Evidence · NZ Election 2026 · Edition 2

Every question, every answer, every source

All 174 questions and the 793 answers produced on 12 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
12 Oct 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

    nz-election-2026-questions.csv

    One row per unchanged question.

    id, draft, text, voterCode, issue, towns

  • Answers

    nz-election-2026-answers.csv

    One row per produced answer, with its complete original text.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, literal url answer, associated source answer, temporal pair, common four platforms, response text

  • Sources by answer

    nz-election-2026-sources.csv

    One row per website associated with an answer; repeated citations count once.

    answer id, question id, assistant, region, domain, publisher

  • Checks against official sources

    nz-election-2026-checks.csv

    One row per reviewed proposition, retaining both answers, extracts and the reviewed change.

    check, draft id, platform, claim, verdict, assessment, source url, source label, source date, checked date, old result id, new result id, old excerpt, new excerpt

  • Who to vote for: coding

    nz-election-2026-guidance.csv

    One row per manually reviewed guidance answer. Codes overlap; original answers supply the evidence.

    draft, assistant, q, voter, a, declined, matched, shortlist, asked, chose, extract

  • Location and national answers

    nz-election-2026-towns.csv

    One row per matched national/location pair, with both editions.

    prompt id, draft id, scenario id, issue, platform, city, edition 1 same party set, edition 1 national result, edition 1 city result, edition 2 same party set, edition 2 national result, edition 2 city result

  • Changes between editions

    nz-election-2026-comparisons.csv

    One row per identical question, assistant and location across the two collections.

    prompt id, draft id, scenario id, scenario, issue, platform, region, old result id, new result id, old words, new words, same party set, old parties, new parties, added parties, removed parties, literal same domains, literal old domains, literal new domains, literal added domains, literal removed domains, associated same domains, associated old domains, associated new domains, associated added domains, associated removed domains

  • No AI Overview produced

    nz-election-2026-coverage.csv

    One row per planned cell where no AI Overview was produced.

    prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, question, cause, availability

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 two very different risks: spending money and time retraining, or staying in a field where jobs may have become harder to find.

For the 2026 New Zealand general election, the key question to examine is which parties propose to make adult retraining affordable while helping people meet their living costs during the transition.

I would assess their policies against four practical needs:

  • Low-cost training: access to qualifications, apprenticeships or short courses without unaffordable fees or debt.
  • Income while studying: financial support that covers at least some everyday expenses while you're retraining.
  • Support after redundancy: access to employment services, career advice and help finding work in a different industry.
  • A realistic route into employment: training that leads to recognised qualifications and jobs, rather than courses that leave you with costs but few opportunities.

A crucial distinction is that a party can promise more training places without necessarily helping you pay your rent while you study. Both sides of that equation matter.

What the parties' policies mean for someone in your position

The following compares documented 2026 election proposals and current government settings, focusing on fees, living costs and the transition back into work. These are different types of support, so they are worth assessing separately.

Green Party

Focus: broader access to tertiary education and student support

The Greens' 2026 manifesto describes tertiary education as a lifelong right and proposes an overhaul of the tertiary system, with attention to student poverty and access to education. Its education policy is relevant if you are considering a qualification that takes longer than a short course. Check the manifesto's detailed commitments on fees and living support before assuming a particular payment would cover you. Manifesto 2026

Labour Party

Focus: apprenticeships, employment pathways and student debt

Labour's 2026 policy platform includes an expanded Apprenticeship Boost programme, a $1,000 toolbox grant and support for nearly 30,000 apprentices through its proposed Future Fund. It also proposes a 10% reduction in eligible student loan balances, subject to conditions. That debt proposal is not the same as paying your fees upfront or covering rent while studying. Labour's 2026 Election PoliciesElection policy tracker: what the parties are promising

National Party

Focus: work-focused support and training linked to job opportunities

National's welfare policy proposes more intensive employment support for 30,000 work-ready people who have been receiving benefits for over a year, with a focus on moving into jobs. It also proposes stricter benefit conditions for some long-term recipients. For you, the important questions are whether employment services will fund the particular retraining you need, and whether the support available will be enough while you study. A firm, fair and affordable welfare system

