Naryana Rank Predictor

Test parameters

Expected score

Max marks 180 · 198 · 300

Estimated class avg

Total students leave blank for auto

Prediction

—

Predicted percentile

Estimated rank

—

Est. topper score

—

stat. estimate

Difficulty

—

avg / max marks

Above avg by

—

raw marks

Normalization pipeline

difficulty = avg / max —

est. topper gap norm —

est. topper —

dynamic k —

sigma σ —

z-score —

x norm (vs topper) —

↓ RankNet

      percentile
      —
    

⚠ Score is at or below class average. Model has limited data in this range — treat with caution.

⚠ Score exceeds estimated topper. Clamped to topper — you're likely in the top 1%.

⚠ Paper difficulty is outside training range. Prediction confidence is lower.

✓ Score is well above average. Prediction confidence is high.

JEE Rank Predictor