Analyzing and creating an analytical model to evaluate the efficiency of employees in companies, identifying parameters and practical implementation methods. Goals include defining efficiency indicators, creating a measurement system, enhancing data collection and feature engineering, selecting suitable algorithms and metrics, training and validating the model, conducting trials in real company conditions, optimizing management decisions, and providing recommendations to improve employee performance