Evidence · NZ Election 2026 · Edition 6

Every question and original answer

All 174 questions and the 783 complete answers recorded on 26 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
783
collected
26 October 2026

01

Every question, with its answers

Each question was written as a voter would ask it and went to all four assistants. Some were also asked from a town. Open a question to read every answer to it in full.

Showing 20 of 174 questions

02

The tables behind the study

Every figure on the study page comes from these tables. They are CSV files, which open in any spreadsheet.

  • Questions

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

    id, questionId, assistant, collectionSetting, askedFrom, text, words

  • Answers included in each comparison

    memberships.csv

    One row per answer and comparison, showing which results were counted together.

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

    One row per answer, party and comparison, with the recorded decision and evidence.

    comparisonId, answerId, entityId, kind, measure, counted, quote, reason, evidence

  • Sources recorded with each answer

    sources.csv

    One row per answer, with its recorded websites, source-list status and visible links.

    answerId, capture, domains, urls, literalUrls, origin

  • What the voting-guidance answers did

    behaviour-coding.csv

    One row per guidance answer, with the recorded behaviours and supporting passages.

    answerId, draft_id, platform, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, rationale, evidence, review_provenance

  • Checks against official sources

    checks.csv

    One row per selected statement checked in an answer.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, evidence, whatTheSourceSays, assessment, checkedOn, paragraphs, previousCheckId, earlierAnswerId, earlierAssertion, trajectory

  • Statements selected for checking

    check-register.csv

    One row per selected check, with its reason and official source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Research findings

    findings.csv

    One row per finding, with its figure and supporting records.

    id, statement, summary, caveat, value, denominator, evidence

  • Evidence behind the findings

    findings-evidence.csv

    One row per finding, with the records supporting it.

    findingId, rows

  • What changed for each voter

    case-decisions.csv

    One row per voter situation, with the earlier and later readings.

    case, transition, quote, assessment, draft_id, scenario, earlier_result_id, result_id, earlier_quote, earlier_assessment, earlier_review_provenance, current_review_provenance

  • Answers read in detail

    report-evidence.csv

    One row per answer included in the detailed research readings.

    key, answerId, interpretation, text

  • Party counts by edition

    party-count-tables.csv

    One row per comparison, edition, assistant and party, with its answer count and total.

    panel, edition, platform, party, numerator, denominator

  • Answer length by assistant

    platform-tables.csv

    One row per comparison, edition and assistant, with the recorded answer lengths.

    panel, edition, platform, answers, median_words, total_words

  • Location comparisons by edition

    regional-tables.csv

    One row per national-and-location comparison and edition.

    edition, prompt_id, platform, city, draft_id, block, scenario_id, scenario, issue, priority, common_5_6, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Changes by topic

    issue-tables.csv

    One row per topic, showing answer totals and changes in party names.

    issue, current_answers, matched, changed_party_sets, changed_displayed_party_sets

  • Links visible in answers

    literal-source-evidence.csv

    One row per answer, with the web links present in its text.

    edition, result_id, literal_urls, literal_domains, associated_capture

  • Separate website reference totals

    aggregate-references.csv

    One row per website in the separate reference summary; these totals do not identify which answer used it.

    domain, citationCount, referenceCount, promptCount, urlTotal, trendTotal, platforms

  • Answers compared with 23 October

    pairs.csv

    One row per answer with an earlier counterpart to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Checks across editions

    edition-checks.csv

    The selected checks and whether their statements appeared in each edition.

    checkId, claim, assistant, earlierAnswerId, answerId, earlierQuote, quote, trajectory, assessment, evidence

  • Statements and sentiment assessments

    claims.csv

    The saved assessments of statements about tracked parties, with their answer references and verified extracts where available.

    claimId, answerId, entityId, role, tone, quote, nativeQuoteVerified, origin

  • Original saved statement assessments

    raw-native-claims.csv

    One row per saved statement, with its original wording and party assessments. These are automated results, not independently checked facts.

    quote, brands, stance, claimId, claimText, sourceResultId

  • Original saved source records

    raw-native-sources.csv

    Every saved source record, distinguishing citations from other references. The source rankings count citations only.

    answerId, url, domain, metadata, domainType, citationKind

  • Sources by answer

    source-associations.csv

    One row per answer and website; repeated references to the same website count once.

    answer id, question id, assistant, domain, publisher

  • National and location answers

    place-pairs.csv

    One row per complete national-and-location pair in this edition.

    question id, assistant, place, national answer id, place answer id, national entities, place entities, same entities

Use these tables to trace findings back to the original questions and answers. The full text of each answer is also on this page, under its question.

03

Read in full and checked

Some answers were read in detail or checked against official sources. Those appear on the study page, beside the findings they support.

ChatGPT · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

New Zealand election 2026: what could parties mean for your weekly budget?

