Evidence · NZ Election 2026 · Edition 8

Every question and original answer

Read the 174 questions and 789 answers recorded on 2 November 2026, with the cited websites and tables behind the findings.

questions
174
answers saved
789
collected
2 November 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, text, collectionSetting, askedFrom, capturedOn, cellCompletedAt, parameters, scanId, textOrigin, timingOrigin

  • 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

  • Statements and sentiment assessments

    claims.csv

    Saved sentiment assessments of statements about parties, with answer references and quotations from the original answers where available.

    claimId, answerId, entityId, role, tone, claimText, quote, nativeQuoteVerified, origin, quoteStart, quoteEnd

  • 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.

    claimId, claimText, quote, stance, platform, region, promptId, brands, sources, drivers, sourceResultId

  • Original party assessments

    all-native-party-associations.csv

    All original party assessments, including subject statements and passing comparisons.

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

  • Assessments excluded from the sentiment bars

    unanchored-subject-assessments.csv

    Original assessments without an exact supporting passage, retained for inspection.

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

  • Sources recorded with each answer

    sources.csv

    One row per answer, listing its cited websites, visible links and whether source information was available.

    answerId, capture, domains, urls, literalUrls, origin

  • 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

  • Answer review coverage

    report-evidence.csv

    One row per saved answer, with its recorded review coverage and evidence references.

    key, answerId, interpretation, text

  • 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, propositionFamily, reviewer, review_scope, fullAnswer, answerSha256, collectionSetting, additionalSources

  • 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, value, denominator, statement, summary, evidence, evidenceLinks

  • What the voting-guidance answers did

    behaviour-coding.csv

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

    edition, result_id, draft_id, platform, boundary, conditional, shortlist, elicitation, unconditional, evidence, rationale, reviewer, reviewed_on, review_scope, question_id, region, full_answer, answerId, questionId, assistant, collectionSetting, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, calibration_note

  • What changed for each voter

    case-decisions.csv

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

    case, headline, previous_summary, current_summary, what_changed, what_stayed, previous_excerpts, current_excerpts, previous_answer_id, previous_full_answer, current_answer_id, current_full_answer, question_id, draft_id, reviewer, reviewed_on, review_scope, scope_limit, previous_party_ids, current_party_ids, party_set_changed

  • Answers compared across editions

    pairs.csv

    One row per comparison of the same question, AI assistant and location in Editions 7 and 8.

    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

  • Party counts by edition

    party-count-tables.csv

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

    edition, panel, assistant, entityId, named, eligible, sharePct

  • Party counts by topic

    issue-tables.csv

    One row per topic and edition, counting all saved answers in that edition.

    edition, panel, assistant, issue, entityId, named, eligible, sharePct

  • Location comparisons by edition

    regional-tables.csv

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

    edition, panel, assistant, collectionSetting, entityId, named, eligible, sharePct

  • Websites cited across editions

    source-reach-tables.csv

    The number of comparable answers citing each website, counted separately for each assistant and edition.

    edition, panel, assistant, domain, answersCiting, eligible, sharePct, publisherType

  • Answer length by assistant

    platform-tables.csv

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

    edition, panel, assistant, answers, anyParliamentaryNamed, allSixParliamentaryNamed, someParliamentaryOmitted, omissionSharePct, allSevenNamed, noTrackedPartyNamed, meanDisplayedPartyCount, partyCounts

  • Changes between repeated answers

    pair-metrics.csv

    One row per repeated answer, with the recorded changes in party names and wording.

    assistant, pairs, changedDisplayedPartySet, changedTrackedPartySet, changedSharePct, movements

  • Location comparison totals

    location-summary.csv

    Counts for the nationwide and local answers available on each date.

    edition, collectionSetting, pairs, changedDisplayedPartySet, sharePct

  • Location comparisons across editions

    location-pairs.csv

    The nationwide and local answer comparisons recorded on each date.

    edition, questionId, assistant, collectionSetting, nationalAnswerId, localAnswerId, nationalParties, localParties, addedLocally, absentLocally, changedDisplayedPartySet

  • Party-name context checks

    party-identity-decisions.csv

    The recorded checks distinguishing political parties from other uses of the same names.

