Evidence · NZ Election 2026 · Edition 4

Every question, every answer, every source

All 174 questions and the 776 answers produced on 19 October 2026. For the other 44 planned combinations, Google produced no AI Overview or AI Mode answer.

questions
174
answers saved
776
collected
19 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, unchanged since 5 October.

    id, text, reference, axes, collectionSettings, enabled

  • Answers

    answers.csv

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

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

  • Sources by answer

    source-associations.csv

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

    answer id, question id, assistant, domain, publisher

  • Checks against official sources

    checks.csv

    One row per selected statement and assistant, including those where the statement was not made.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, paragraphs, verdict, evidence, whatTheSourceSays, checkedOn, assessment

  • Who to vote for: what each answer did

    behaviour-coding.csv

    One row per voting-guidance answer read in full, with each behaviour marked. Behaviours overlap; the original answers supply the evidence.

    prompt_id, draft_id, platform, region, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, excerpts, rationale, reviewer, reviewed_on, answerId

  • Location and national answers

    place-pairs.csv

    One row per national and location pair in this edition.

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

  • Changes between editions

    party-change-tables.csv

    One row per answer and earlier edition, with the parties named then and now.

    earlier_edition, earlier_result_id, current_result_id, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, same_text, same_party_set, earlier_parties, current_parties, added, removed

  • Changes across editions

    trajectory-tables.csv

    One row per pair of editions, with how many of the same 776 answers changed their party line-up.

    earlier_edition, current_edition, denominator, changed_all17, changed_seven

  • Party counts by edition

    party-count-tables.csv

    One row per comparison, edition, assistant and party, with the answers naming the party.

    panel, edition, platform, entity_id, party, numerator, denominator

  • Parties entering and leaving answers

    party-mention-flows.csv

    One row per party and assistant: answers that gained, lost or kept the party since 16 October.

    entity_id, platform, denominator, earlier, current, gained, lost, retained

  • Parties named by issue

    topic-presence-tables.csv

    One row per issue and party, with the answers naming the party.

    issue, entity_id, numerator, denominator

  • Location comparisons by edition

    regional-tables.csv

    One row per national and location pair, comparison and edition.

    panel, edition, prompt_id, platform, region, draft_id, block, scenario_id, scenario, issue, priority, complete, national_result_id, location_result_id, same_party_set

  • Answer length by assistant

    platform-tables.csv

    One row per comparison, edition and assistant, with answer length and the answers naming all six parties in Parliament.

    panel, edition, platform, answers, median_words, all_six_parliamentary

  • Voting guidance changes between editions

    guidance-change-tables.csv

    One row per voting-guidance answer and behaviour, on 16 and 19 October.

    draft_id, platform, measure, earlier_result_id, result_id, earlier, current, changed

  • What changed for each voter

    case-assessments.csv

    One row per voter: what changed in the answer to their main question.

    case, transition, earlier_quote, quote, assessment

  • Statements selected for checking

    check-register.csv

    One row per statement selected for checking, with why it was chosen and its primary source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Answers paired with Edition 3

    pairs.csv

    One row per answer, with the 16 October answer to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Source capture by answer

    sources.csv

    One row per answer, with whether its sources were captured and the websites recorded.

    answerId, capture, domains, urls, literalUrls, scope

  • Websites by reach

    source-reach-tables.csv

    One row per website, with the answers associated with it.

    domain, answers, denominator

  • Websites by issue

    topic-source-tables.csv

    One row per issue and website, with the answers associated with it.

    issue, domain, answers, denominator

  • Party matches reviewed in context

    party-identity-decisions.csv

    One row per possible party match read in context, with whether it counted and why.

    result_id, party, include, state, reason, reviewer, reviewed_on, review_basis, contexts

  • Parties found in each answer

    codings.csv

    One row per answer, party and comparison, with whether the party counted and the passage that shows it.

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

  • Comparisons each answer is in

    memberships.csv

    One row per answer and comparison.

    comparisonId, answerId, rowKey, included

  • Claims Onsomble recorded

    raw-native-claims.csv

    One row per claim, with the parties it is about and its stance on each.

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

  • Answers read in full

    semantic-review-ledger.csv

    One row per answer and question a reviewer read in full, with the decision and the passage.

    result_id, dimension, state, decision, rationale, excerpt, reviewer, reviewed_on

  • Passages quoted in the analysis

    report-evidence.csv

    One row per answer passage the analysis quotes, with its reading.

    key, answerId, interpretation, text

  • Analysis findings

    findings.csv

    One row per finding in the analysis, with its figure and the table it comes from.

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

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 are parties proposing about graduate jobs and the rights of people doing part-time work?

