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Education, Student Performance Analytics - Coggle Diagram
Education
Problem Area
Low Academic Performance
Poor Reading Comprehension
Difficulty in Tracking Student Progress
Lack of Personalized Learning
Data Collection
Student Grades
Reading Assessment Result
Attendance Records
Quiz Scores
Gender
System Features
Admin & Teachers Student Dashboard
Data VIsualization Charts
Student Performance Reports
User Management
Student Performance Analytics
Engagement Factors
Study Hours
Extracurricular Activities
Internet Access
Data Sources
Cleaned Dataset (concatenated)
Dataset 2
(12 columns)
Dataset 1
(23 columns)
Exploratory Data Analysis (EDA)
Correlation Analysis
Score Distributions
Missing Data Values
Group Comparison (Gender, dept, academic support)
Feature Engineering
Encoding Categoricals
Normalize scores
Creating New Features/Columns
Dashboard
At risk student flags
Feature Importance
Class Distribution (Grades)
Department and demographic breakdowns
ML Model
Model Evaluation
Grade Inference
Early detection of at risk students