    answerId, entityId, counted, rationale, excerpts, review_basis, reviewer, reviewed_on, full_answer, questionId, draftId, assistant, collectionSetting, reviewedOn, answer_sha256

  • Sentiment counts by party

    tone-tables.csv

    Statement assessments by party and assistant, retaining the original sentiment categories.

    edition, panel, assistant, entityId, subjectAssessments, strong_positive, positive, neutral, hedged_mixed, negative, strong_negative

  • 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 18, starting an apprenticeship and living with my parents. I want to become financially independent but don't understand how voting works. I am considering my vote in the 2026 New Zealand general election. Do the parties differ on the cost and availability of vocational training?

Vocational training and the 2026 New Zealand election

It's great that you're thinking about this as you start your apprenticeship. Becoming financially independent involves more than earning a wage: the cost of gaining qualifications, access to training and the ability to progress into better-paid work all matter.

Yes, New Zealand political parties differ on vocational education. Their differences generally concern:

  • Who pays for apprenticeships and industry training.
  • Whether training should be free or subsidised.
  • How much support apprentices and employers receive.
  • Whether training is organised nationally or through individual industries and providers.
  • How easy it is to access courses, tutors and practical training outside major centres.

I'll explain how voting works first, then compare the parties' approaches. One important distinction: a party's existing policy or government record is not necessarily its promised policy for the 2026 election.

1. How voting works in New Zealand

New Zealand uses a system called MMP (Mixed Member Proportional).

At a general election, you get two votes:

Vote 1

Party vote

You choose the political party you want represented in Parliament. This is the most important vote for determining how many seats each party receives.

Vote 2

Electorate vote

You choose the local candidate you want to represent your area in Parliament.

A few important things to understand:

  • A party generally needs at least 5% of the party vote or to win an electorate seat to enter Parliament.
  • Smaller parties can have a significant influence if they hold the balance of power.
  • Parties often need to negotiate with other parties to form a government.
  • You can vote for one party and a candidate from a completely different party.

You don't have to vote for the same party and candidate.

Source: Electoral Commission – What is MMP?.

When is the election? Saturday 7 November 2026. Advance voting is available. The enrolment deadline was 25 October 2026, so if you haven't enrolled, contact the Electoral Commission on 0800 36 76 56 to check your options. What happens in a general election?What to do

2. What is happening with vocational training currently?

Before comparing parties, it's useful to understand the system you are entering.

The vocational training system was restructured from 1 January 2026:

  • Regional polytechnics became independent institutions again.
  • Industry Skills Boards replaced Workforce Development Councils.
  • Apprenticeships and workplace-based training continue under the redesigned system.
  • Eligible learners can receive Fees Free support for the final year of their first tertiary qualification or training programme, up to $12,000.

That last point is particularly relevant to you: eligible apprentices can qualify, although the rules and timing of payment matter.

Source: Ministry of Education – Vocational education changes.

3. How parties differ on vocational training

Here is an important current election development: ACT announced a new trades education policy on 20 October 2026. It proposes additional funding for school-based trades education.

I would distinguish between policies specifically announced for 2026 and older policies or government decisions. I don't want to present an old election promise as a new commitment.

Party-by-party comparison

Party Announced approach for 2026
Labour Expand Apprenticeship Boost, extend employer payments, provide a $1,000 toolbox grant and cover five additional trades. Also proposes $21 million annually for Māori-led vocational training. Labour's 2026 Election PoliciesElection policy tracker: what the parties are promising
National The current Government has redirected funding from final-year Fees Free towards more Trades Academy places and Youth Guarantee training. It plans to double Trades Academy places to around 20,000 by 2030. Budget 2026
Green Party Abolish the training wage, increase the apprentice equipment grant to $2,000, provide more Māori and Pasifika training support, and offer employers a $2,000 completion bonus for supporting apprentices. Green Party to abolish training wage and provide more support for apprentices
ACT Remove funding caps on approved school trades subjects, give schools funding for each student taking approved industry-led subjects, and create Industry Awards alongside University Entrance. ACT New ZealandACT promises $2000 per subject for school trades courses
New Zealand First I haven't verified a specific 2026 apprenticeship funding or fees proposal that I can reliably compare with the policies above.
Te Pāti Māori I haven't verified a specific 2026 apprenticeship funding or fees proposal that I can reliably compare with the policies above.

