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've recently been made redundant after years in the same industry. I have rent to pay, and I'm unsure whether to retrain or keep looking for similar work. I am considering my vote in the 2026 New Zealand general election. Which party policies would help an adult retrain without taking on unaffordable costs?

I’m sorry you’re having to make this decision while still worrying about rent. After years in one industry, redundancy can mean weighing up two very different risks: spending money and time on a new qualification, or waiting for another job in a field you already know.

For New Zealand’s 7 November 2026 general election, I’d compare party policies against four practical questions:

  • Upfront cost: Could you retrain without paying substantial fees?
  • Income while learning: Could you keep paying rent, food and bills during training?
  • Support for adults changing careers: Are the policies open to people with established work histories, not just school leavers?
  • A route into employment: Does the training lead to a real job, apprenticeship or paid placement?

The key distinction is that free education does not necessarily mean affordable retraining. A course can have no tuition fees and still be out of reach if you cannot afford to live while studying.

What the parties are proposing

The following are documented 2026 election commitments relevant to retraining costs and the ability to earn while learning. These are party proposals, not guarantees that the policies will be implemented.

New Zealand Legislative Election Winner? Winner Odds | Lines.com

Green Party — support for income and training costs

The Greens have announced several measures that directly address the financial barriers to retraining:

What to check: The weekly placement payment is aimed at specified compulsory placements, not a general living allowance for every adult taking a course. Abolishing the training wage could help if you enter an apprenticeship, but it would not pay your living costs during unrelated full-time study.

Sources: Greens' jobs and training policies · Apprenticeship support announcement

South Island Election Conference 2026

Labour — apprenticeships and jobs created through public projects

Labour's announced policies include:

  • Expanding Apprenticeship Boost, with employer payments of $500 a month for two years from July 2028.
  • A $1,000 tools grant for new apprentices from July 2027.
  • Expanding eligibility to five additional trade areas from July 2027.
  • Supporting nearly 30,000 apprentices through its Start Work Now programme, alongside planned building and repair projects intended to create work. Labour's Apprenticeship Boost ExpansionStart Work Now

Labour also proposes cutting eligible student loan balances by 10%, subject to its stated conditions. Labour's Cost of Living Plan

What to check: Apprenticeship Boost is primarily an employer subsidy, not a weekly benefit paid directly to every trainee. The tools grant helps with setup costs, but the announced start dates mean it would not necessarily solve an immediate income shortfall.

Sources: Apprenticeship Boost · Start Work Now

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

National — keeping more take-home pay for existing student borrowers

National's announced Back Pocket Boost for Graduates would reduce the compulsory student loan repayment rate for domestic borrowers from 12% to 10%, from 1 April 2027. This would leave eligible borrowers with more take-home pay while repaying a loan. Back Pocket Boost for Graduates

National has also publicised paid workplace training through its Earn as You Learn manufacturing programme. Earn as You Learn programme expands

What to check: The repayment change helps people who are earning and repaying an existing student loan. It is not a tuition subsidy or a replacement for wages while unemployed. Ask whether any workplace training scheme is available to adults changing careers and what employers are participating.

Sources: Back Pocket Boost for Graduates · National's 2026 policy library

These examples illustrate different approaches: direct financial support during certain placements, incentives for employers to train apprentices, and changes to repayments for people who already have student debt. They are not directly interchangeable.

How to compare the policies for your circumstances

For someone recently made redundant who has rent to pay, I would look closely at these five policy questions when comparing all parties:

Policy question Why it matters to you
Are course fees covered? Limits the amount you need to borrow or pay upfront.
Is there a weekly payment while studying? Helps cover rent, food, power and other essentials.
Can you train while earning a wage? Reduces the time you have to live on savings or a benefit.
Is there help with equipment, travel or childcare? Reduces extra costs that can make an otherwise affordable course impractical.
Does the programme lead to a job? Reduces the risk of paying for retraining without improving your employment prospects.

You can compare additional parties' positions using Policy.nz's 2026 education policies, especially the sections on tertiary fees, student support, trades and vocational education. Its incomes and employment comparison is also relevant. Policies for Party vote - NZ Election 2026Policies for Party vote - NZ Election 2026

What you can investigate before committing to retraining

You don't have to wait until after the election to explore your options.

  • Check your current financial support: Work and Income may be able to assess your eligibility for Jobseeker Support and other assistance while you look for work or consider training.
  • Ask about funded training: Check with a polytechnic, industry training organisation or prospective employer about fees-free places, funded qualifications, apprenticeships and part-time study.
  • Explore adjacent careers: Your years of experience may transfer into a related industry without requiring you to start a new qualification from scratch.
  • Calculate the full cost: Include lost earnings, transport, course materials and the length of time before you could realistically start working.

One question that would help narrow this down

What industry were you working in before the redundancy, and what kind of work would you consider retraining for?

That would help me compare which parties' specific training and income-support proposals are most relevant to the career paths you could realistically pursue, without making the voting decision for you.

Ask anything

ChatGPT can make mistakes. Check important info.

