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.

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For the 2026 New Zealand general election: What do parties propose for childcare, schools, learning support and tertiary education?

2026 New Zealand general election: Education policy comparison

The main differences between the parties are about how early childhood education (ECE) should be funded, what children should learn at school, how much support should be available for children with additional needs, and how tertiary study should be made affordable.

The election is on 7 November 2026. The comparison below focuses on National, Labour, the Greens, ACT, New Zealand First, Te Pāti Māori and The Opportunities Party (TOP).

One important qualification: parties have not all published equally detailed policies. A missing commitment below does not necessarily mean a party opposes the idea.

1. Early childhood education and childcare

ECE affordability, quality, staffing and access

Party Main proposals
National Developmental milestones throughout ECE, with progress reported to parents; School Start Checks to identify children needing support; no screens or individual devices in ECE.
Labour Work towards pay parity for ECE teachers, smaller teacher-to-child ratios and group sizes, affirm Te Whāriki and strengthen oversight.
Greens Make ECE free and treat it as a public good, rather than a profit-making service. Support fair wages and appropriate staffing levels.
ACT No equally detailed new ECE commitment identified in the material reviewed.
NZ First No equally detailed new ECE commitment identified.
Te Pāti Māori Supports Māori-led education and strengthening Māori education provision.
TOP Has advocated longer-term education planning; no equally detailed ECE package identified.

The big distinction: The Greens are proposing the most fundamental change to the funding model by making ECE free. Labour is emphasising workforce conditions and quality, while National is emphasising developmental monitoring and school readiness. Policies for Party vote - NZ Election 2026Election 2026: Political Parties Policy AnalysisLabour's 2026 Election Policies

2. Primary and secondary schools

2. Primary and secondary schools

Party Main proposals
National Continue its focus on reading, writing and maths for one hour daily; replace NCEA from 2028; keep phone restrictions; limit screens in primary schools; improve classrooms and require students to remain until the end of Year 11.
Labour Pause the current curriculum overhaul and NCEA changes. Establish an independent Curriculum and Assessment Council. Reinstate school lunches and reduce uniform costs. Restore rural school buses where possible.
Greens Expand school lunches to more children, invest in te reo Māori and support a more inclusive, culturally responsive education system.
ACT Make school uniforms more affordable by limiting compulsory branded items and allowing generic alternatives. Give teachers clearer powers to intervene in serious classroom disruption.
NZ First Refocus education on reading, writing and arithmetic; strengthen STEM pathways and review NCEA.
Te Pāti Māori Establish Māori-led education governance, embed mātauranga Māori, strengthen te reo Māori and expand school lunches, free student transport and school counselling.
TOP Introduce a ten-year cross-party education plan and an independent Curriculum and Assessment Council.

Sources: Teaching the basics brilliantlyElection 2026: Political Parties Policy AnalysisElection policy tracker: what the parties are promisingPolicy Explorer — NZ 2026 Election2026 NZ election campaign guide, policies & fiscal plans

3. Learning support, disability and neurodiversity

This is an especially important area because the parties have quite different approaches to supporting children who need additional assistance.

Party Main proposals
National Learning Support Coordinators in all schools with Years 1–8 from 2028. Additional teacher-aide hours and training, building to two million extra hours annually. Expanded Early Intervention Service connections.
Labour Fund 1,000 additional teacher aides, at a cost of $80 million over four years. Progress the findings of the Highest Needs Review to address issues with the Ongoing Resourcing Scheme (ORS).
Greens Expand eligibility for learning support, improve access to diagnosis and support, and establish a single agency to coordinate and resource specialist support for learners with health and disability needs.
ACT Emphasises family choice and alternatives to mainstream schooling, including charter schools. Supports reasonable and proportionate physical intervention by teachers in specified serious circumstances.
NZ First Has expressed support for inclusive learning but has not provided a comparably detailed package in the material reviewed.
Te Pāti Māori Establish a Māori-led taskforce to transform support for disabled, neurodivergent and learning-different students. Address systemic exclusion and resource support teachers and accessible learning environments.
TOP Supports longer-term education planning but has not published an equally detailed learning-support package.

Sources: Election 2026: Political Parties Policy AnalysisParty policies, simplified: EducationTeaching the basics brilliantlyParty policies, simplified: Education

The key differences:

  • National focuses on increasing support capacity within schools, particularly teacher-aide hours and Learning Support Coordinators.
  • Labour focuses on additional teacher aides and addressing the highest-needs funding system.
  • The Greens propose a more structural change, with expanded eligibility and one coordinating agency.
  • Te Pāti Māori proposes Māori-led reform and culturally grounded support.

