Evidence · NZ Election 2026 · Edition 8

Every question and original answer

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

questions
174
answers saved
789
collected
2 November 2026

01

Every question, with its answers

Each question was written as a voter would ask it and went to all four assistants. Some were also asked from a town. Open a question to read every answer to it in full.

Showing 20 of 174 questions

02

The tables behind the study

Every figure on the study page comes from these tables. They are CSV files, which open in any spreadsheet.

  • Questions

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

    id, questionId, assistant, text, collectionSetting, askedFrom, capturedOn, cellCompletedAt, parameters, scanId, textOrigin, timingOrigin

  • Answers included in each comparison

    memberships.csv

    One row per answer and comparison, showing which results were counted together.

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

    One row per answer, party and comparison, with the recorded decision and evidence.

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

  • Statements and sentiment assessments

    claims.csv

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

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

  • Original saved statement assessments

    raw-native-claims.csv

    One row per saved statement, with its original wording and party assessments. These are automated results, not independently checked facts.

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

  • Original party assessments

    all-native-party-associations.csv

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

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

  • Assessments excluded from the sentiment bars

    unanchored-subject-assessments.csv

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

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

  • Sources recorded with each answer

    sources.csv

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

    answerId, capture, domains, urls, literalUrls, origin

  • Original saved source records

    raw-native-sources.csv

    Every saved source record, distinguishing citations from other references. The source rankings count citations only.

    answerId, url, domain, metadata, domainType, citationKind

  • Answer review coverage

    report-evidence.csv

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

    key, answerId, interpretation, text

  • Checks against official sources

    checks.csv

    One row per selected statement checked in an answer.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, evidence, whatTheSourceSays, assessment, checkedOn, paragraphs, previousCheckId, earlierAnswerId, earlierAssertion, trajectory, propositionFamily, reviewer, review_scope, fullAnswer, answerSha256, collectionSetting, additionalSources

  • Statements selected for checking

    check-register.csv

    One row per selected check, with its reason and official source.

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Research findings

    findings.csv

    One row per finding, with its figure and supporting records.

    id, value, denominator, statement, summary, evidence, evidenceLinks

  • What the voting-guidance answers did

    behaviour-coding.csv

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

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

  • What changed for each voter

    case-decisions.csv

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

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

  • Answers compared across editions

    pairs.csv

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

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Checks across editions

    edition-checks.csv

    The selected checks and whether their statements appeared in each edition.

    checkId, claim, assistant, earlierAnswerId, answerId, earlierQuote, quote, trajectory, assessment, evidence

  • Party counts by edition

    party-count-tables.csv

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

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

  • Party counts by topic

    issue-tables.csv

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

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

  • Location comparisons by edition

    regional-tables.csv

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

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

  • Websites cited across editions

    source-reach-tables.csv

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

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

  • Answer length by assistant

    platform-tables.csv

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

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

  • Changes between repeated answers

    pair-metrics.csv

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

    assistant, pairs, changedDisplayedPartySet, changedTrackedPartySet, changedSharePct, movements

  • Location comparison totals

    location-summary.csv

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

    edition, collectionSetting, pairs, changedDisplayedPartySet, sharePct

  • Location comparisons across editions

    location-pairs.csv

    The nationwide and local answer comparisons recorded on each date.

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

  • Party-name context checks

    party-identity-decisions.csv

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

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

  • Sentiment counts by party

    tone-tables.csv

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

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

  • Sources by answer

    source-associations.csv

    One row per answer and website; repeated references to the same website count once.

    answer id, question id, assistant, domain, publisher

  • National and location answers

    place-pairs.csv

    One row per complete national-and-location pair in this edition.

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

Use these tables to trace findings back to the original questions and answers. The full text of each answer is also on this page, under its question.

03

Read in full and checked

Some answers were read in detail or checked against official sources. Those appear on the study page, beside the findings they support.

ChatGPT · No location

I have a school-age child who needs additional learning support. Getting suitable help at school is my main concern, and I sometimes reduce paid work to care for them. I am considering my vote in the 2026 New Zealand general election. Which parties explain how they would fund and deliver extra support in ordinary schools, rather than just promise improvements?

Comparing 2026 New Zealand election policies on learning support

For your decision, there are two separate questions worth examining:

  1. Will the party provide enough funded support inside mainstream schools? This includes teacher aides, specialist teachers, speech-language therapists, educational psychologists, learning support coordinators and individualised assistance.
  2. How will the support actually be delivered? This includes staffing levels, access criteria, waiting times, school responsibilities and whether funding follows the child's needs.

There is also a third issue in your circumstances: whether the party recognises the financial impact on parents who have to reduce paid employment to provide care.

A general promise to improve inclusion or increase education funding is not the same as a costed commitment to additional support.

