Evidence · NZ Election 2026 · Edition 5

Every question and original answer

All 174 questions and the 786 complete answers recorded on 23 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
786
collected
23 October 2026

01

Every question, with its answers

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

Showing 20 of 174 questions

02

The tables behind the study

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

  • Questions

    questions.csv

    One row per question, with its original wording.

    id, text, reference, enabled, axes, collectionSettings

  • Complete answers

    answers.csv

    One row per saved answer, including its original text.

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

  • Answers included in each comparison

    memberships.csv

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

    comparisonId, answerId, rowKey, included

  • Party names found in answers

    codings.csv

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

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

  • Sources recorded with each answer

    sources.csv

    One row per answer, with its recorded websites, source-list status and visible links.

    answerId, capture, domains, urls, literalUrls, origin

  • What the voting-guidance answers did

    behaviour-coding.csv

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

    answerId, draft_id, platform, explicit_choice_boundary, conditional_party_or_bloc_alignment, prioritised_shortlist, elicits_additional_user_information, unconditional_single_party_vote_instruction, rationale, evidence, review_provenance

  • Checks against official sources

    checks.csv

    One row per selected statement checked in an answer.

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

  • Statements selected for checking

    check-register.csv

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

    checkId, claimToTest, category, whyChecked, primarySourceUrl, answerId

  • Research findings

    findings.csv

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

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

  • Evidence behind the findings

    findings-evidence.csv

    One row per finding, with the records supporting it.

    findingId, rows

  • What changed for each voter

    case-decisions.csv

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

    case, transition, quote, assessment, draft_id, scenario, earlier_result_id, result_id, earlier_quote, earlier_assessment, earlier_review_provenance, current_review_provenance

  • Answers read in detail

    report-evidence.csv

    One row per answer included in the detailed research readings.

    key, answerId, interpretation, text

  • Party counts by edition

    party-count-tables.csv

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

    panel, edition, platform, party, numerator, denominator

  • Answer length by assistant

    platform-tables.csv

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

    panel, edition, platform, answers, median_words, total_words

  • Location comparisons by edition

    regional-tables.csv

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

    edition, prompt_id, platform, city, draft_id, block, scenario_id, scenario, issue, priority, common_4_5, complete, national_result_id, city_result_id, same_text, same_party_set, same_displayed_party_set

  • Changes by topic

    issue-tables.csv

    One row per topic, showing answer totals and changes in party names.

    issue, current_answers, matched, changed_party_sets, changed_displayed_party_sets

  • Links visible in answers

    literal-source-evidence.csv

    One row per answer, with the web links present in its text.

    edition, result_id, literal_urls, literal_domains, associated_capture

  • Separate website reference totals

    aggregate-references.csv

    One row per website in the separate reference summary; these totals do not identify which answer used it.

    domain, citationCount, referenceCount, promptCount, urlTotal, trendTotal, platforms

  • Answers compared with 19 October

    pairs.csv

    One row per answer with an earlier counterpart to the same question, assistant and location.

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Statements and sentiment assessments

    claims.csv

    The saved assessments of statements about tracked parties, with their answer references and verified extracts where available.

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

  • Original saved statement assessments

    raw-native-claims.csv

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

    quote, brands, stance, claimId, claimText, sourceResultId

  • Original saved source records

    raw-native-sources.csv

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

    answerId, url, domain, metadata, domainType, citationKind

  • Sources by answer

    source-associations.csv

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

    answer id, question id, assistant, domain, publisher

  • National and location answers

    place-pairs.csv

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

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

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

03

Read in full and checked

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

ChatGPT · No location

I 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?

For the 2026 New Zealand general election, the key distinction to examine is whether a party has a funded, practical plan to get additional learning support to children in ordinary schools — and whether that support is enough to reduce the burden on families.