New Zealand 2026 election: graduate jobs and part-time workers

For someone studying at tertiary level, renting a room, working part-time and using a student loan, there are two particularly relevant questions to compare across parties:

  • Getting established after graduation: Will there be jobs available, and what help will you receive with student debt?
  • Keeping your current job manageable: What do parties propose for sick leave, job security, pay and the ability to balance work with study?

New Zealand's general election is scheduled for Saturday 7 November 2026. The comparison below focuses on announced policies and employment-law changes relevant to those questions, rather than recommending a party. The main parties vying to form New Zealand's next governmentPolicy scorecards for working people NZCTU

1. What parties are proposing for graduates

South Island Election Conference 2026

Labour

Labour proposes a 10% student debt reduction for eligible borrowers from 1 April 2027, linked to staying and working in New Zealand for three years after finishing study. It also proposes clearing student loans of $2,000 or less and expanding Apprenticeship Boost to support 30,000 more people learning on the job.

Its specific graduate job guarantee is for eligible New Zealand-trained nurses: at least 0.8 full-time equivalent (FTE), starting in 2027. This is not a general guarantee for all graduates. Labour's Cost of Living PlanGraduate Nurse Job Guarantee

Official policy: Labour's 2026 policies

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

National

National proposes reducing the compulsory student loan repayment rate for domestic borrowers from 12% to 10% from 1 April 2027. That would leave more take-home pay once your earnings trigger repayments. The party also proposes tougher measures to recover debt from borrowers living overseas.

This is a repayment-rate reduction, not a promise to erase part of your loan or guarantee a job. Back Pocket Boost for Graduates2026 Election Policy

Official policy: National's Back Pocket Boost for Graduates

Green Party NZ (@NZGreens) on X

Green Party

The Greens announced a Jobs for Young People guarantee on 11 October 2026. It would offer 16–24-year-olds who have been out of work for six months a pathway into a job in their local community, including work on infrastructure, nature and community services.

This could be relevant if you are a younger graduate struggling to find work, but it is not an immediate guarantee for everyone graduating from tertiary study. Greens announce jobs guarantee for young peopleManifesto 2026

Official policy: Green Party 2026 manifesto

For the other parties, including ACT, New Zealand First, Te Pāti Māori and the Opportunities Party, a useful next step is to compare their detailed employment and training policies rather than assume they offer the same kind of graduate assistance. A cross-party policy tracker is available at The Conversation's 2026 policy tracker. Election policy tracker: what the parties are promisingPolicies for Party vote - NZ Election 2026

2. What parties are proposing for part-time workers

This may be just as important as graduate employment if your immediate challenge is earning enough to pay rent without compromising your studies.

The New Zealand Council of Trade Unions (NZCTU) published a 2026 election scorecard comparing parties' positions on several workplace issues. Its findings show some clear differences. The NZCTU is a union organisation, so its scorecard is a useful source of worker-focused comparisons, but it is not an independent election authority. Policy scorecards for working people NZCTU

Workplace issue Labour Greens National / ACT
90-day trial periods Supports abolishing them Supports abolishing them Supports retaining them
Misclassified contractors Supports reversing the 2026 changes Supports reversing the 2026 changes Opposes reversing the changes
Fair Pay Agreements Supports restoring them Supports restoring them The NZCTU reports that National and ACT declined to answer its industrial-policy questions

Policy scorecards for working people NZCTU

Why these differences could matter to you

  • Job security: A 90-day trial can allow an employer to dismiss a new employee without the usual personal grievance rights for unjustified dismissal, subject to the applicable legal requirements. The Labour and Green positions would remove this special arrangement.
  • Knowing whether you are an employee: Correct employment classification affects which statutory workplace protections apply. The parties differ on reversing the 2026 contractor-classification changes.
  • Pay and working conditions: Fair Pay Agreements were designed to establish minimum employment terms across an industry or occupation. Labour and the Greens support restoring them, while the current coalition's approach differs.

These policies concern employment protections generally, not a special set of rights exclusively for students or part-time workers.

3. Sick leave and unpredictable working hours

One particularly relevant issue for someone juggling classes and paid shifts is the Employment Leave Bill, introduced in 2026. The proposed changes to leave arrangements have drawn disagreement between the government and opposition parties.

The Green Party's formal opposition to the bill argues that its sick-leave changes would disadvantage people working part-time, variable hours, multiple jobs or insecure employment. In particular, the party says the changes would halve sick leave for part-time workers. That is the Greens' assessment of the legislation, rather than a neutral finding about its effects. Employment Leave Bill

When comparing party policies, check these questions:

  • Will your sick-leave entitlement change if you work fewer hours?
  • Can your employer change your shifts at short notice?
  • Are you paid for every hour you work?
  • Can you raise concerns about unfair treatment without risking your job?