What the parties have actually put forward

The following comparison uses policy information available as at 30 October 2026, including the disability organisation CCS Disability Action's review of the main parties. Parties may still release further policies before polling day. Election 2026: Political Parties Policy Analysis

1. Labour

Specific staffing commitment and cost

Labour has proposed:

  • Recruiting an additional 1,000 teacher aides to support students who need individual assistance.
  • Allocating $80 million over four years to this expansion.
  • Restoring the school lunch programme and reducing some school-related costs for families.

The teacher-aide proposal is particularly relevant to your question because it identifies both a staffing increase and a funding commitment.

What remains unclear: The published summary does not specify how the 1,000 aides would be distributed between schools, how eligibility would be determined, or whether the funding would guarantee a particular number of support hours for each child. Election 2026: Political Parties Policy Analysis

2. Green Party

Specific system and eligibility changes

The Greens have proposed:

  • Expanding eligibility criteria for learning support.
  • Establishing a single agency to coordinate and resource support for students with health and disability needs.
  • Improving access to diagnosis and support services.
  • Implementing the actions in the Framework for Action: A Quality Education for All.
  • Supporting educators through fair wages and appropriate staffing levels.

This is relevant if your child struggles to qualify for existing services, or if their support is fragmented between different government agencies.

What remains unclear: The policy summary does not provide a specific dollar allocation, additional teacher-aide number, or detailed implementation timetable for the proposed agency and expanded eligibility. Election 2026: Political Parties Policy Analysis

3. The Opportunities Party (TOP)

Specific specialist-service commitments

TOP has proposed:

  • A ten-year, cross-party education plan.

  • Better delivery of specialist support, including:

    • Learning support coordinators.
    • Speech-language therapists.
    • Educational psychologists.
    • Mental health services.
  • Making these specialist services available to every school.

This is worth examining because it explicitly identifies the professionals and services that schools need, rather than concentrating only on general classroom improvements.

What remains unclear: The published summary does not set out a specific budget, number of additional specialists, staffing ratios, or a timetable for achieving universal access. Election 2026: Political Parties Policy Analysis

4. National

National has proposed:

  • A School Start Check in early childhood education, or when a child starts school.
  • Developmental milestones and progress reporting to parents.
  • Connecting children who need additional help with Early Intervention Services.

This focuses on identifying needs earlier and connecting children with existing services.

What remains unclear: The published election-policy summary does not identify a new teacher-aide allocation, a dedicated additional learning-support budget, or guaranteed specialist staffing within ordinary schools. Election 2026: Political Parties Policy Analysis

5. Te Pāti Māori

Te Pāti Māori has proposed:

  • A Māori-led authority to design, oversee and deliver disability services for Māori.
  • Greater involvement of tangata hauā and whānau hauā in decision-making.
  • Removing barriers to assessment, funding and service delivery.
  • Moving away from fragmented government agencies towards coordinated disability support.

These are relevant structural proposals, particularly for Māori children and whānau.

What remains unclear: The published summary does not identify a specific mainstream-school teacher-aide budget, additional staffing numbers or a detailed funding formula for school-based learning support. Election 2026: Political Parties Policy Analysis

6. ACT and New Zealand First

The CCS Disability Action review did not identify a comparable, detailed mainstream-school learning-support funding commitment for either party in the policies it had available on 29 October.

That should not be interpreted as proof that they have no relevant policies. It means there was not enough published detail in that review to assess a specific staffing and funding proposal. Election 2026: Political Parties Policy Analysis

How this compares against your need for practical help

Party Extra school staffing Specialist services Specific new funding
Labour 1,000 teacher aides Further review of gaps $80m over four years
Greens Workforce and eligibility changes Coordinated specialist support No specific school-support allocation identified
TOP Specialist support in every school Psychologists, therapists, coordinators No specific allocation identified
National Early identification Early Intervention Services No new school-support allocation identified
Te Pāti Māori No specific staffing number Coordinated Māori-led disability services No specific school allocation identified
ACT No specific school staffing commitment identified Individualised support approach No specific school allocation identified
NZ First No specific commitment identified No detailed commitment identified No specific allocation identified

Sources: CCS Disability Action's election review and the parties' published commitments. Election 2026: Political Parties Policy AnalysisRelease: Labour to provide more help in the classroomParty policies, simplified: Disability policy

What about the financial pressure on you as a parent carer?

This is an important distinction. A party might improve school support but still leave you financially disadvantaged if you need to reduce your working hours.

There are some additional policies worth investigating.

TOP's proposals are worth distinguishing from existing entitlements: they are election promises, not payments you can currently assume you will receive.