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Gemini · No location

I've recently been made redundant after years in the same industry. I have rent to pay, and I'm unsure whether to retrain or keep looking for similar work. I am considering my vote in the 2026 New Zealand general election. Which party policies would help an adult retrain without taking on unaffordable costs?

Navigating redundancy after a long tenure in one industry is a major stress point, especially when facing ongoing living costs like rent. In the context of the 2026 New Zealand general election, political parties differ significantly on how they view adult upskilling, student debt, and financial support for people transitioning between careers.

Different approaches across the political spectrum address the core challenge of retraining without taking on unmanageable debt:

1. The Green Party & Te Pāti Māori (Extensive Support & Debt Relief)

  • Retraining & Fees: Both parties strongly advocate for removing financial barriers to education. The Greens’ manifesto commits to working toward fees-free tertiary education for all and a student debt write-off.
  • Living Costs: They argue that retraining is impossible if you cannot pay rent, pushing for a universal student income or student allowance detached from parental or historical income thresholds.
  • Best for: Adult learners who need both free/low-cost course enrollment and a reliable income stream to cover basic living expenses while out of the workforce.

2. The Labour Party (Targeted Debt Reduction & Cost-of-Living Adjustments)

  • Retraining & Debt: Labour has stepped back from sweeping universal fees-free models (which they originally introduced in 2018). For the 2026 election, they are campaigning on writing off 10% of student loan balances for New Zealand-based graduates, with balances of $2,000 or less cleared entirely. They also propose lowering the compulsory student loan repayment rate from 12% to 10%.
  • Support System: Labour's approach leans more toward targeted industry training support and adjustments to existing welfare-to-work frameworks, alongside managing the broader cost of living.
  • Best for: Workers who anticipate needing a student loan for a formal qualification and want lower ongoing repayment pressure once they re-enter the workforce.

3. The National Party & ACT (Targeted Tax Relief & Work-First Approaches)

  • Retraining & Tuition: National and ACT generally favor targeted industry-specific training (such as targeted trades training funding where immediate workforce shortages exist) over broad-based or universal free tertiary education. ACT has historically opposed broad fees-free schemes, arguing they do not efficiently target disadvantaged learners.
  • Debt & Take-Home Pay: National's 2026 economic plan focuses on letting workers keep more of what they earn through tax settings and reducing student loan repayment friction (matching Labour's proposed drop to a 10% repayment rate).
  • Welfare Focus: National emphasizes keeping the welfare and benefit systems strictly focused on rapid re-employment.
  • Best for: Those who prefer to transition quickly back into employment—potentially via short-term, industry-backed micro-credentials or on-the-job training—rather than undertaking multi-year formal study.

4. New Zealand First (Strategic Workforce Training)

  • Focus: NZ First has historically emphasized targeting government investment heavily into trades and in-demand skill sectors where there is a clear economic payback, rather than general university degrees.
  • Best for: Adults looking to pivot into specific trade or vocational roles where structured, industry-supported pathways exist.

Immediate Practical Steps Outside of Party Policies

While weighing how political parties plan to reshape tertiary funding and living support, keep in mind what is currently available to mitigate immediate financial pressure:

  • The Ministry of Social Development (MSD) / Work and Income (MSD): If you have been recently made redundant, you may be eligible for a Jobseeker Support benefit while you look for work. MSD also provides training incentive allowances or assistance for short courses depending on your circumstances.
  • Skills Maintenance / Regional Programs: Check with local polytechnics (Te Pūkenga network/subsidiaries) or regional skills hubs, which frequently run short, heavily subsidized retraining or upskilling programs specifically designed for displaced workers.

Are you leaning toward a specific industry or type of training (such as a short vocational course versus a multi-year degree) for your next career step?

Ask Gemini

Gemini is AI and can make mistakes.

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Google AI Mode · No location

I've recently been made redundant after years in the same industry. I have rent to pay, and I'm unsure whether to retrain or keep looking for similar work. I am considering my vote in the 2026 New Zealand general election. Which party policies would help an adult retrain without taking on unaffordable costs?

Navigating redundancy while facing cost-of-living and rent pressures is a heavy position to be in. When looking at the 2026 New Zealand general election, political parties approach adult retraining, tertiary costs, and income support through different philosophies.

Because party platforms cover various angles of financial relief, student loans, and industry training, comparing where the major and mid-sized parties stand can help clarify which approach aligns best with your situation. You can review full, side-by-side comparisons on platforms like Policy.nz.

Major Party Approaches to Retraining and Costs

  • Labour Party

  • Focus: Student loan adjustments and targeted debt relief.

  • Retraining & Cost Policies: Labour has focused policies on cutting 10% of eligible student loan balances to reduce existing debt and reducing the compulsory student loan repayment rate from 12% to 10% (slated for April 2027). They also support resetting and extending industry-based support like the Apprenticeship Boost scheme for specific trades and vocational pathways.

  • Consideration for living costs: While it helps reduce long-term debt or repayment friction from past study, it relies more on the traditional student loan/allowance system rather than universal living stipends for retraining adults.

  • Green Party

  • Focus: Universal student support and direct industry transition grants.