If you're studying at tertiary level, renting a room, working part-time and using a student loan, two things matter especially: how much you spend just getting to class and buying food, and how many hours you have to work to cover everything else.

New Zealand's 2026 general election is scheduled for Saturday 7 November 2026. As of 25 October, parties are still campaigning, and some policies are more fully developed than others. Which Party Should I Vote For? Your Guide to the 2026 ElectionLabour's 2026 Election Policies

Here's a practical comparison of what the main parties are proposing, focusing on groceries and transport rather than trying to tell you how to vote.

1. What the parties propose on food and transport

Policies announced or published by 25 October 2026. Proposed policies are not guaranteed savings; most would require implementation after the election.

South Island Election Conference 2026

Labour Party

Transport costs

  • Buses and trains: cap weekly fares at $20 in Auckland, Wellington and Christchurch, and $10 elsewhere, from 1 July 2027.
  • Groceries: separate supermarket wholesale operations from retail and make excessive pricing of essential goods illegal, with penalties and repayment for overcharging.
  • Petrol: freeze fuel excise tax for three years.
  • Student debt: cut eligible student loan balances by 10% from April 2027, subject to the policy's eligibility conditions.

What it could mean for you: potentially lower commuting costs and pressure on grocery prices. The fare cap would be particularly relevant if you regularly take public transport. Labour's Cost of Living PlanElection 2026: How the main parties plan to improve the grocery sector

Source: Labour's cost-of-living plan

Green Party NZ (@NZGreens) on X

Green Party

Student fares

  • Buses and trains: free travel for students, alongside children, teenagers, apprentices and Community Services Card holders; a maximum $2 fare for other adults.
  • Groceries: establish KiwiMart, a publicly owned supermarket chain, by acquiring at least 120 stores and two distribution centres. Also ban excessive supermarket pricing.
  • Food hardship: establish a $150 million annual Fair Food Fund for community food organisations and double the cap on food grants.

What it could mean for you: if you qualify as a student under the proposed transport policy, public transport fares could fall to zero. The supermarket plan aims to increase competition, though the resulting price reductions are not guaranteed. Green Party launches the transport plan to combat fossil fuel crisisGreens launch plan to break up the supermarket duopoly and bring down the price of food

Sources: Greens' transport plan · Affordable Kai plan

Will National Party Finish 2nd in New Zealand's 2026 Election?

National Party

  • Groceries: pursue a split of Foodstuffs' supermarket brands, subject to a Commerce Commission recommendation, to encourage stronger competition between chains.
  • Transport: its broader approach emphasises roads and infrastructure; the policies reviewed here do not establish a comparable nationwide student-fare cap.
  • Student finances: introduce a Back Pocket Boost for graduates, allowing eligible people with student loans to keep more of their earnings, alongside tougher repayment settings for people who leave New Zealand.

What it could mean for you: the grocery policy aims to improve competition over time. The graduate policy is more relevant when you start earning after study than as immediate help with this week's food bill. 2026 Election PolicyElection 2026: How the main parties plan to improve the grocery sectorWhich Party Should I Vote For? Your Guide to the 2026 Election

Source: National's 2026 policies

New Zealand Legislative Election Winner 2026 Odds | Polymarket

ACT New Zealand

  • Groceries: make it easier to establish new supermarkets by streamlining approvals and reducing regulatory barriers. ACT opposes government-directed supermarket break-ups.
  • Student costs: make compulsory university Student Services Fees voluntary, so students pay for selected services rather than the full compulsory package.
  • Transport: the policies reviewed here do not establish a comparable nationwide student-fare subsidy.

What it could mean for you: you might pay less in university fees if you choose fewer services. The grocery approach relies on making it easier for new competitors to enter the market, rather than directly subsidising your shopping. ACT New ZealandElection 2026: How the main parties plan to improve the grocery sector

Sources: ACT's student services policy · Consumer NZ's grocery comparison

New Zealand legislative election winner? Predictions & Od... 2026 | Polymarket

New Zealand First

  • Groceries: split Foodstuffs into two competing cooperatives—one for New World and Four Square, the other for PAK'nSAVE—and strengthen enforcement against supermarket misconduct.
  • Transport and fuel: the party has discussed continuing fuel-tax relief for eligible families through Working for Families. That is not the same as a universal student transport discount.
  • Student budget: the measures reviewed here do not establish a comparable nationwide student-fare cap.

