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Punjab Politix

Service

Winning Margin Prediction

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AI prediction engine forecasting winning probability, expected margin, risk score, and vote-gap scenarios for your seat.

The challenge

Without margin forecasting, campaigns over-invest in safe areas and under-invest where a few hundred votes decide the seat.

Our approach

  1. Scenario modelling
  2. Survey-weighted forecasts
  3. Turnout sensitivity
  4. Risk scoring

Deliverables

  • Win probability (%)
  • Expected margin range
  • Risk score
  • Scenario comparison deck

Ready to get started?

Our team responds within 24 hours for all Punjab candidates.