For context, existing minimum employment standards still matter. As at 1 April 2026, New Zealand's adult minimum wage is NZ$23.95 an hour before tax. Employees aged 16 and over generally must receive at least the applicable minimum wage for their hours worked, and employers must provide written employment agreements. Minimum wage rates and typesEmployer rights and responsibilities

Official information: Employment New Zealand — pay, hours and wages.

4. How to compare these policies against your circumstances

A practical voting checklist

More jobs for new graduatesLook for specific job guarantees, paid graduate placements, apprenticeships or employer hiring incentives.

Less pressure from student debtCheck whether a policy reduces your balance, lowers deductions from wages, or changes repayment conditions.

Reliable part-time employmentCompare positions on trial periods, dismissal protections, contractor status and minimum employment standards.

Sick leave and work-study balanceCheck the proposed leave rules, protections for variable-hour workers, and any policies affecting shift predictability.

Affordable everyday livingCompare transport, housing and income policies, because the money left after rent and travel can matter as much as your hourly wage.

Compare parties against my priorities

You can also use Policy.nz's 2026 election guide to explore employment, wages, working conditions and income policies across parties.

One important distinction: a promise to help graduates into jobs will not necessarily improve your working conditions while you are still studying. Equally, stronger workplace rights will not by themselves guarantee that a suitable graduate job is available. It is worth assessing these as two separate parts of your voting decision.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 19 October 2026 · shown as ChatGPT gave it, not a verified account

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 are parties proposing about graduate jobs and the rights of people doing part-time work?

Balancing part-time work, renting, a student loan, and tertiary studies is a significant juggle, especially when economic pressures and living costs are high.

As part of the 2026 New Zealand general election, political parties have outlined distinct approaches to student debt, graduate pathways, workforce rights, and cost-of-living support. A breakdown of where the major parties stand can help inform your vote:


1. Student Loans and Graduate Debt

Because you are utilizing a student loan while studying, how parties propose to handle repayments and debt write-offs directly affects your financial future after graduation:

  • Labour: Proposes a 10% write-off of eligible student loan balances for New Zealand-based borrowers who stay and work here for three years following the end of their study. Remaining balances of $2,000 or less after that three-year track would be written off completely. They also propose reducing the standard domestic repayment rate from 12% to 10%.
  • National: Focuses on lowering the immediate repayment burden by reducing the repayment rate from 12% to 10% (starting April 2027), while tightening enforcement and raising interest for borrowers who move overseas. They generally emphasize graduate retention through broader economic growth rather than broad-scale debt write-offs.
  • Green Party: Advocates for a shift toward fees-free tertiary education, a comprehensive student debt write-off, lower loan repayment thresholds, and the introduction of a universal student income to reduce the need to work excessive hours while studying.
  • Te Pāti Māori: Proposes writing off student loans entirely for graduates who remain and work in New Zealand for five years, alongside an immediate write-off for the living-cost component of existing student debt and a push for a universal student allowance.
  • ACT: Generally opposes broad student debt write-offs or universal subsidies, arguing that tertiary funding should be tightly targeted and questioning broad-based debt relief mechanisms.

2. Part-Time Work and Employment Rights

Fitting paid work around a rigorous study schedule often means dealing with precarious hours, minimum wage constraints, and balancing workplace flexibility. Parties have differing philosophies on worker protections:

  • Left-of-Centre Parties (Labour, Greens, Te Pāti Māori):
    • Generally push for stronger workplace protections, tighter regulation around contractor versus employee classifications, and regular increases to the minimum wage to match cost-of-living pressures.
    • The Green Party and Labour emphasize measures like pay transparency, enhanced sick leave/holiday provisions, and supporting collective bargaining, which can benefit part-time and casual workers vulnerable to scheduling shifts.
  • Right-of-Centre/Centre Parties (National, ACT, NZ First):
    • Focus heavily on business flexibility and economic growth to create more jobs, arguing that overly rigid employment regulations can make employers hesitant to take on part-time or flexible staff.
    • ACT and National typically favor streamlined employment laws, viewing flexibility as a tool that allows both employers and students to negotiate hours that suit them, without heavy-handed mandates that they argue could suppress hiring.

Summary Checklist for Your Vote

When deciding which party aligns best with your situation, consider weighing these questions:

  1. Short-Term Relief vs. Long-Term Debt: Do you prefer policies focused on reducing your immediate out-of-pocket costs and weekly loan repayment deductions while working part-time, or policies offering major debt write-offs once you graduate and stay in New Zealand?
  2. Employment Flexibility: Do you favor parties that seek to tightly regulate part-time work conditions and raise minimum wages, or those that focus on business-friendly policies intended to stimulate job creation?