What it could mean for you: the grocery policy aims to make supermarkets compete more directly. Any fuel-tax relief would depend on eligibility, so don't assume you would qualify just because you're studying and working part-time. NZ First Campaign Policy Announcement: NZ First Will Break Up the Supermarket Duopoly, Bring Food Prices Down for KiwisNZ First pledges $120/week-plus rise in Working for Family tax creditsElection 2026: How the main parties plan to improve the grocery sector

Source: NZ First's supermarket policy

New Zealand Legislative Election Winner 2026 Odds | Polymarket

Te Pāti Māori

  • Groceries: propose a targeted kai tax credit for people earning $60,000 or less, described as equivalent to eight weeks of food, plus support for Māori-owned supermarket alternatives.
  • Income tax: propose a tax-free threshold on the first $30,000 of income.
  • Transport: I haven't verified a directly comparable nationwide student-fare commitment in the sources reviewed.

What it could mean for you: the food credit could offer more direct grocery assistance if you meet the eligibility rules. The tax-free threshold could increase take-home pay from part-time work, depending on the final policy and how it interacts with other taxes and entitlements. Election tax policies, part threeElection 2026: How the main parties plan to improve the grocery sector

Source: Consumer NZ's grocery comparison · Deloitte's election tax analysis

2. What matters most when you're balancing work and study?

The biggest distinction is whether a policy puts money back in your pocket directly or hopes to reduce prices over time.

If your main problem is… Policies to examine closely
Paying for buses or trains to get to class The Greens' proposed free student fares; Labour's weekly fare cap
Spending too much on groceries Te Pāti Māori's kai credit; Greens' KiwiMart and food support; Labour's grocery competition and pricing rules
Working extra hours just to cover essentials Policies that reduce regular expenses, plus any direct income or tax relief you're eligible for
Accumulating more student debt The Greens' broader tertiary education proposals, Labour's eligible loan reduction, and ACT's voluntary student-services fees

These are different approaches, not guaranteed outcomes. For example, breaking up supermarkets could create more competition, but Consumer NZ notes that duplicating distribution and technology systems could also add costs. A grocery policy announcement doesn't automatically mean cheaper food next week. Election 2026: How the main parties plan to improve the grocery sectorWhich Party Should I Vote For? Your Guide to the 2026 ElectionLabour's Cost of Living Plan

3. Three questions worth asking before you vote

  • Will I qualify? Check whether student status, income, age, domestic-student status or possession of a Community Services Card affects eligibility.
  • When will I benefit? A policy starting in July 2027 won't help with this semester's expenses.
  • Will it save me money directly? A free-fare policy has a different effect on your budget from a promise to encourage supermarket competition.

You can check the parties' latest announcements through Labour, National, the Greens, ACT, NZ First and Te Pāti Māori.

One final consideration: because you're already using a student loan and working part-time, it's worth looking beyond these two costs to policies on student allowances, accommodation support, tertiary fees and employment conditions. Those can affect how many hours you need to work just as much as a reduction in fares.

A useful next step: roughly how much do you spend each week on groceries and transport combined, and do you mostly use buses and trains or drive? I can use that to compare the potential dollar impact of the announced policies on a realistic student budget, without recommending which party you should vote for.

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Gemini · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

Balancing part-time work, study, and living on a student loan is a major juggling act, and the cost of food, transport, and debt management are central themes in the 2026 New Zealand general election.

Different political parties propose distinct approaches to ease these financial pressures for tertiary students and low-income earners:


Transport Costs

  • Green Party: Proposes making public transport completely free for students, apprentices, and Community Services Card holders, alongside a $2 adult fare cap.
  • Labour Party: Pledges a weekly public transport fare cap (estimated at around $25 a week, or $10–$20 depending on the region) to lower regular travel expenses.
  • National and Other Parties: Focus their transport cost relief more broadly—such as National's policy to freeze fuel taxes—which benefits drivers, though it offers less targeted relief for students relying exclusively on public transit.

Food & Grocery Costs

  • Green Party: Focuses on structural market changes, including a proposal ("KiwiMart") to break up the major supermarket duopoly and introduce a government-backed or alternative market competitor to directly drive down food prices.
  • Labour Party: Proposes cracking down on the supermarket duopoly by separating wholesale and retail operations, banning unfair supplier "junk fees," and making price gouging illegal to foster a more competitive grocery market.
  • ACT Party: Proposes implementing a fast-track consenting process specifically for new competing supermarkets and warehouses so that new grocery players can open and roll out stores quickly.

Student Loans and Cost of Living Support

  • National Party: Pledges to reduce the compulsory student loan repayment rate for domestic earners from 12% to 10%. For a student working part-time or entering the workforce after study, this lowers the repayment threshold and lets you keep more of your immediate cash (though total loan duration may stretch out).
  • Labour Party: Has committed to a 10% cut to existing student loan balances for graduates and students who remain and work in New Zealand for three years after finishing study, alongside writing off student loans of $2,000 or less completely.

When deciding your party vote, consider whether you benefit more from direct service subsidies (like free public transport from the Greens), immediate cash-flow relief (like National's lower student loan repayment rates or Labour's fare caps), or long-term market interventions aimed at lowering supermarket checkout prices.