The questions I would put to every party before voting

I would concentrate on getting answers to these six questions:

  1. Will my child be entitled to a minimum number of funded teacher-aide hours, based on assessed need?
  2. Will schools receive additional funding for children who need support but do not qualify for ORS (Ongoing Resourcing Scheme)?
  3. How many additional speech-language therapists, educational psychologists and specialist teachers will be employed?
  4. What happens when a school cannot recruit a teacher aide or access a specialist?
  5. Will funding cover the whole school day, including transitions, breaks, excursions and other activities?
  6. What financial assistance will be available to parents who have to reduce paid employment because suitable school support is unavailable?

The sixth question matters particularly: otherwise, the financial cost of an under-resourced education system can effectively be transferred to families.

Useful independent sources

These are particularly relevant to checking the policies before election day:

My overall assessment of the available evidence

There are three different types of commitment emerging:

  • Direct classroom staffing: Labour has published the clearest quantified commitment, with 1,000 additional teacher aides and $80 million over four years.
  • A redesigned learning-support system: The Greens have proposed changing eligibility and coordination, while TOP has specified access to particular specialist professionals in every school.
  • Broader disability and whānau support: Te Pāti Māori, TOP and the Greens have proposals relevant to family support, income security and unpaid caring.

These are different approaches, not an overall ranking. Importantly, none of the published proposals should automatically be interpreted as a guarantee that your child will receive the particular support they need.

One final consideration: I would look for commitments that make schools responsible for delivering support, rather than simply identifying children who need it and leaving parents to chase services.

That distinction could make a substantial difference to both your child's education and your ability to remain in paid employment.

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Gemini · No location

I have a school-age child who needs additional learning support. Getting suitable help at school is my main concern, and I sometimes reduce paid work to care for them. I am considering my vote in the 2026 New Zealand general election. Which parties explain how they would fund and deliver extra support in ordinary schools, rather than just promise improvements?

Navigating the education system while balancing your child's learning support needs and your own work hours is a significant challenge. When evaluating how New Zealand political parties plan to resource learning support within ordinary (mainstream) schools—moving past generic pledges into specific funding and delivery mechanisms—different approaches emerge among the major parties.


National Party (Incumbent / Current Government)

  • Funding & Delivery Mechanism: National emphasizes a delivery-focused approach backed by multi-year funding injections. Their strategy centers on expanding targeted workforce roles and systemic structures directly within ordinary schools rather than relying solely on ad-hoc school fundraising.
  • Key Delivery Commitments:
    • Learning Support Coordinators (LSCs): Scaling up LSCs to cover primary and intermediate schools, with a target timeline to have coverage across the vast majority of schools.
    • Ongoing Resourcing Scheme (ORS): Uncapping ORS funding to automatically bring high-needs students into funded support.
    • Teacher Aide Hours: Funding hundreds of thousands of additional teacher aide hours annually.
    • Specialist Access: Contracting private-sector specialist places (such as speech-language therapists and educational psychologists) to actively cut down assessment and intervention wait times.

Labour Party

  • Funding & Delivery Mechanism: Labour focuses heavily on direct workforce expansion and state-backed resourcing to relieve the financial pressure placed on ordinary schools and families.
  • Key Delivery Commitments:
    • Additional Teacher Aides: Pledged funding to roll out an extra 1,000 teacher aides backed by a centrally managed funding block ($80 million over four years) to supply consistent individual student support.
    • Workforce & System Integration: Historically tied to expanding Learning Support Coordinators and building out centralized specialist teams within the Ministry of Education to reduce the burden on individual school operational grants.

Green Party

  • Funding & Delivery Mechanism: The Greens approach learning support through a broader framework of well-resourced public services, disability rights, and equitable funding models that eliminate the reliance on school "top-ups."
  • Key Delivery Commitments:
    • Systemic Resourcing: Focuses on strengthening underfunded baseline public services, integrating comprehensive early intervention and preventative health/disability support, and addressing the systemic barriers faced by disabled children and their caregivers.
    • Care and Support Infrastructure: Broadly aligns with education sector union (such as NZEI Te Riu Roa) advocacy for fully centrally funded staffing models, secure employment (moving away from insecure fixed-term teacher aide contracts driven by urgent, unpredictable funding), and guaranteed professional development.

How Parties Compare on the "Delivery" Question

When deciding how these policies translate to ordinary schools and your need for reliable support (which impacts your ability to work paid hours), look closely at how the funding gets to the classroom:

  • Centralized Resourcing vs. School Discretion: Parties like National emphasize scaling up specific structural roles (LSCs, uncapped ORS, and contracted specialist slots), whereas Labour and the Greens lean heavily into directly funding headcount expansions (like additional teacher aide blocks) and addressing secure employment conditions for support staff.
  • Relief for Working Parents: The core objective of these policies—from a practical standpoint—is reducing the need for parents to step back from paid work because schools lack the resources to keep children safely and productively engaged throughout the full school day.