New Zealand First

Focus: vocational training and trades

The government's 2026 Budget ends the final-year Fees Free scheme and redirects funding towards vocational education, including additional free foundation-learning places for eligible 16–24-year-olds and more Trades Academy places for secondary-school students. These are targeted programmes, not a general promise of free retraining for every redundant adult. New Zealand First's role in supporting the Budget is documented, but these measures should not be mistaken for a universal adult-training entitlement. Education - Budget 2026Budget 2026 for tertiary sectorBudget 2026: Securing New Zealand's Future

For the other parties, including ACT and Te Pāti Māori, the most useful next step is to compare their specific proposals on tertiary fees, vocational training, student allowances and income support in the 2026 Policy.nz election guide rather than infer their positions from general political labels. Policies for Party vote - NZ Election 2026Election policy tracker: what the parties are promising

The immediate financial help matters just as much as election promises

You don't have to wait for the election to investigate support. Current government programmes may help, although eligibility depends on your circumstances.

  1. Jobseeker Support

Contact Work and Income about income support following redundancy. Ask how your availability for work and any proposed study would affect your eligibility and obligations.

  1. Training Incentive Allowance

This can cover approved tuition fees, books, childcare, equipment and transport for eligible people receiving certain benefits. The maximum is currently $143.08 per week, up to $5,723.20 over 52 weeks. Eligibility is restricted; ordinary Jobseeker Support recipients do not automatically qualify. Check the criteria. Training Incentive Allowance

  1. Student Allowance and Student Loan

StudyLink explains eligibility for living-cost support, course fees and course-related expenses. A student loan can create future repayments, so check the total cost before enrolling. Redesign of Vocational Education and Training System

One important timing issue: the current Fees Free scheme is scheduled to end on 31 December 2026. It reimburses eligible fees after completing a qualification; it does not remove the need to pay fees upfront. If you expect your course to finish in 2027 or later, don't build your budget around receiving this payment. Fees Free will end without transitional arrangementsFees free

How to compare the policies before voting

I'd use these questions when reading each party's detailed policy:

  • Will I qualify as an adult who has recently been made redundant, rather than only as a school leaver or apprentice?
  • Are fees covered upfront, or must I borrow the money and wait for reimbursement?
  • Can I receive enough income support to cover rent and essentials while studying?
  • Can I retrain part-time while looking for work?
  • Is the training connected to real vacancies and recognised qualifications?
  • Is the policy fully costed, and when would it take effect?

The 2026 Policy.nz education comparison and incomes and employment comparison let you explore these issues across parties without relying on campaign slogans.

One question that would help narrow this down

What industry have you worked in for most of your career?

If you tell me that, I can help identify realistic retraining routes and compare the party policies most relevant to the costs you would face, without assuming you need to start your career again from scratch.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 12 October 2026 · shown as ChatGPT gave it, not a verified account

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 years in the same industry is a stressful transition—especially when facing ongoing living costs like rent. Deciding whether to pivot into retraining or jump back into a similar job involves balancing immediate financial survival with long-term security.

Ahead of the 2026 general election, New Zealand political parties offer distinct approaches to tertiary education, industry retraining, student debt, and income support for adult learners.


Overview of Party Policies on Retraining & Costs

Different parties approach the cost barriers of adult education through contrasting philosophies:

  • Green Party & Te Pāti Māori (Expansion & Universal Support):
    • The Approach: Both parties advocate for comprehensive public investment to remove cost barriers entirely.
    • Specifics: The Greens’ 2026 platform commits to working towards fees-free tertiary education, universal student allowances (independent of parental or family income), and a student debt write-off. Te Pāti Māori proposes immediately writing off the living-cost portion of all student debt and clearing loans entirely for those who stay and work in New Zealand.
    • Impact for you: If elected or holding major influence, these policies would offer the strongest protection against taking on unaffordable debt or living costs while retraining.
  • Labour Party (Targeted Relief & Debt Reductions):
    • The Approach: Focuses on easing debt burdens for specific cohorts rather than broad, universal free study.
    • Specifics: Labour’s 2026 campaign platform includes writing off 10% of student loan balances for New Zealand-based graduates who missed out on the previous fees-free scheme, with balances under $2,000 cleared entirely. (Note: The universal "Fees Free" policy sunsets at the end of 2026, a transition initiated under the current parliamentary term).
  • National Party & ACT (Targeted Vocational Pathways & Fiscal Restraint):
    • The Approach: Emphasizes shifting funding away from broad tertiary subsidies toward targeted vocational and trade-related pathways, alongside fiscal discipline.
    • Specifics: The current government has wound down the universal fees-free scheme to redirect funding into high-demand practical tracks (like trades and apprenticeships). National’s policy lowers student loan repayment rates from 12% to 10% (starting April 2027) to help working graduates keep more of their income, but keeps loan repayment obligations intact. ACT strongly opposes broad fees-free initiatives, arguing they do not efficiently target disadvantaged learners.
    • Impact for you: If you are looking at short, sharp vocational or industry-specific training that leads directly to a job, centre-right policies lean into supporting trades and work-integrated learning, though you will generally be expected to utilize standard student loans or self-fund rather than receiving universal fee waivers.

Practical Factors to Weigh Alongside Party Policies

While political policies will shape the broader financial landscape, making an immediate decision requires balancing practical realities:

  1. Look for Short-Term Targeted Support: Check if your specific retraining path falls under industry-specific training subsidies or micro-credentials (such as those via Te Pūkenga / local polytechnics or targeted Ministry of Social Development / Work and Income support grants for displaced workers).
  2. Protecting Cash Flow: Because rent cannot be paused, full-time study without a living allowance or income can rapidly deplete savings. Investigate whether part-time study while working a stop-gap job is viable, or whether you qualify for student allowances/living cost loans.
  3. Weighing Retraining vs. Re-employment: If your industry has contracted permanently, retraining in a high-demand sector (like health, tech, or specialized trades) future-proofs your career. However, if jobs similar to your old role still exist, a lateral move might secure your rent faster while you evaluate long-term options.

Are you leaning toward a specific industry or type of retraining (like a short course vs. a multi-year degree), and would you like to explore what support might currently be available through Work and Income while you decide?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 12 October 2026 · shown as Gemini gave it, not a verified account

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 after a long tenure in a single industry is a major life pivot, and balancing immediate financial survival (like rent) with the cost of upskilling or retraining is a heavy strain.

Ahead of the November 7, 2026 general election, New Zealand's political parties approach adult retraining, tertiary costs, and income support through different economic lenses. You can compare individual stances and tools directly via platforms like Policy.nz and WhichParty.nz. 2026 General Election Overview - Vote NZ

The general landscape of party approaches regarding adult learning, tertiary costs, and financial support includes the following perspectives:

  • Green Party: Focuses heavily on removing financial barriers to education. Their 2026 manifesto commits to working toward universal fees-free tertiary education, introducing a universal student income, and implementing broader student debt relief. For an adult retraining, a universal student income or allowance addresses living costs (like rent) directly, rather than just covering course fees.

  • Labour Party: Approaches the cost-of-study and debt space through targeted relief for domestic graduates and learners rather than a blanket free-tertiary model. For instance, their 2026 campaign platform includes policies to reduce existing student loan burdens for New Zealand-based individuals (such as writing off percentages of existing balances for domestic stayers), though they have stopped short of promising a universal, full fees-free reset for all adult learners returning to study. [WhichParty NZ]

  • National Party & ACT: Generally favor targeted industry-backed training, apprenticeships, and fiscal restraint over broad universal allowances or blanket fee-free schemes. Their focus leans toward job-linked training incentives, welfare settings that encourage rapid re-entry into the workforce, and managing government spending. For someone facing immediate rent and living costs, their emphasis is typically on job-seeker support tied closely to work-finding or targeted skill matching rather than broad study stipends.