Given your concerns, I would assess party policies against four questions:

  • Funding: Is there a specified budget, new funding commitment or costed proposal, rather than a general promise to spend more?
  • Delivery in schools: Does the plan explain how children will access teacher aides, specialist teachers, learning support coordinators, educational psychologists, speech-language therapists or other relevant specialists?
  • Access and accountability: Does it say how quickly children will receive help, how eligibility will be determined, and how progress will be monitored?
  • Support for families: Does it address the time and financial pressure on parents who have to reduce paid work to meet their child's needs?

I'll distinguish between published policy commitments, measures already being implemented, and proposals that still lack a clear funding or delivery mechanism. That matters because an announced initiative is not necessarily a new commitment for the next parliamentary term.

What the published policies show

The following comparison focuses on ordinary state and state-integrated schools, not solely specialist schools or general disability benefits. It reflects publicly available information as of 23 October 2026, ahead of the election scheduled for 7 November. Party policies, simplified: EducationPolicies for Party vote - NZ Election 2026

1. National — specific funding and delivery commitments

Published government funding and 2026 election policy

National has the most detailed, directly verifiable funding-and-delivery package in the sources reviewed. Its Budget 2025 learning-support investment totals $645.8 million in operating funding and $100.9 million in capital funding. Learning support

Learning Support Coordinators

$192.5 million to extend access to all state and state-integrated schools and kura with Years 1–8, including around 650 additional full-time teacher equivalents, phased in over three years.

Teacher-aide hours

More than 2 million additional hours annually from 2028 across several services, including support for children with high needs and young learners.

Specialist help

$41.5 million operating funding and $1.4 million capital funding for additional speech-language therapists, educational psychologists and teacher-aide hours, aimed at supporting around 2,500 students over four years.

Children with the highest needs

$122.5 million to meet growing demand for the Ongoing Resourcing Scheme (ORS), with changes intended to ensure that every verified child receives the support they need.

Source: Ministry of Education, Budget 2025 learning-support breakdown. Learning support

Its published education policy also commits to Learning Support Coordinators for all schools with Years 1–8 from 2028 and continued expansion of teacher-aide hours and training. Teaching the basics brilliantly

What to scrutinise: these are meaningful, specified commitments, but the important test is whether staffing actually reaches your child's school, whether waiting times fall, and whether the allocated hours match children's needs. The published figures are not a guarantee of immediate individual support.

2. Green Party — broader access and a more coordinated support system

The Greens have proposed an inclusive education approach that includes:

These proposals speak directly to families who find the system difficult to navigate or whose children do not qualify for the assistance they need.

The funding question: in the sources reviewed, I could not verify a comparable, itemised school-level budget specifying the cost, additional staff numbers, delivery timetable and support hours for these particular proposals. That does not mean the party has no relevant funding plans; it means those details need to be established before treating the proposals as fully costed.

3. Te Pāti Māori — Māori-led reform and resourcing for inclusion

Te Pāti Māori has proposed a Māori-led taskforce to transform how disabled, neurodivergent and learning-different students are taught and supported. Its stated priorities include resourcing support teachers, accessible learning environments and ongoing professional development grounded in mātauranga Māori. Party policies, simplified: EducationDisability Policies of NZ Political Parties

This provides a direction for reform and identifies practical areas of support, rather than focusing only on general education achievement.

The funding question: the available reporting does not establish a detailed costed budget, additional staffing allocation, eligibility rules or timetable for delivering this support in ordinary schools. Those are important outstanding questions for families seeking certainty about actual assistance.

4. Labour — disability commitments, but a school-level gap to check

Labour's 2026 platform includes disability-related proposals, such as ending annual benefit renewals for people with verified permanent disabilities, alongside broader commitments relating to carers and support workers. Its election website says its published policies are costed and funded. Labour's 2026 Election PoliciesLabour's 2026 Election Policies

However, I could not verify from the sources reviewed a similarly detailed Labour election commitment that specifies how much additional money would go to ordinary schools for learning support, how many extra specialist staff would be employed, or how additional teacher-aide hours would be allocated.

That distinction matters: disability support outside school can help a household, but it does not necessarily ensure that a child gets the right assistance during the school day.