  • Retraining & Cost Policies: The Greens feature broader structural changes to student finances, advocating for universal student allowances and the introduction of a specific equipment grant (around $2,000) to cover immediate course materials, tools, and uniforms required for vocational or professional retraining. They also propose targeted universal payments for adults retraining in critical workforce shortage areas (such as nursing, teaching, and essential social/health support).

  • Consideration for living costs: Universal allowances or targeted training payments aim more directly at keeping day-to-day costs afloat while studying, which is a major factor when rent is due. [RNZ]

  • National Party / Governing Coalition Approach

  • Focus: Targeted industry skills, vocational/trades funding, and fiscal restraint.

  • Retraining & Cost Policies: The current government framework has shifted away from broad, universal "fees-free" schemes (such as phasing out the final-year fees-free policy to reallocate savings) in favour of targeted industry training, increased support for apprenticeships, and foundation education subsidies.

  • Consideration for living costs: The emphasis is heavily on "earn-while-you-learn" models—like apprenticeships or industry-backed training—where you receive an income from working in a trade or partnered business rather than sitting in a full-time classroom environment relying purely on student support.

Evaluating Your Options: Retraining vs. Job Hunting

When deciding how your vote and your personal strategy intersect, consider how each training pathway interacts with your immediate need to pay rent:

  1. Earn-While-You-Learn (Trades / Apprenticeships): If a party’s policy emphasizes trades and vocational funding or extends the Apprenticeship Boost, this path allows you to earn a wage immediately while picking up new skills, mitigating the risk of rent arrears compared to full-time study.
  2. Full-Time Retraining with Stipends: If you lean toward a complete career pivot requiring formal tertiary education, look closely at which parties support expanding student allowances, universal payments, or specific material grants to cushion the gap between losing a salary and finishing a qualification.
  3. Short-term Job Seeker Support: Keep in mind that general welfare and income support settings (managed via Work and Income) run parallel to tertiary education policies. You may want to check individual party stances on main benefit adjustments or transition grants for displaced workers.

To dive deeper into the exact wording and cost-of-living packages offered by all registered groups contesting the 2026 election, you can explore the education and employment breakdowns directly on Policy.nz.

Ask anything

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AI Overviews · No location

I've recently been made redundant after years in the same industry. I have rent to pay, and I'm unsure whether to retrain or keep looking for similar work. I am considering my vote in the 2026 New Zealand general election. Which party policies would help an adult retrain without taking on unaffordable costs?

AI Overview

Experiencing redundancy after years in the same industry is incredibly stressful, especially with ongoing rent commitments. Deciding whether to pivot or push forward in a tough job market is a significant crossroads.

For the 2026 New Zealand General Election , the major political parties offer distinct approaches to tertiary education, training costs, and worker support. Depending on the type of retraining you are considering (e.g., a university degree vs. an on-the-job trade apprenticeship), different party platforms will impact your out-of-pocket costs.

A comparison of how the main parties' current policy platforms handle adult retraining and education costs shows distinct approaches:

Political Party Higher Education Fees & Student Debt Apprenticeships & On-the-Job Training Living Costs & Allowances
Labour Party Promises to write off 10% of existing student loan balances for NZ-based graduates and clear balances under $2,000. Pledges to reset the Apprenticeship Boost scheme back to its full two-year duration starting in 2028. Focuses on easing debt burden post-study by planning to lower the student loan repayment rate from 12% to 10%.
Green Party Strongly advocates for moving toward fees-free tertiary education and a broad student debt write-off. Proposes to abolish the lower "training wage" so adult apprentices earn the full adult minimum wage. Also offers a $2,000 equipment grant for tools/materials. Pledges a universal student income and paid placements (universal payments) for trainee teachers, nurses, and healthcare workers.
National Party (Current Government) Shifted the previous "first-year fees-free" model to a "final-year fees-free" system to reward course completion. Focuses heavily on youth training pathways, including doubling Trades Training Academy places in Budget 2026. Emphasizes broader economic cost-of-living adjustments and targeted welfare reform rather than universal student living allowances.
ACT New Zealand Focuses on reducing overall government spending in the tertiary sector and opposes universal subsidies. Campaigns to reduce the training wage to 60% of the minimum wage for younger workers and freeze the adult minimum wage. Prioritizes keeping general income taxes lower over providing direct state-funded student living subsidies.

Assessing Your Next Steps

  • Immediate Assistance: Because New Zealand has a mandatory stand-down period for standard benefit payouts, it is highly recommended to contact Work and Income (WINZ) immediately to lodge your change of circumstances. They can evaluate your eligibility for temporary accommodation or emergency housing supplements while you look for work or decide on a course.

  • Evaluating the Job Market: Before committing to a costly or lengthy training provider, check the Careers New Zealand Job Profiles to review the long-term demand, entry requirements, and training pathways for any new industry you are eyeing.

To help narrow down options that balance your immediate rent needs with long-term goals, would it be helpful to look at which industries currently have funded fast-track schemes , or explore what immediate support you can claim from WINZ while you figure this out?

Ask anything

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