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Voter Segmentation

Stop campaigning to everyone. Campaign to the voters who decide the seat.

Segmentation of the electorate into actionable groups by persuadability, turnout propensity and issue priority — with a message and a channel for each.

Short answer

What is Voter Segmentation?

Segmentation of the electorate into actionable groups by persuadability, turnout propensity and issue priority — with a message and a channel for each.

The Challenge

What usually goes wrong

A campaign that treats the electorate as one audience wastes most of its budget. Committed supporters are re-convinced, committed opponents are argued with, and the genuinely persuadable middle — usually a modest share of the roll — never hears a message written for it.

Our Approach

How we run it

  1. 01

    Base, swing and opposition classification

    Every polling area is classified by historical loyalty and volatility, producing a map of where persuasion is possible and where mobilisation is the only lever.

  2. 02

    Persuadability scoring

    Survey and field data are combined into a persuadability score, identifying the segments whose movement changes the result.

  3. 03

    Turnout propensity modelling

    Separate modelling of who is likely to actually vote, because a persuaded voter who stays home is worth nothing.

  4. 04

    Message-to-segment matching

    Each priority segment receives a message built from its own issue ranking, in its own language register, on the channel it uses.

  5. 05

    Resource allocation model

    Budget, canvasser hours and candidate time are allocated against segment value rather than convenience.

Deliverables

  • Segment definitions with size estimates
  • Persuadability and turnout scores by polling area
  • Message matrix mapping segment to argument
  • Channel plan per segment
  • Resource allocation recommendation

Tools & Data Sources

  • Electoral roll analytics
  • Survey cross-tab modelling
  • Booth clustering algorithms
  • Turnout propensity model

Engagement Timeline

What happens, and when

  1. Week 1

    Data consolidation

  2. Week 2

    Segment modelling

  3. Week 3

    Message matching workshop

  4. Week 3

    Allocation plan handover

    Handover and review

In Practice

Where this was deployed

Lok Sabha 2019Anonymised

South India Lok Sabha Campaign

Ran six Assembly segments as six separate campaigns under one narrative.

+21.3%
Vote Share Increase
145,672
Margin
28/28
Segments Won

South India Lok Sabha Campaign

A single constituency-wide campaign would have been wrong everywhere. The urban segments responded to governance and infrastructure framing; the rural segments to agrarian income and irrigation.

Read the full case study

FAQ

Questions we are asked

No. Community is one input among many. Segmentation that reduces to a single variable performs poorly, particularly among younger and urban voters where occupation, aspiration and local issues often dominate.

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