Advanced machine learning with real-time explainable insights for personalized
career path routing
98.9%Accuracy
SHAPExplainability
22Features
Student Assessment
Enter academic parameters for placement evaluation
Placement ChanceHigh Confidence
0%
CALCULATING
LowMediumHigh
Interactive Risk Simulator
--%
STANDARD CHANCE
Placement Probability--%
Chance Delta--%
Target Goal--%
Age
Internships
CGPA
Backlogs
AI-generated, may include mistakes. Don't enter sensitive personal info.
Placement Factor Analysis
SHAP-based explainable AI insights
About SHAP Analysis
SHAP (SHapley Additive exPlanations) values show how each factor contributes to your
individual risk prediction, providing transparent and interpretable insights.
Knowledge Graph Gap Analysis
Personalized Insights
🔮 What-If Scenario Analysis
See how modifying academic factors could change your placement chance
Generating counterfactual scenarios...
🌟
Best Possible Outcome
If all recommended changes are applied together
Current Chance—
Potential Chance—
These scenarios are model-based estimates. Actual outcomes depend on many factors. Consult a
healthcare professional before making health decisions.