5. ACT, New Zealand First and TOP — further detail needed

For these three parties, the absence of a verified package in the sources reviewed should not be taken as proof that no relevant proposal exists. It means their school-level funding and implementation details require further confirmation.

How to compare the promises that matter to your family

The crucial distinction is between money already allocated by the current government and what a party is committing to do in the next term. National's existing budget is unusually specific in the sources reviewed; for the other parties, the published proposals provide different degrees of detail about access, coordination and resourcing. This is a comparison of documented commitments, not a ranking of parties. Learning supportParty policies, simplified: EducationLabour's 2026 Election Policies

Here are five questions worth putting to every party before deciding how to vote:

  1. Will every child who needs learning support receive it? What happens if they don't qualify for ORS or another existing service?
  2. How much additional funding is committed for the next parliamentary term? Is it new money, ongoing funding, or a reallocation from existing budgets?
  3. How many extra teacher aides and specialists will be available, and by when? Ask about actual staffing and funded hours, not just training or coordination.
  4. What happens while a child is waiting? Will the school receive interim funding or practical assistance while an assessment or specialist referral is pending?
  5. How will the party reduce the burden on parents? Will it measure unmet support needs, attendance difficulties and the work or income parents lose when they have to fill gaps in school provision?

The Ministry's Budget 2025 learning-support breakdown is a useful benchmark for checking future promises against specific dollar amounts, staff numbers and delivery dates. Learning support

One final point: a policy that improves support for children at school is not necessarily a policy that compensates parents for reducing paid work. Those are two separate issues, and it is worth checking both rather than assuming one will solve the other.

You can also compare the parties' published education policies through Policy.nz's 2026 election guide.

Ask anything

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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?

When considering how New Zealand political parties plan to fund and deliver learning support in ordinary (mainstream) schools—rather than relying on broad aspirations—different parties outline distinct funding mechanisms, workforce pipelines, and structural models:

  • New Zealand National Party: Focuses delivery through tagged funding and specific workforce metrics. Their policy approach centers on uncapping funding for the Ongoing Resourcing Scheme (ORS) to capture high-needs students, expanding the rollout of Learning Support Coordinators (LSCs) to cover primary and intermediate schools, extending Early Intervention Services into the first year of school, and contracting private-sector specialists (such as speech-language therapists and educational psychologists) to directly lower waitlists. They also fund specified increases in teacher aide hours year-on-year.
  • New Zealand Labour Party: Emphasizes formal progression on the findings of the Highest Needs Review to reshape resource allocation. Their framework targets systemic funding shortfalls in mainstream classrooms, aiming to rebuild specialist workforces (like Resource Teachers: Learning and Behaviour [RTLBs] and educational psychologists) and secure LSC placements that they argue slowed down under previous alternating implementations.
  • Green Party: Proposes structural reform by moving away from fragmented funding pools to establish a single, centralized coordinating agency designed to resource and streamline specialist health and disability support directly to schools. They explicitly campaign to widen eligibility criteria for learning support so that schools do not have to wait for a crisis or a formal, backlogged diagnosis to access funding.
  • Te Pāti Māori: Focuses on a Māori-led taskforce and localized resource distribution to address systemic exclusion for neurodivergent and disabled tamariki. Their funding model targets dedicated support teachers, accessible physical environments, and professional development rooted in mātauranga Māori for ordinary classrooms.
Ask Gemini

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Captured 23 October 2026 · shown as Gemini gave it, not a verified account

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?

In the context of the 2026 New Zealand general election , political parties have taken distinct approaches regarding how they fund, deliver, or critique extra learning support within ordinary (mainstream) schools.

Navigating learning support while balancing your paid work is a significant challenge. Below is an overview of how the primary parties approach delivering and funding this support in ordinary schools:

  • The National Party (Current Government) : Emphasizes that its approach moves beyond promises into active delivery, pointing to a three-quarter-billion-dollar learning support investment rollout. Their implementation model includes uncapping the Ongoing Resourcing Scheme (ORS) for high-needs students, rolling out Learning Support Coordinators to reach 80% of schools (with full coverage targeted by 2028), contracting private-sector specialist places to reduce waitlists, and funding increased teacher aide hours.