You can explore the parties' wider policies through Know Your Vote 2026 and The Conversation's election policy tracker.

What do these differences mean for someone starting an apprenticeship?

Let's translate the promises into practical consequences.

  1. Your weekly income

The Greens' proposal to abolish the training wage is particularly relevant to apprentice pay. It would change the minimum wage arrangements applying to people on training wages.

This is different from Labour's Apprenticeship Boost, which supports employers financially rather than directly increasing every apprentice's wage.

  1. Your tools and equipment
  • Labour proposes a $1,000 toolbox grant.
  • The Greens propose a $2,000 equipment grant over the apprenticeship.

These could reduce the amount you need to spend on tools, uniforms and equipment yourself.

  1. Getting access to training
  • ACT focuses on making vocational subjects more available while students are still at school.
  • National's Trades Academy expansion also focuses on school-age students.
  • Labour and the Greens have announced measures more directly concerned with apprentices and people entering skilled employment.
  1. The cost of qualifications

This is an especially important issue to investigate.

The current Government's Budget 2026 decision is to end final-year Fees Free for people completing eligible programmes after 2026. People completing eligible training in 2026 can still apply for the entitlement by the end of 2027. Budget 2026

That means you should not assume your apprenticeship will be free simply because Fees Free exists in 2026.

4. What should you pay attention to financially?

Because you're living with your parents, starting an apprenticeship could be a good opportunity to build savings while keeping your living expenses manageable.

I'd pay particular attention to these five questions when comparing party policies:

Question Why it matters
Will my training wage increase? Determines how much you earn while learning.
Will I get help buying tools? Tools can be a significant upfront expense.
Will my course fees be covered? Reduces the risk of taking on student debt.
Will employers receive apprenticeship subsidies? Could affect employers' willingness to take on apprentices.
Will training be available locally? Reduces travel costs and makes it easier to complete qualifications.

There is also a difference between a policy that helps you get an apprenticeship and one that helps you finish it. Both matter.

5. A few things you can do now

You don't need to wait for an election to start becoming financially independent.

  • Build an emergency fund: Start with a goal of $1,000, then work towards three months of essential expenses.
  • Save part of every pay: Even $30–$50 a week builds a useful habit.
  • Ask your employer about training costs: Find out who pays for course fees, tools, equipment and travel.
  • Check Fees Free eligibility: See whether your particular apprenticeship and completion date qualify.
  • Avoid unnecessary debt: Be careful about taking out loans for things you could save for.

6. One important voting detail

The 2026 general election is on 7 November. Unfortunately, enrolment closed on 25 October, so if you weren't enrolled by then, you cannot enrol in time to vote in this election. You can still enrol for future elections.

Official information: Vote NZ – How to vote.

7. Let's make this more relevant to your apprenticeship

I'd like to help you understand which policies could affect your actual working life, rather than just comparing political slogans.

What type of apprenticeship are you starting?

For example:

  • Electrician
  • Builder or carpenter
  • Plumber or gasfitter
  • Automotive mechanic
  • Engineering or fabrication
  • Other trade

The type of apprenticeship matters because training costs, qualification requirements and employment conditions can differ significantly.

I can then compare the parties' policies specifically around your trade, including wages, tools, course fees, financial assistance and opportunities to progress into higher-paid work.


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Gemini · No location

I'm 18, starting an apprenticeship and living with my parents. I want to become financially independent but don't understand how voting works. I am considering my vote in the 2026 New Zealand general election. Do the parties differ on the cost and availability of vocational training?

Yes, New Zealand political parties differ significantly in their policies regarding the cost, availability, and financial support for vocational training and apprenticeships.

As an 18-year-old starting an apprenticeship, living at home, and aiming for financial independence, these differences directly impact your take-home pay, upfront costs for gear, and overall career pathways.


