TRY THE predictor in real time
Load a sample profile, predict live as you adjust the inputs, and see exactly which factors drive each result.
Go deeper with the model
Run counterfactuals, plot how a single factor shifts the prediction, and compare two students side by side.
Interactive analysis
Explore the model with instant, client-side predictions.
Adjust the profile on the left, then look at the list on the right. It shows the easiest single change — to just one factor — that would make the model switch its prediction from its current verdict to the opposite one. Lower-effort changes are listed first.
Academic & lifestyle
Background & environment
Current outcome
High Performer
100.0% probability of a high result.
Smallest changes that flip the outcome
“Flip” means the model changes its mind about whether this student is a high performer.
- Hours Studied20hrs/wk → 3hrs/wk
- Attendance90% → 66%
Model accuracy: 98.0% · Logistic Regression · computed in your browser.
Sample profiles
Jump-start the demo with a star, at-risk or average student, then tweak individual factors to explore the model.
Live prediction
Turn on auto-predict to score inputs instantly as you move the sliders — no need to press the button each time.
What drives the result
After each prediction, see the top factors pushing the outcome, measured in log-odds from the logistic regression (median 67 pts).
For educational use only — predictions are illustrative and not a substitute for academic counselling.