Voter intelligence

How voters decide.

No single issue decides an election. Voters weigh household finances, public services, identity, trust, leaders and local candidates against one another, and the weights shift between countries, regions, constituencies, elections and households.

This page sets out the framework Polity Lab uses to study voter choice: what voters weigh, how a concern turns into a vote, and how to measure the difference between the two. The framework applies to any democracy; the evidence comes from India, where much of our work is based.

The fifteen dimensions

Illustrative schematic, not survey data. The weights are chosen to show how priorities can differ from one person to another; real weights have to be measured. Faces: Open Peeps by Pablo Stanley (CC0).

What voters weigh

Fifteen things a vote can turn on.

This is an inventory, not a ranking. Each dimension comes with a question the voter is, in effect, asking. Something can matter a great deal in a voter's life without deciding how they vote.

  1. 01

    Household economics

    Income, prices, debt and savings.

    Is my household better off or worse off?
  2. 02

    Employment

    Whether work exists, how secure it is and what it pays.

    Can I find work, keep it or earn more?
  3. 03

    Farming and rural livelihoods

    Crop prices, input costs, irrigation, procurement and land.

    Is farming becoming more viable or more precarious?
  4. 04

    Welfare and entitlements

    Pensions, food support, cash transfers, housing and health cover.

    Did I get what was promised, and will it last?
  5. 05

    Public services

    Water, power, roads, transport, sanitation, schools and clinics.

    Has everyday life become easier?
  6. 06

    The candidate

    Integrity, competence, reputation and how easy they are to reach.

    Can this person solve problems, and can I hold them to account?
  7. 07

    Party and leadership

    Trust, record in government and the credibility of the leader.

    Who can govern well?
  8. 08

    Community and identity

    Caste, ethnicity, language or kinship; representation, status and inclusion.

    Does this arrangement recognise and protect people like me?
  9. 09

    Religion and culture

    Belonging, values, freedom of belief and recognition.

    Does this party or candidate stand for what matters to me?
  10. 10

    Safety and justice

    Crime, harassment, policing and access to justice.

    Do I feel safe, respected and protected?
  11. 11

    Corruption and fairness

    Bribes, favouritism and how officials treat people.

    Is the system fair to people like me?
  12. 12

    Children's future

    Schooling, health, jobs and the chance to do better.

    Will my children have better chances than I had?
  13. 13

    Local and regional neglect

    Investment, infrastructure and a fair share for the area.

    Is my area getting its fair share?
  14. 14

    National direction

    Security, the economy, stability and standing in the world.

    Is the country heading where I want it to go?
  15. 15

    Trust and memory

    Past promises, past performance and broken commitments.

    Should I believe these people again?

Evidence from India

What Indian voters say matters most.

Two large Indian surveys agree on the headline: livelihoods come first. Shortly before the 2024 Lok Sabha election, more voters named unemployment as their most important issue than anything else, with rising prices close behind.

27%named unemployment as the most important issue
23%named rising prices
62%said jobs had become harder to find
71%said prices had gone up

Share of respondents, %. Source: Lokniti-CSDS pre-poll survey, 2024 (10,019 respondents in 19 states), as published in The Hindu, 11 April 2024.

Rural India · 2018

In villages, jobs first, then farming.

Share of rural respondents naming each issue among their priorities, %. Respondents could name several. Source: ADR, All India Survey on Governance Issues and Voting Behaviour 2018 (October to December 2018).

Urban India · 2018

In cities, jobs first, then services.

Share of urban respondents naming each issue among their priorities, %. Respondents could name several. Source: ADR, All India Survey on Governance Issues and Voting Behaviour 2018 (2,73,487 respondents in 534 Lok Sabha constituencies).

Read with care

A stated priority is not a cause. Someone can name unemployment as the country's biggest problem and still vote on the local candidate, on a leader or on a long-held loyalty. Surveys like these tell us what is on voters' minds. They do not, on their own, tell us what moved their votes.

Five measurements

Five questions that are easy to confuse.

Most voter research blurs five separate things. Keeping them apart is the difference between knowing what voters worry about and knowing how they will vote.

  1. Issue importance. How much does unemployment, inflation, safety or welfare matter to this voter?
  2. Performance. Do they think the government or candidate has handled it well?
  3. Responsibility. Whom do they hold responsible: the national government, a state or regional government, the local representative, officials, employers or forces beyond anyone's control?
  4. Preference. Which of the available parties or candidates do they think is the better choice?
  5. The vote. Do they actually turn out and vote as they intended?

Illustrative schematic: hypothetical voters, not survey data.

The decision process

From an experience to a vote.

A working model in six stages. It is a way of testing behaviour, not a claim that every voter moves through six tidy steps.

  1. 01

    Experience

    The voter meets a price rise, a closed clinic, a new road, a job offer or a personal problem.

  2. 02

    Interpretation

    They decide whether it is good or bad, fair or unfair, temporary or lasting.

  3. 03

    Attribution

    They decide who is responsible, and who actually has the power to fix it.