Key Areas of Difference Between Parties

1. Wages and Incomes (Financial Independence)

  • Green Party: Proposes abolishing the training wage entirely and requiring all apprentices to be paid at least the full adult minimum wage. They also propose a universal weekly payment/stipend structure for certain practical training pathways.
  • Labour Party: Focuses heavily on expanding employer support and direct grants (detailed below) alongside broader minimum wage protections, while maintaining targeted industry support structures.
  • National / ACT / NZ First: Typically favor market-driven wage structures, maintaining distinction for training or starting wages to encourage employers to take on inexperienced youth who require on-the-job upskilling.

2. Upfront Costs (Tools, Gear, and Equipment)

Starting a trade often requires buying expensive tools and safety gear upfront, which can be a hurdle when building financial independence.

  • Green Party: Proposes a $2,000 equipment grant over the duration of the apprenticeship to cover tools, uniforms, and course materials.
  • Labour Party: Proposes a $1,000 toolbox grant to help new apprentices offset initial startup costs for kits, tools, and materials.
  • National-led Government / ACT: Operate under the broader VET (Vocational Education and Training) framework and regularized Fees-Free tertiary/training settings (such as the final-year Fees Free policy), but differ on direct cash grants for individual toolkits compared to the opposition's specific pledges.

3. School-to-Work Pathways and Availability

  • ACT Party: Focuses heavily on secondary-school reform, proposing $2,000 per subject in funding for school trades courses to put vocational options on an equal footing with university entrance before students even leave school.
  • Labour / Greens: Focus more heavily on post-school transitions, guarantees for young people out of work, and direct incentives for employers to keep taking on apprentices (such as expanded Apprenticeship Boost employer subsidies).

How Voting Works in New Zealand (A Quick Primer)

Since you mentioned you are 18 and navigating how voting works for the first time, here is what you need to know:

  1. You get two main votes:
    • Party Vote: This is the most important vote for determining the overall composition of Parliament. It decides what percentage of seats each political party gets.
    • Electorate Vote: This votes for the specific Member of Parliament (MP) who will represent your local geographic area.
  2. Mixed Member Proportional (MMP): New Zealand uses MMP, meaning the party vote largely dictates which parties form the government (often requiring coalitions), while your electorate vote ensures a local voice is present in Parliament.
  3. Enrolment: To vote, you must be enrolled. Since you are 18, you are legally required to enrol to vote (though voting itself is a right, not a legal compulsion). You can check or update your details online via the Electoral Commission (vote.nz).

Would you like more details on how to check your electorate or how the MMP voting system translates your party vote into seats in Parliament?

Ask Gemini

Gemini is AI and can make mistakes.

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Google AI Mode · No location

I'm 18, starting an apprenticeship and living with my parents. I want to become financially independent but don't understand how voting works. I am considering my vote in the 2026 New Zealand general election. Do the parties differ on the cost and availability of vocational training?

Starting an apprenticeship at 18 while living at home is a fantastic milestone toward financial independence. Getting your head around how voting works can feel a bit overwhelming at first, but it is essentially your way of having a direct say on the issues that affect your paycheck, training, and future.

How New Zealand Voting Works (The Basics)

  • The Party Vote: This is your vote for a political party. It determines the overall proportion of seats each party gets in Parliament. This is the most powerful vote for shaping broad government policies like vocational training funding and taxes.

  • The Electorate Vote: This is your vote for a specific local MP representing the area you live in, regardless of what party they belong to.

  • Mixed Member Proportional (MMP): NZ uses MMP, meaning Parliament reflects both your local electorate choice and the overall party vote. You get two votes on your ballot paper.

  • Enrolment: To vote, you need to be enrolled. If you're 18, you are legally required to enrol, and you can check details or sign up via the VOTE NZ website.


Do Political Parties Differ on Vocational Training and Apprenticeships?

Yes, New Zealand’s political parties approach the cost, availability, and support structures of vocational training and apprenticeships differently. While most major parties agree that the trades are crucial for the economy, their funding mechanisms and focus areas vary:

  • National Party (and the current government alignment): Focuses heavily on expanding pre-trade training and school-to-work pipelines. For instance, they have backed initiatives like doubling trades academy places for secondary students and funding Industry Skills Boards to align qualifications directly with employer needs. Their approach generally emphasises industry-led standards, workplace connections, and funding targeted at practical secondary-to-work pathways rather than broad universal subsidies.