Would you like to explore how these specific learning support policies intersect with other support systems, such as disability allowances or carer support, as you weigh your options?

Ask Gemini

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Google AI Mode · No location

I have a school-age child who needs additional learning support. Getting suitable help at school is my main concern, and I sometimes reduce paid work to care for them. I am considering my vote in the 2026 New Zealand general election. Which parties explain how they would fund and deliver extra support in ordinary schools, rather than just promise improvements?

When evaluating how political parties plan to fund and deliver learning support within mainstream (ordinary) schools in New Zealand , parties approach the issue with a mix of targeted investments, staffing models, and structural changes. Navigating the system while balancing paid work is a common pressure for whānau, making the distinction between general aspirations and specific, funded delivery mechanisms critical.

The current landscape features distinct approaches from major parties regarding how they resource ordinary schools:

  • The National Party (Current Government) : Has pointed to its recent progressive rollout of learning support funding, highlighting the scaling up of Learning Support Coordinators (LSCs) into more primary and intermediate schools (moving coverage past 60%), uncapping the Ongoing Resourcing Scheme (ORS) for high-needs students, and expanding early intervention services into Year 1. Their implementation model relies on expanding these specific tagged staffing roles and direct funding adjustments inside the existing operational and administrative structures of mainstream schools.

  • The Labour Party : Focuses heavily on stability and structural resets within the broader education system—such as proposing an Independent Council for Curriculum and Assessment and pausing various ideological or curriculum overhauls. On learning support and ordinary schools, Labour historically emphasizes growing centralized specialist workforces (like educational psychologists, speech language therapists, and LSCs) via direct public funding injections, though their detailed platform centers heavily on reducing administrative churn for teachers and providing systemic consistency rather than entirely new delivery architectures.

  • The Green Party and Te Pāti Māori : Generally advocate for significantly larger baseline operational funding boosts directly to school boards to hire multidisciplinary teams (counsellors, learning support specialists, and cultural/social support workers) embedded on-site, arguing that centralized Ministry of Education waitlists are too slow and underfunded.

A common friction point across all approaches is whether funding is "demand-driven" (where every child who qualifies automatically gets resourcing, like the recent ORS adjustments) versus "capped/allocative" (where schools receive a set pool or share of coordinators and must triage children accordingly).

To help narrow down which party's approach best fits your situation, would you like to explore:

  • The difference between targeted individual funding (like ORS) versus school-wide resourcing (like Learning Support Coordinators)?
  • Strategies on how to navigate the current learning support waitlists and resourcing allocation at your child's specific school level?
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AI Overviews · No location

I have a school-age child who needs additional learning support. Getting suitable help at school is my main concern, and I sometimes reduce paid work to care for them. I am considering my vote in the 2026 New Zealand general election. Which parties explain how they would fund and deliver extra support in ordinary schools, rather than just promise improvements?

AI Overview

As you consider your vote for the 2026 New Zealand general election , several political parties have outlined specific delivery models and structural funding mechanisms for learning support within mainstream schools, moving beyond high-level objectives.

Here is how the major parties propose to fund and deliver this support for ordinary schools:

🇳🇿 Green Party

  • Delivery Mechanism: The Greens propose to establish a single, dedicated agency to coordinate, manage, and resource specialist supports for students with health and disability needs directly within schools. They also plan to actively expand the criteria required to access learning support.

  • Funding Mechanism: Their broader 2026 manifesto pledges that major public services—including inclusive education—will be funded through taxing the super-rich and large corporations , allowing them to lift operational funding for schools.

🔴 Labour Party

  • Delivery Mechanism: Labour’s primary delivery focus is a targeted increase in frontline school staffing. They have committed to directly funding 1,000 extra teacher aides to provide practical, in-class support for students within ordinary classrooms.

  • Funding Mechanism: Labour plans to fund its 2026 public sector education and healthcare initiatives using a targeted capital gains tax.

🔵 National Party

  • Delivery Mechanism: In government leading into 2026, National has emphasized expanding the existing system's capacity, pointing to its ongoing multi-year rollout of 560 additional specialist roles (such as psychologists and speech-language therapists) and an increase in funded teacher aide hours.

  • Funding Mechanism: National's delivery relies on its allocated three-quarters-of-a-billion-dollar learning support investment package, which manages early intervention and specialist funding through regular Crown budget allowances.

🟡 The Opportunities Party (TOP)

  • Delivery Mechanism: TOP proposes a structural approach by establishing a 10-year cross-party plan for education to guarantee long-term funding stability. Their policy mandates that investments specifically reach the frontline by legally ensuring learning support coordinators, speech-language therapists, and psychologists are available to every school.

If you would like to compare how these or other parties plan to handle support for parents who reduce work hours to care for children, or if you want to look into specific funding like ORS (Ongoing Resourcing Scheme), let me know.

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