Student Performance Predictor

AI-powered math score prediction based on student demographics and academic performance

🤖 ML Powered 📊 Data-Driven đŸŽ¯ 88%+ Accuracy

Get Your Math Score Prediction

Fill in your details below to get an AI-powered prediction of your math performance

Personal Information

Family Background

Academic Preparation

Academic Performance

Poor (0-59) Average (60-79) Good (80-89) Excellent (90-100)
Poor (0-59) Average (60-79) Good (80-89) Excellent (90-100)

Prediction based on machine learning analysis of similar student profiles

Analyzing your profile and predicting math score...

📊 Processing Data 🧠 Running ML Model đŸŽ¯ Generating Prediction
Learn More About Our Prediction Model

Advanced ML Model

Ensemble algorithms for best accuracy

Data-Driven Insights

Based on 1000+ student records

Personalized Prediction

Tailored to individual student profile

How Each Factor Affects Math Performance

Understanding the science behind our predictions - scroll down to learn more about the factors that influence academic performance.

📚

Reading & Writing Scores

High Impact

Strong correlation with math performance. Students with higher reading/writing scores typically perform better in math.

🎓

Parental Education

Medium-High Impact

Higher parental education levels are associated with better student math performance due to academic support.

📖

Test Preparation

Medium Impact

Students who complete test preparation courses show measurable improvement in math scores.

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Lunch Type

Medium Impact

Socioeconomic indicator - students with standard lunch often have additional educational resources.

🌍

Ethnicity & Gender

Lower Impact

Demographic factors with varying influence patterns across different groups.

About Our Prediction Model

Our machine learning model analyzes patterns from thousands of student records to provide accurate predictions.

88%+

Accuracy Rate

1000+

Training Samples

7

Key Features

Multiple

ML Algorithms

Explore the Code

Want to see how this prediction model works? Check out the complete source code, data analysis, and machine learning implementation.

View on GitHub

Disclaimer: This prediction is for educational purposes and based on statistical patterns. Actual performance may vary based on individual effort, teaching quality, and other factors not captured in this model.