  4. 04

    Evaluation

    They compare the record, credibility and likely conduct of the alternatives on offer.

  5. 05

    Trade-off

    They weigh material interests against identity, ideology, leadership, the candidate and trust.

  6. 06

    Choice

    They back a party or candidate, vote tactically for whoever can win, or stay at home.

It rarely runs in a straight line

Many voters start with a party preference and read everything else through it. Others change their minds after a personal setback, a change in household circumstances or the arrival of a credible alternative. Some decide months ahead, some during the campaign, and some only near polling day.

Rural and urban

The same issue, lived differently.

Rural and urban voters often care about the same broad things. What differs is how an issue shows up in daily life, whom they blame for it and how much it counts. These are tendencies to investigate, not fixed profiles.

Decision areaRural contextsUrban contexts
Making a livingFarm income, farm wages, land, input costs, local work, migration and debtSalaries, informal work, job security, rent, commuting costs and household debt
What the state providesIrrigation, roads, electricity, village schools, primary health centresTransport, water, drainage, waste, pollution, public safety, municipal services
WelfareEligibility, enrolment and whether benefits actually reach the householdHousing, food support, health cover and pensions; experience varies sharply by income
Reaching officialsGetting to officials, settling disputes, obtaining servicesResponsive representatives, access to departments, accountability
Social structureKinship, caste or clan, land ownership and local power can weigh heavilyCommunity, religion and language still matter, mixed with class, neighbourhood, work and migration
InformationLocal talk, community networks, regional media, television, phonesSocial media, television, digital news, workplaces and neighbourhoods
The candidateBeing reachable, solving local problems and constituency work are very visibleBeing reachable still counts, alongside party, leader, policy and city issues

One policy, two meanings

Electricity.

In a village, electricity can mean water for the crop and light in the evening. In a city flat or workshop, it can mean steady supply, a business that keeps running and the cost of keeping cool. The policy heading is the same; what is judged, and how, is not. And geography is no substitute for economics: a landless labourer and a prosperous farmer in the same village may see the same election very differently.

Welfare and delivery

The same benefit, judged differently.

Receiving a benefit and experiencing it are different things. Two households can receive the same entitlement and judge the government behind it quite differently, because one was treated reliably and with dignity and the other met delays, exclusion and petty humiliations.

Illustrative schematic: hypothetical households, not survey data.
AwarenessDo I know what I am entitled to?
EligibilityDo the rules include households like mine?
AccessCan I apply without undue difficulty?
DeliveryDoes it arrive reliably and on time?
AdequacyIs it enough to make a difference?
DignityMust I keep asking for favours?
ContinuityWill it carry on?
CreditWhich government deserves the credit?

In India, research on the 2024 National Election Study finds that welfare recipients weigh their experience of getting a benefit, not only whether they received it (Kailash, 2024).

Trade-offs

When two considerations pull apart.

The hardest questions in voter research begin when two things a voter cares about point in opposite directions. Which way the balance tips differs between constituencies, and between elections in the same constituency, so it has to be measured each time rather than assumed.

1 / 8

Illustrative schematic, not data.

From views to votes

What turns opinions into a ballot.

Beyond the fifteen dimensions, several mechanisms decide how much each one counts on the day.

Political memory

The present is judged against remembered governments, old promises and how things used to be.

Expectations

A modest improvement can satisfy a voter who expected little and disappoint one who was promised a lot.

Trust

Is this politician competent, honest, responsive and likely to follow through?

Who gets the blame

Governments win credit and blame for things they only partly control, and voters may separate responsibility from the power to act.

People around them

Family, neighbours, colleagues and community bodies inform choices, though their pull varies and should not be presumed.

Information and misinformation

Media shape what voters know and which issues feel urgent. Exposure alone is not persuasion.

What is on the ballot

Voters choose from what is offered. Candidate selection, alliances and who looks able to win can change the choice.

Getting to vote

Registration, migration, work, health and the distance to the polling station decide whether a preference becomes a vote.

India · several levels at once · 2018

Voters weigh the leader, the party and the candidate together.

Share of respondents rating each reason important when voting for a candidate, %. The report ranks the candidate's caste or religion fourth of five but gives no percentage in its text. Source: ADR, All India Survey 2018.

India · whose opinion counts · 2018

Most voters say the decision is their own.

Share of respondents naming whose opinion mattered most in deciding their vote, %. Self-reported. Source: ADR, All India Survey 2018.

India · turnout by sex · 2009 to 2024

Indian women now vote at least as often as men.

Lok Sabha turnout among registered electors, %. Source: Election Commission of India, official results.

Measuring it properly

Beyond “What is the biggest issue?”

A serious study measures each part of the decision separately, then tests how the parts interact. These are the variables Polity Lab builds into voter research.