  • New Zealand First & Te Pāti Māori: Tend to emphasize regional polytechnics, targeted vocational/māori-centric education pathways, or localized industry support, aiming to protect regional workforce training infrastructure.

Key Factors to Weigh for Your Situation

When evaluating which policy suits your immediate needs, look closely at:

  1. Living Cost Support vs. Fee Subsidies: Free tuition helps with course entry costs, but if you have rent to pay, a policy that includes a student allowance, training incentive, or income support during study is critical so you aren't forced into financial destitution while in a classroom.
  2. Targeted vs. Universal Support: Check whether a party's retraining policy requires you to enroll in specific high-demand industry sectors (like trades or healthcare) to access subsidies, or if it applies to any adult learner switching careers across sectors.

To check where you align and read precise policy breakdowns, you can explore the education comparisons on Policy.nz or take the interactive quiz on WhichParty.nz. If you need immediate income or redundancy assistance while deciding your next steps, you can also review current employment transition support via Work and Income NZ (WINZ).

Ask anything

Captured 12 October 2026 · shown as Google AI Mode gave it, not a verified account

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

Facing redundancy and balancing housing costs is an incredibly stressful position to be in. Navigating whether to pivot your career or stay the course is tough, especially when rent still needs to be paid.

For the 2026 New Zealand general election , major political parties have distinct platforms regarding tertiary education costs, student debt, and vocational training options. The policies that may help you retrain without facing prohibitive upfront costs vary by party approach:

🌹 The Labour Party

Labour’s 2026 strategy focuses heavily on subsidized vocational pathways that let you earn while you learn, alongside targeted debt relief.

  • Expanded Apprenticeship Boost: Labour intends to extend the Apprenticeship Boost scheme to two years (providing employers $500 a month to keep apprentices employed) and expand it to five new trades. This could help you find a paid, entry-level trade role where retraining costs are absorbed on the job.

  • Toolbox Grants: They propose providing a $1,000 toolbox grant for new apprentices to lower initial entry barriers.

  • Māori-led Trades Training: A $21 million annual commitment to expand contestable grants for iwi and marae-led vocational training.

  • Student Loan Relief: If you do take out a loan, Labour promises to cut 10% off eligible student loan balances for New Zealand-based graduates, clearing balances under $2,000 completely.

🌿 The Green Party

The Greens focus on removing the financial risk of formal study entirely by funding student living costs and eliminating tuition fees.

  • Universal Student Income: The Green Party 2026 Manifesto includes a commitment to establish a universal student income , which would directly assist you with paying rent while studying.

  • Return to Fees-Free: They plan to reverse the current government's cuts and work back toward fees-free tertiary education for all students.

  • Debt Write-Off: They advocate for a progressive student debt write-off and lower mandatory loan repayment rates.

💙 The National Party

National's current platform moves away from universal free tertiary funding to focus on lower income taxes, workforce-specific bonding, and reduced loan repayment rates while you work.

  • Reduced Loan Repayments: National plans to cut the student loan repayment rate from 12% to 10% starting April 2027. This means if you take on a loan to retrain, you will keep more of your take-home pay once you re-enter the workforce.

  • Targeted Sector Support: Rather than universal retraining schemes, National favors specific sector incentives, such as their School Onsite Training Programme for teachers and targeted bonding schemes.

  • No Universal Fees-Free: National scrapped the universal first-year fees-free scheme in Budget 2026, arguing it did not sufficiently lift overall participation.

🟡 ACT New Zealand

ACT advocates for fiscal constraint in the education sector and a user-pays model for tertiary studies.

  • Reintroduction of Loan Interest: ACT has historically opposed interest-free student loans and continues to support adding interest back onto student loans to reduce government expenditure.

  • Opposition to Fees-Free: ACT strongly supported the abolition of the fees-free tertiary program, viewing it as an inefficient use of public funds.


To help you weigh your options further, would it be helpful to look at current government retraining grants available right now, or explore industries offering paid on-the-job training?

Ask anything

Captured 12 October 2026 · shown as AI Overviews gave it, not a verified account