4. Tertiary education, universities and vocational training

Party Main proposals
National Reduce the compulsory student loan repayment rate from 12% to 10% from April 2027. Introduce tougher measures for overseas-based borrowers who fail to repay.
Labour Reduce eligible student loan balances by 10%, with loans of $2,000 or less written off completely. Excludes graduates who benefited from Fees Free. Expand apprenticeship support and Māori-led vocational training.
Greens Restore Fees Free, move towards debt-free tertiary education, provide universal student allowances and support paid practical placements.
ACT Make compulsory university Student Services Fees voluntary, allowing students to opt out.
NZ First Make third-year tertiary study fees-free after successful progression. Refund fees for in-demand apprenticeships after each trade examination.
Te Pāti Māori Focus on removing barriers to education and training, strengthening Māori-led education pathways and investing in te reo Māori.
TOP Emphasises vocational education, lifelong learning and improved teacher training, alongside its proposed ten-year education plan.

Election policy tracker: what the parties are promisingElection 2026Which Party Should I Vote For? Your Guide to the 2026 ElectionPolicy Explorer — NZ 2026 ElectionQ&A with political parties

A closer look at student support

Some differences are particularly significant:

  • Greens: Their proposals are the most extensive for direct student financial support, including universal allowances and paid placements.
  • Labour: Focuses on reducing existing student debt rather than eliminating fees for everyone.
  • National: Focuses on reducing repayments from earnings, rather than reducing the amount borrowed.
  • NZ First: Offers a targeted fees-free benefit for students who successfully reach their third year.
  • ACT: Focuses on reducing compulsory university service fees.

There is also an important disability-related tertiary education distinction: the National Disabled Students' Association asked parties about disabled student rights, postgraduate allowances and institutional equity funding. The Greens answered yes to all six of its questions. Labour supported strengthening disabled learner rights and retaining the tertiary pastoral-care code, but did not support reinstating postgraduate allowances or increasing institutional equity funding. ACT declined to answer the questionnaire. Q&A with political parties

5. What are the biggest differences between the parties?

Here is how I would interpret the choices if education and children's learning are your main voting priorities.

Your priority Parties with particularly relevant proposals
Free ECE Greens
Better ECE teacher pay and staffing ratios Labour and Greens
School readiness and early intervention National
More teacher aides Labour and National
Reform of ORS and high-needs support Labour
A single learning-support agency Greens
Māori-led disability and learning support Te Pāti Māori
Maintaining the existing curriculum direction Labour and Greens
Stronger focus on basic literacy and numeracy National and NZ First
More affordable tertiary education Greens and NZ First
Reducing existing student debt Labour
Lower student loan repayments National
More affordable university services ACT

6. My overall assessment

Three particularly important policy debates stand out.

  1. Early childhood education

The Greens have the most ambitious proposal on affordability: making ECE free and publicly provided. Labour's approach is more focused on improving the quality of ECE through better pay and staffing ratios. National prioritises monitoring children's development and preparing them for school.

  1. Learning support

There is a meaningful difference between providing more staff and changing the system itself.

  • National wants more teacher-aide hours and Learning Support Coordinators.
  • Labour wants 1,000 extra teacher aides and action on the ORS system.
  • The Greens want wider eligibility and a single agency to coordinate support.
  • Te Pāti Māori wants a Māori-led approach to disability and neurodiversity support.
  1. Tertiary affordability

The Greens offer the broadest student-support package. Labour offers targeted debt reduction, National offers lower compulsory repayments, and NZ First proposes a third-year fees-free incentive.

7. Useful sources for checking the policies

These are particularly useful because election policies are still evolving.

One important limitation: This is a comparison of announced proposals, not a guarantee of what a future government will implement. Coalition negotiations, funding decisions and legislation will affect the eventual outcome. Also, childcare subsidies and childcare costs are not the same thing as ECE education policy; the parties' proposals on those matters are not equally well developed in the material reviewed.

If I were narrowing the comparison specifically around children's educational outcomes, I would pay closest attention to ECE affordability, teacher-to-child ratios, ORS funding, access to teacher aides and specialist support, and the transition from primary to secondary school.

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For the 2026 New Zealand general election: What do parties propose for childcare, schools, learning support and tertiary education?

For the 2026 New Zealand general election, political parties have staked out distinct positions across the education spectrum—from early childhood education (ECE) and schooling to learning support and tertiary studies.

Major and minor party policy proposals span several key areas:


1. Childcare and Early Childhood Education (ECE)

  • National: Proposes introducing a School Start Check while children are still in ECE to monitor developmental milestones, identify early learning or developmental support needs before primary school, and feed that information into early intervention services. They also aim to ease language-testing barriers for qualified teachers in Pacific and language-immersion settings.
  • Green Party / Progressive Voices: Advocates for scaling back or ending public funding for private, for-profit ECE centres (with targets like phasing them out by 2028 for the Greens), while boosting community-owned, not-for-profit, and kaupapa Māori providers (such as Kōhanga Reo and Pacific language nests).
  • Other Approaches: Various smaller parties and sector advocates have focused proposals on adjusting educator-to-child ratios, tightening physical space requirements, and reviewing funding rates and parent subsidies (such as interactions with the FamilyBoost scheme).