  • Labour Party: Tends to focus on direct financial support incentives for both the apprentice and the employer. For example, they have championed programs like the Apprenticeship Boost (providing ongoing support to employers taking on apprentices) alongside targeted grants for apprentices themselves—such as toolbox grants to help cover initial gear costs, and mentoring pilots to keep completion rates high.

  • Other Parties (ACT, Green Party, NZ First, etc.):

  • ACT generally advocates for streamlined industry training models with less government intervention, focusing on market-driven employer-employee agreements.

  • The Green Party typically ties vocational training reform into broader environmental or regional development transitions (like green jobs and sustainable infrastructure training) alongside wider pushes for student support accessibility.

To compare specific, up-to-date policy breakdowns side-by-side as they stand for the election, you can explore the non-partisan Policy.nz platform to see how every registered party lines up on trades and vocational education.

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AI Overviews · No location

I'm 18, starting an apprenticeship and living with my parents. I want to become financially independent but don't understand how voting works. I am considering my vote in the 2026 New Zealand general election. Do the parties differ on the cost and availability of vocational training?

AI Overview

Taking control of your own future at 18 is an exciting milestone. Living with your parents while completing an apprenticeship is a highly effective way to build your financial independence, as it allows you to minimize living costs while gaining qualified skills.

Voting in New Zealand is done via a Mixed Member Proportional (MMP) system, where you get two votes—a electorate vote for a local MP and a party vote that determines the overall share of seats each political party gets in Parliament. To vote in the 2026 election, you simply need to enroll online or at any voting place, turn up on or before election day, and mark your two selections on a paper ballot.

New Zealand’s major political parties differ significantly on the funding, wages, and structures surrounding vocational education and apprenticeships.

How the Parties Differ on Apprenticeships & Vocational Training

The policies heading into the 2026 election showcase contrasting approaches to financial support for trainees and the structure of trades education:

Political Party Core Impact on Apprentice Pay & Costs Vocational System Structure
National (Current Government) Focuses targeted funding on foundational levels. Shifted tertiary policy to end the final-year "Fees-Free" scheme to reinvest savings into vocational training pathways. Emphasizes direct industry connection and regional employment needs, continuing structural reforms to the polytechnic and work-based learning sectors.
Labour Reintroduces an expanded Apprenticeship Boost. Offers a $1,000 toolbox grant for tools and materials from July 2027, extends employer support to two years ($500/month), and adds five new eligible trades. Plans targeted regional training and an additional $21 million annually for Māori-led trades training.
Green Party Proposes abolishing the lower apprentice training wage to mandate at least the adult minimum wage (raising pay from $19.16 to $23.95/hr). Offers a $2,000 equipment grant and a $2,000 employer completion bonus. Advocates for fully free vocational training alongside a $30 million annual boost for Māori- and Pasifika-led programs.
ACT Focuses on secondary school integration, offering schools $2,000 per industry-led subject taken by senior students to combat a "university-first" mindset. Proposes merging primary school-to-work pathways (STAR, Gateway, Trades Academies) into a single, uncapped funding system.

Financial Action Plan for Your Apprenticeship

While political landscapes shift, your personal steps toward financial freedom remain within your control. Focus on these practical actions:

  • Establish an Emergency Fund: While living with your parents, try to save 3 to 6 months of basic living expenses in a high-yield savings account before looking at discretionary investments.

  • Maximize Your KiwiSaver: Ensure you are contributing at least the default amount from your apprentice wages to get the employer match and the government contribution (up to $521.43 annually).

  • Track Tool and Travel Costs: Keep detailed records of any gear, uniforms, or work travel you fund yourself. Depending on your employment structure, some expenses or vehicle allowances may be tax-deductible or eligible for employer subsidies.

If you'd like to narrow down your options, let me know what specific trade industry your apprenticeship is in or how much you are currently earning per hour. I can calculate your projected take-home pay and help you map out a budget for moving out.

Ask anything

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