Are you leaning towards any particular kind of support—like more cash in hand now versus cheaper public transit—that would make the biggest difference for your budget right now?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 26 October 2026 · shown as Gemini gave it, not a verified account

Google AI Mode · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

Navigating tertiary study, part-time work, and a student loan on a tight budget is a major juggling act. As the 2026 New Zealand general election approaches, political parties have put forward distinct policy approaches concerning the cost of living, food affordability, and transport costs that directly or indirectly impact student budgets.

The major party policy directions relevant to a student in your position break down as follows:

The Labour Party

Labour’s 2026 cost-of-living and student manifesto includes targeted relief that directly addresses transport and student debt:

  • Transport Capping: Proposes a weekly public transport fare cap of $20 in major urban centres (Auckland, Wellington, and Christchurch) and a $10 cap elsewhere.

  • Student Loan Relief: Plans to write off 10% of eligible student loan balances for New Zealand-based graduates, which lowers total long-term debt burdens.

  • Food Pricing: Proposes cracking down on supermarket duopoly practices and banning price gouging at the checkout to address grocery affordability.

  • General Cost-of-Living: Includes a three-year fuel tax freeze (which helps if you rely on a car for work/study commutes) and free basic healthcare initiatives like three free GP visits annually via a new "Medicard". [NZ Labour Party]

The Green Party

The Green Party’s platform features aggressive public transport and food security measures tailored to lower-income earners and students:

  • Fare-Free & Capped Public Transport: Proposes making public transport entirely fare-free for students, children, and Community Services Card holders, alongside a maximum $2 fare cap for all other adults.

  • Food Affordability & Security: Proposes systemic interventions in the supermarket sector (such as exploring non-profit or state-backed market options) and broader income-support measures to ensure food access. [The Conversation]

The National Party / ACT / NZ First (Coalition/Centre-Right perspective)

While specific packages vary, the current governing and centre-right alignment generally focuses on broad economic management rather than targeted sector-specific subsidies for students:

  • Economic Approach: Their focus is on controlling inflation, reducing government spending, and delivering broad-based income tax relief rather than market interventions or universal fare caps.

  • Transport & Fuel: Prioritises investment in roads and infrastructure maintenance, relying on market competition rather than direct caps for public transport pricing.

  • Student Support: Generally maintains current student loan and allowance frameworks without introducing sweeping debt write-offs, focusing instead on economic conditions that encourage job creation in the wider economy.

To help narrow down which party approach best fits your specific situation, tell me:

  • Do you rely primarily on public transport or a car to get to campus and work?
  • Would you benefit more from immediate weekly cash-flow relief (like transport caps) or long-term debt reduction (like student loan write-downs)?
Ask anything

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AI Overviews · No location

I'm a tertiary student renting a room, working part time and using a student loan. I am struggling to fit paid work around study. I am considering my vote in the 2026 New Zealand general election. What would parties do about food and transport costs for someone studying on a tight budget?

AI Overview

Political parties in New Zealand propose different approaches to help students and low-income earners manage food and transport costs ahead of the 2026 general election :

Transport Costs

  • Green Party: Proposes making public transport completely free for students, apprentices, children, and Community Services Card holders, and capping adult fares at a maximum of $2 per trip/fare.

  • New Zealand Labour Party: Proposes a nationwide weekly public transport fare cap of $20 a week in major cities (Auckland, Wellington, Christchurch) and $10 a week elsewhere starting July 1, 2027. Labour also includes a 10% cut to student debt and a three-year fuel tax freeze.

  • The Opportunity Party (TOP): Advocates for completely free public transport for all users as a universal public good.

  • New Zealand National Party & ACT Party: Focus more on funding road and infrastructure expansion, easing fuel or carbon tax pressures, and increasing network capacity rather than broad fare subsidies. ACT also proposes making university Student Services Fees voluntary to reduce upfront student costs.

Food and Living Costs

  • Green Party: Proposes nationalising or launching a state-backed supermarket chain (KiwiMart) to lower grocery prices, establishing a $150 million community food fund, doubling Work and Income food grants, and expanding free school lunch programs.

  • New Zealand Labour Party: Proposes cracking down on supermarket price gouging, banning hidden checkout fees, and re-establishing/expanding locally made school lunch programs.

  • ACT Party: Proposes cutting regulatory red tape to allow new supermarket competitors into New Zealand and lower everyday household bills.

  • National Party: Emphasizes targeted economic management, a 26-point 100-day plan focusing on student loan adjustments, and retail competition oversight.

Would you like to compare how these party policies affect specific parts of your budget, such as Student Allowances vs. Student Loans or regional vs. central city transport options?

Ask anything

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