  • The Labour Party : Has announced specific commitments focused on mainstream school resourcing, including a policy to fund an extra 1,000 teacher aides. Labour's stated aim is to ease pressure on stretched classroom teachers and stop schools from having to use operational or fundraising budgets to bridge learning support gaps, contrasting their targeted staffing numbers against the current government's pace of delivery.

  • The Green Party : Advocates for an inclusive education framework by proposing to expand eligibility criteria for accessing learning support and establishing a unified single agency to coordinate and resource specialist health and disability needs rather than leaving services fragmented.

  • ACT New Zealand : Focuses heavily on structural choice outside the traditional ordinary school system, advocating for alternative pathways such as charter schools to give families options outside mainstream schooling, rather than detailing direct funding expansions inside ordinary state schools. [The D*List]

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

  • Is your child's primary barrier related to high needs (ORS) or moderate/behavioral/speech support?
  • Would you like more details on how to access the Learning Support Coordinator or teacher aide allocation currently active in your region?
Ask anything

Captured 23 October 2026 · shown as Google AI Mode gave it, not a verified account

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

For the 2026 New Zealand general election , both the incumbent National Party and the opposition Labour Party have detailed specific implementation plans—including exact funding amounts and structural delivery mechanisms—to expand learning support inside ordinary schools.

Here is how each party outlines its approach to funding and delivering this extra support:

National Party

The National Party highlights its multi-year rollout, emphasizing a $2.5 billion total investment in learning support. Rather than general promises, their operational plan focuses on specific funding mechanisms and guaranteed resources:

  • Delivery Model: They are funding 560+ additional specialist roles (including psychologists and therapists) over five years via a $266 million expansion of the Early Intervention Service. This extends support directly through a child’s first year of primary school.

  • Teacher Aide Funding: They have structurally budgeted for an expansion of teacher aide hours, targeted to hit over 2 million extra teacher aide hours annually by 2028.

  • System Overhaul: National is implementing a $122 million overhaul of the Ongoing Resourcing Scheme (ORS). This replaces unpredictable allocations with guaranteed funding for students with high needs, resolving a common issue where schools have to repeatedly re-apply or ration care.

Labour Party

The Labour Party has positioned its 2026 platform around fixing the funding shortfalls that force schools to stretch local budgets or host fundraisers to pay for classroom support.

  • Funding & Personnel: Labour has explicitly committed $80 million over four years to directly fund and hire 1,000 additional teacher aides across New Zealand schools.

  • Operational Shift: To stop schools from having to use operational pools or parent donations, Labour proposes shifting the teacher aide funding model. They plan to fund teacher aides similarly to how core classroom teachers are funded. This mechanism is designed to provide schools with predictable, permanent, and centrally funded staff , making the support system stable rather than dependent on a school's individual financial situation.

  • Gap Analysis: Their delivery model includes acting on the recommendations of a 2022 review to structurally close identified gaps in the learning support system.

Green Party

The Green Party advocates for fully funded learning support systems within ordinary schools as part of an inclusive education framework. Rather than focusing purely on a siloed learning support dollar amount, their delivery plan tackles the wider workforce shortage. They propose a $311 million "paid placements" policy funded by a tax on the super-rich, which would pay student teachers a universal weekly stipend during practical training to quickly boost the pipeline of qualified educators and support staff entering classrooms.


If you would like to look closer at how these changes might impact your day-to-day routine, please let me know:

  • What specific level of support your child currently needs or receives (e.g., a few hours a week, full-time teacher's aide, or specialist therapies)?

  • Whether your child has an active ORS funding allocation or individual education plan (IEP)?

I can provide more targeted details on how these policies directly affect those categories.

Ask anything

Captured 23 October 2026 · shown as AI Overviews gave it, not a verified account