🎯
Student Performance Predictor
Machine Learning Academic Analytics & Math Score Regression
In-Browser ML Engine
🛠️ Dev Guide
GitHub Repo
⚡ Quick Presets:
🌟 High Honor Student
📐 STEM Oriented
⚖️ Balanced Achiever
🌱 Growth & Support
⚙️ Student Profile & Attributes
Gender
👨 Male
👩 Female
Race / Ethnicity Group
A
B
C
D
E
Parental Level of Education
Some High School
High School
Some College
Associate's Degree
Bachelor's Degree
Master's Degree
Lunch Subsidy (Socioeconomic Indicator)
Standard Lunch
Free / Reduced
Test Preparation Course
🎓 Completed
❌ None
Academic Indicators
Reading Score (0 - 100)
82
Writing Score (0 - 100)
80
📊 Calculate Math Performance
📈 Predictive Score Intelligence
Client ML
Flask API
Predicted Math Score
84
🌟 Grade A • Advanced
Expected Range:
79 – 89
(RMSE: ±5.4 pts)
Predicted Math
84%
Reading Score
82%
Writing Score
80%
Overall Estimated Average
82.0%
Model Factor Contributions
💡
Strong reading and writing literacy provides a high baseline. The completed preparation course and socioeconomic stability provide an estimated +8.5 point advantage.