Student Physical Education Performance

This dataset encompasses a comprehensive set of metrics aimed at evaluating the physical education performance of students. It includes various quantitative and qualitative measures that reflect students' physical fitness levels, engagement in class, and overall performance outcomes.

Key Features:
ID: A unique identifier for each student participant.
Age: The age of the student, which can be crucial for analyzing performance trends across different age groups.
Gender: The gender of the student, allowing for comparisons in performance between different genders.
Grade_Level: The current grade level of the student, providing context for developmental stage and age-related performance expectations.
Strength_Score: A numerical score representing the student's strength, derived from specific physical assessments.
Endurance_Score: A score reflecting the student's endurance capabilities based on fitness tests.
Flexibility_Score: A score indicating the flexibility level of the student, measured through relevant exercises.
Speed_Agility_Score: A score assessing the speed and agility of the student in various physical activities.
BMI: The Body Mass Index of the student, calculated from height and weight, providing insights into physical health.
Health_Fitness_Knowledge_Score: A score that measures the student's knowledge and understanding of health and fitness principles.
Skills_Score: A score evaluating the student's physical skills related to sports and physical activities.
Class_Participation_Level: A qualitative or quantitative measure of how actively the student participates in physical education classes.
Attendance_Rate: The percentage of physical education classes attended by the student, an important factor in performance outcomes.
Motivation_Level: A score that gauges the student's motivation towards engaging in physical education activities.
Overall_PE_Performance_Score: A composite score representing the student's overall performance in physical education.
Improvement_Rate: A measure of the student's improvement in physical education performance over time.
Final_Grade: The final grade awarded to the student for their performance in the physical education course.
Previous_Semester_PE_Grade: The grade received in the prior semester, useful for tracking performance trends.
Hours_Physical_Activity_Per_Week: The average number of hours the student engages in physical activity outside of school, indicating lifestyle habits.
Performance: The target variable that summarizes the overall performance outcome, which could be used for classification or regression tasks.
Purpose:
The dataset is designed to facilitate research and analysis in physical education, helping educators, researchers, and policymakers understand the factors influencing student performance in physical fitness. It can be utilized for statistical analysis, machine learning model development, and creating interventions aimed at enhancing physical education outcomes.