2. Schools and Classroom Environment

  • ACT: Focuses heavily on classroom management and school structure. Key policies include empowering teachers with explicit legal powers (including the use of "reasonable force" under specific circumstances) to remove seriously or persistently disruptive students from class, alongside mandatory parent meetings with financial penalties for non-attendance. ACT also aims to expand charter school enrolments (setting a target of 10,000 by 2029) and standardise school uniform rules to reduce costs.
  • Labour: Focuses on resource expansion, pledging to fund an extra 1,000 teacher aides over four years to provide dedicated individual support for students.
  • Broader Debate: Other systemic school proposals include creating long-term, cross-party 10-year education plans to insulate the curriculum from frequent political changes, and addressing digital safety (such as supporting potential restrictions or bans on social media for under-16s).

3. Learning Support and Inclusion

  • Parties have increasingly spotlighted learning and disability support following post-budget sector pressures.
  • Proposals focus heavily on expanding frontline staffing (like Labour's teacher aide commitments), improving early intervention pathways from ECE into primary school, and ensuring targeted resourcing for neurodivergent students and those with high behavioral or physical needs.

4. Tertiary Education, Training, and Student Support

  • Labour & Left-Leaning/Progressive Parties: Propose major structural investments in student welfare. This includes introducing universal student allowances, removing parental income thresholds for allowance eligibility, and providing a universal weekly payment (around $380) for students undertaking compulsory practical training placements in essential workforce roles (such as nursing and teaching). Policies also feature abolishing the training wage and offering equipment/material grants for trades.
  • Student Loans: Proposals from various progressive and opposition parties include writing off specific components of student loans (such as the living-cost component or interest for borrowers returning or staying overseas for a set period).
  • ACT & Right-Leaning Parties: Focus more on targeted financial incentives—such as seed-savings accounts for youth (e.g., Year 11 investment accounts)—while tightening settings on student visas (such as removing automatic work rights) and increasing support specifically targeted toward vocational training and trades apprenticeships.
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For the 2026 New Zealand general election: What do parties propose for childcare, schools, learning support and tertiary education?

For the 2026 New Zealand general election, political parties have outlined distinct proposals across early childhood education (ECE/childcare), schools, learning support, and tertiary education. According to tracking from platforms like Policy.nz and individual party announcements, the key policy proposals include:

Early Childhood Education (Childcare)

  • Green Party: Proposed moving toward entirely free early childhood education by 2029. The plan starts by capping parent fees at $10 per day per child beyond the 20-hour free entitlement, expanding weekly hours, and phasing out public funding for private, for-profit ECE centres by 2028 to prioritize community- and non-profit-based provision.

  • New Zealand Labour Party: Pledged to restore the primary purpose of ECE as education, affirm the Te Whāriki curriculum, and implement stronger teacher-child ratios and smaller group sizes. Labour also proposes strengthening regulatory oversight with unannounced compliance checks, working toward genuine pay parity for ECE teachers, and removing barriers for qualified ECE teachers (such as English-language testing exemptions for Pacific and language-specific settings).

Schools and Curriculum

  • National Party / Coalition Government Actions: Following its prior focus on structured literacy, daily requirements for an hour each of reading, writing, and maths, and mobile phone bans in schools, ongoing discussions center on the continued rollout of the rewritten, knowledge-rich New Zealand Curriculum, implementation of standardized testing, and the expansion of charter/partnership schools.

  • Labour / Other Parties: Highlighted in general election policy comparisons are measures addressing school infrastructure improvements (targeting over 2,000 schools), adjustments to student transport rules (such as allowing children to take any passing school bus), and integrating Te Tiriti and Aotearoa New Zealand's history comprehensively within learning frameworks. Some proposals also focus on giving teachers clearer legal mechanisms regarding classroom behavior management.

Learning Support

  • Party Proposals: Across the broader sector, parties have put forward targeted staffing boosts to address growing student needs. For instance, proposals tracked on Policy.nz include commitments to fund significant expansions in learning support, such as adding extra teacher aides (e.g., proposals aiming for 1,000 additional teacher aides) and allocating additional specialized staffing resources directly to schools and early learning services to assist vulnerable learners.

Tertiary Education and Student Support

  • Labour Party: Announced a student debt relief policy to cut 10% from the student loan balance of specific New Zealand-based graduates who did not benefit from the initial Fees Free policy, applicable after staying and working in New Zealand while maintaining compliance for three years (with qualifications estimated to begin taking effect around 2031).

  • General Progressive/Left Platforms (e.g., Green/Labour adjacent policy scopes): Feature broader systemic goals including moving toward comprehensive fees-free tertiary education frameworks, expanding universal student allowances, introducing paid placements for professional training, and increasing funding support for trades and vocational apprenticeships.

  • Right/Conservative Platforms: Focus tighter oversight on loan enforcement for overseas-based borrowers and policies restricting tertiary institutions from implementing support structures or allocations conditioned explicitly on ethnicity.

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