Issue salienceThe most important issue, and a ranked list of others
Household exposureWhether, and how hard, the issue hits the household
PerformanceSatisfaction with the outcomes that matter
ResponsibilityWhich government, institution or person is held responsible
CandidateAccessibility, integrity, competence, reputation and constituency work
PartyTrust, ideology, leadership, policy and record
Welfare experienceEligibility, receipt, reliability, adequacy and fairness
Social contextCommunity ties, representation and inclusion, collected ethically
InformationSources used, trust in them and exposure to competing claims
PreferenceCurrent choice, how firm it is and what could change it
BehaviourPast turnout and, after the election, reported vote where appropriate
ContextElection type, constituency, state, setting, circumstances and the candidates in the race

Methods that work together

  • Representative surveys, to estimate how common views are.
  • Interviews and focus groups, to hear how voters explain their choices.
  • Panel surveys before and after an election, to separate changing minds from explanations given afterwards.
  • Constituency results, to study aggregate patterns.
  • Administrative and service data, to compare perception with conditions on the ground.

Cautions we keep in view

  • A stated priority does not prove that the issue caused a vote.
  • Constituency results cannot show how individuals voted: the ecological inference problem.
  • Reported votes suffer from faulty recall and from answers people think they should give.
  • Rural and urban averages hide large differences of income, occupation and region.
  • A link between an identity and a voting pattern does not reveal a single motive.
  • Findings from one election do not automatically carry over to the next.

In the field

Ten questions worth asking a voter.

Good interviews start from concrete experience, not abstract opinions. These questions separate what has happened to people, what they think caused it, whom they trust and what might change their mind, without putting answers in their mouths.

  1. What are the three biggest problems facing your household?
  2. Which of them has got better or worse in the last few years?
  3. What do you think caused that change?
  4. Who has the most power to deal with it?
  5. How satisfied are you with the way they have handled it?
  6. Which political promise do you find believable, and why?
  7. When you judge a candidate, what counts most: being reachable, the party, the leader, policies, honesty or something else?
  8. Is there an issue on which you disagree with the party you prefer?
  9. What could make you change your mind?
  10. What is the single strongest reason you would choose one candidate over another?

Common errors

Nine mistakes that distort voter analysis.

Each of these can make a confident analysis wrong. We check our own work against them.

  1. Treating identity as the whole story. Identity can matter without cancelling out economics, ideology, the candidate or performance.
  2. Treating welfare recipients as one group. Access, adequacy, dignity and credit produce very different verdicts.
  3. Treating rural or urban voters as uniform. Occupation, wealth, tenure and background divide both.
  4. Confusing salience with cause. A problem can be widely felt and still not decide the ballot.
  5. Ignoring the level of government. National, state and local elections ask different questions, even when the same parties contest them.
  6. Reading motives from results. Vote shares in a constituency cannot say why individuals voted as they did.
  7. Assuming preference means turnout. People who prefer a candidate may still not vote.
  8. Taking survey answers at face value. Recall errors, socially acceptable answers, refusals and misread questions all bias results.
  9. Explaining one seat with national averages. National patterns are context, not a substitute for local evidence.

For strategy

What this means for campaigns and organisations.

The useful question is never just what voters care about. It is which factors matter, to whom, under what conditions, and whether they change a vote or only the way a voter explains it. That is the question Polity Lab's research is designed to answer.

Start from the constituency

Measure what local voters weigh, instead of borrowing national averages or last election's story.

Find the movable factor

Separate the issues voters worry about from the ones that could actually change their choice.

Get the blame right

Know which level of government voters hold responsible before deciding whom a message should address.

Test, then decide

Treat every assumption about voters as a hypothesis, and check it with evidence before resources are committed.

Discuss a voter study   Building a winning election strategy

Sources and further reading

The evidence behind this page.

The framework is a set of hypotheses to test, not a universal ranking of voters' motives. These are the sources for the figures above and good starting points for anyone who wants to go further.

  • Association for Democratic Reforms (2019). All India Survey on Governance Issues and Voting Behaviour 2018. New Delhi: ADR.
  • Lokniti-CSDS (2024). National Election Study 2024, pre-poll survey. Findings published in The Hindu, 11 April 2024.
  • Election Commission of India. General elections to the Lok Sabha, 2009 to 2024: statistical reports.
  • Kailash, K. K. (2024). The politics of social welfare: the BJP and the discerning voter. Studies in Indian Politics, 12(2), 228–250.
  • Deshpande, R. (2024). Shaping of the woman constituency in Indian elections: evidence from the NES data. Studies in Indian Politics, 12(2), 303–317.
  • Chhibber, P. K. and Verma, R. (2018). Ideology and Identity: The Changing Party Systems of India. New York: Oxford University Press.
  • Chandra, K. (2004). Why Ethnic Parties Succeed: Patronage and Ethnic Head Counts in India. Cambridge: Cambridge University Press.
  • Kumar, S. and Rai, P. (2013). Measuring Voting Behaviour in India. New Delhi: SAGE.
  • Fiorina, M. P. (1981). Retrospective Voting in American National Elections. New Haven: Yale University Press.
  • Robinson, W. S. (1950). Ecological correlations and the behavior of individuals. American Sociological Review, 15(3), 351–357.