Exploratory Data Analysis Insights

3/8

Key Findings

Gender Differences

Females have higher overall averages, but males slightly outperform in math

Socioeconomic Impact

Group E students excel; Groups A and B underperform consistently

Lunch Type

Standard lunch strongly correlated with better performance in all subjects

Test Preparation

Completing prep course leads to higher scores across all subjects

Parental Education

Master's/bachelor's degrees correlate with higher student scores

Performance Distribution

Gender Distribution

Test Prep Impact

Key Insight

Student success is more strongly correlated with lunch type (socioeconomic indicator) and test preparation than with gender or parental education level.