Are you leaning more toward policies that provide immediate relief while you're studying, or those focused on long-term graduate incentives?

Ask Gemini

Gemini is AI and can make mistakes.

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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 are parties proposing about graduate jobs and the rights of people doing part-time work?

Navigating the juggle between renting, part-time work, and studying in New Zealand is a heavy load. As the 2026 general election unfolds, different political parties are pitching distinct visions that directly or indirectly impact student debt, transition into graduate employment, and the baseline rights or financial support for part-time workers.

The major party policy landscape shapes up across these areas as follows:

1. Student Loans and Graduate Debt Relief

Because graduate financial security heavily influences how manageable initial graduate jobs feel, debt-relief policies are a focal point:

  • Labour Party: Has campaigned on a policy to cut 10% off eligible student loan balances. For current or future students, this 10% reduction applies after a 3-year period of being based in New Zealand following the completion of study (balances of $2,000 or less would be written off completely after that 3-year track).

  • Te Pāti Māori: Proposes writing off the entire student loan for graduates who stay and work in New Zealand for five years, alongside an immediate write-off for the living-cost component of existing student debt and a push for a universal student allowance regardless of parental income.

  • National / ACT / NZ First: Generally critique broad loan write-offs as fiscally expensive or misdirected, with NZ First previously emphasizing targeted incentives for high-demand workforce sectors rather than universal write-downs.

2. Part-Time Work, Wages, and Protections

For students relying on casual or part-time hours alongside lectures, broader employment standards and wage structures matter:

  • Green Party: Promotes strengthening worker baseline securities, recently campaigning to abolish the training and starting minimum wage (which currently allows lower pay at $19.16 compared to the adult minimum wage of $23.95) to ensure all workers—including those learning on the job—receive full minimum wage protections. They generally advocate for stronger workplace and union rights, and higher baseline incomes.

  • Labour: Focuses on restoring specific pay equity frameworks and strengthening collective bargaining pathways, aiming to lift baseline support for low-to-middle income earners.

  • National and ACT: Focus more heavily on economic settings aimed at business growth and job creation, supporting flexible employment frameworks and opposing policies they argue add compliance costs or rigidities for employers hiring part-time or flexible staff.

3. Graduate Jobs and the Economy

  • Left and Progressive Blocs (Labour, Greens, Te Pāti Māori): Tend to propose direct public sector investment, industry training stipends, or regional development projects (such as specialized training funds or public works concepts) to stimulate stable employment and pathways into graduate roles.

  • Centre-Right Blocs (National, ACT): Focus on broader economic management—curbing inflation, reducing regulatory and tax burdens on businesses, and incentivizing private enterprise to generate "good jobs" and economic productivity organically.

You can explore detailed, side-by-side party manifestos and specific electorate stances on platforms like Policy.nz or WhichParty.nz to see how individual candidates and smaller parties address student welfare and labour rights.

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 are parties proposing about graduate jobs and the rights of people doing part-time work?

AI Overview

Major political parties in New Zealand are proposing distinct policies affecting student loans, graduate employment, and part-time or general workforce rights ahead of the 2026 General Election (held on 7 November 2026):

Student Loans & Graduate Debt

  • NZ Labour Party: Promises to write off 10% of eligible student loan balances for graduates who stay and work in New Zealand for three years after completing their study (and who did not benefit from the Fees Free scheme). Loans of $2,000 or less would be wiped completely. They also propose a graduate-nurse job guarantee and support for trades training.
  • New Zealand National Party: Plans to reduce the compulsory student loan repayment rate from 12% to 10% starting 1 April 2027 to increase immediate take-home pay, while maintaining loan repayment obligations. They have critiqued Labour’s write-off policy as costly.
  • Other Parties (Greens, Te Pāti Māori, ACT, NZ First): Range from broader income and public-support measures to market-led approaches for job creation.

Part-Time Work & Employee Rights

  • National-Led Government / Parties in Government: Supported recent legislative updates via the Employment Relations Amendment Act 2026 , which adjusted rules around worker classification tests and personal grievances. The minimum wage has faced incremental real-terms adjustments, and the government has scrutinized public-sector contracting rules regarding the living wage.
  • Union & Labour/Green Perspectives (e.g., NZCTU and opposition critiques): Criticize recent changes to employment law (such as the 30-day rule adjustments and personal grievance rules) and advocate for stronger baseline protections, higher minimum wages moving toward a living wage, and expanded rights for casual and part-time workers.

If you'd like to narrow this down, let me know:

  • Which specific study field or industry you are graduating into?
  • Whether you are an international or domestic student?

I can share more targeted party platforms for your situation.

Ask anything

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