling with a goal of shortest construction period.
- The developed algorithm achieved approximately 94% accuracy, an 8% improvement over traditional methods.
Conclusions:
- Accurate person-post matching is vital for enterprise competitiveness and innovation.
- The ability perception-based model offers a more precise approach to matching individuals with suitable positions.
- Optimized human resource scheduling using integer linear programming demonstrates superior performance, providing valuable insights for researchers.

