Evidence · NZ Election 2026 · Edition 3

Every question, every answer, every source

All 174 questions and the 793 answers produced on 16 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
16 Oct 2026

01

Every question, with its answers

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

Showing 20 of 174 questions

02

The tables behind the study

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

  • Questions

    nz-election-2026-questions.csv

    One row per unchanged question.

    id, draft, text, voterCode, issue, towns

  • Answers

    nz-election-2026-answers.csv

    One row per produced answer, with its complete original text. Parties covers all 17 tracked parties; displayed parties covers the seven charted parties.

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

  • Sources by answer

    nz-election-2026-sources.csv

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

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

  • Checks against official sources

    nz-election-2026-checks.csv

    One row per reviewed claim and assistant, including cells where the assertion was not stated.

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

  • Who to vote for: coding

    nz-election-2026-guidance.csv

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

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

  • Location and national answers

    nz-election-2026-towns.csv

    One row per matched national/location pair in this edition.

    edition, prompt id, platform, city region, national result id, city result id, same party names, same text

  • Changes between editions

    nz-election-2026-comparisons.csv

    All 17 tracked parties; one row per identical question, assistant and location across the 12 and 16 October collections. Earlier coding restated after the 20 October identity correction.

    earlier edition, prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, earlier result id, current result id, same party set, added, removed, earlier parties, current parties

  • No AI Overview produced

    nz-election-2026-coverage.csv

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

    questionId, assistant, collectionSetting, askedFrom, availability

  • Party-identity corrections

    nz-election-2026-party-identity-corrections.csv

    Ten reviewed false matches removed from the restated Edition 2 and current Edition 3 comparisons; original answer text is unchanged.

    edition, result id, party, before present, include, reason, reviewer, reviewed on

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?

New Zealand 2026 election: Which parties have concrete plans for learning support in schools?

For your situation, I would focus on more than general promises to improve education or make schools more inclusive. The important questions are whether a party explains how much additional funding it will provide, who will deliver the support, when children will receive it, and whether the funding will reach children who need help in ordinary classrooms.

New Zealand's general election is on Saturday 7 November 2026, with advance voting starting on 26 October. There is time to compare the parties' proposals before voting. 【turn0search0】

One important distinction: a party may already have funded a programme while in government, but that is different from making a new election commitment to maintain or expand it. I've considered both existing commitments and published policy, while distinguishing specific funding plans from broader promises.

1. The parties' published plans compared

The following comparison focuses on National, Labour, the Green Party, ACT, New Zealand First, Te Pāti Māori and The Opportunity Party (TOP).

Party What is documented on school learning support? Funding and delivery detail
National Has funded additional teacher-aide hours, Learning Support Coordinators, early intervention and changes to the Ongoing Resourcing Scheme (ORS). Specific dollar amounts, staffing commitments and implementation dates are published for programmes already announced.
Green Party Commits to inclusive education, better-resourced schools and support agencies, and learning access centres in all schools. The delivery model is more explicit than a general inclusion pledge, but the sources reviewed provide less detail about the full cost and funding timetable.
Labour Has a record of expanding learning support, including Learning Support Coordinators and ORS. Previous programmes provide a basis for comparison, but I could not verify an equivalent new 2026 school learning-support funding package in the material reviewed.
ACT Its published positions emphasise educational standards, outcomes and broader education reform. I could not verify a detailed, costed 2026 commitment specifically expanding additional support in ordinary schools.
New Zealand First Its published education approach focuses more on general education standards and vocational pathways. I could not verify a detailed, costed commitment specifically for additional learning-support staff and services in ordinary schools.
Te Pāti Māori Its wider approach emphasises Māori self-determination and Māori-led services. I could not verify a comprehensive, costed school learning-support package in the sources reviewed.
The Opportunity Party (TOP) Its broader platform addresses disability and social support, but I could not verify a detailed school learning-support programme. I could not verify a specific funding and delivery plan for this issue.

Sources: National's Budget 2025 learning-support announcement, Blind Low Vision NZ's 2026 party-policy comparison and the Green Party's published positions summarised in that comparison. The comparison is based on the material I could verify, not a claim that the parties have no other relevant policies. national.org.nz, blindlowvision.org.nz, deafblindassociation.nz

The distinction worth keeping in mind is that a specific proposal is not necessarily a fully costed proposal. A party can describe what schools should provide without explaining how many additional staff it will fund, how much the programme will cost, or when it will be available.

2. National: specific funding and delivery commitments

National has published the most detailed school learning-support funding package I could verify in the material reviewed. These are existing government commitments, rather than all being new promises for the 2026 election.

Its Budget 2025 package included the following:

  • $266 million for early intervention: extending the Early Intervention Service through to the end of Year 1, funding more than 560 additional full-time-equivalent specialist staff, and aiming to reduce waiting times.
  • $122 million for ORS: addressing increased demand and changing the funding model so that eligible children with high and complex needs receive funding according to forecast demand.
  • Additional teacher-aide hours: building up to more than two million additional hours each year from 2028.
  • Learning Support Coordinators: providing access to a coordinator for all schools with students in Years 1–8.
  • More specialist services: additional speech-language therapists, psychologists and teacher-aide support for behaviour and communication needs.

These commitments are described in National's official Budget 2025 announcement. national.org.nz

National also announced further education funding in Budget 2026, including additional cost-pressure funding for learning support and funding for students with high health needs. In August 2026, it announced a further $23 million investment in specialist classrooms. The latter is relevant to the wider special-education system, although specialist classrooms are not the same thing as additional help in an ordinary classroom. national.org.nz, national.org.nz

What to examine before voting

The key question is whether the funding translates into timely, sufficient assistance for children in mainstream schools.

In particular, ask National:

  • Will the additional teacher-aide hours be sufficient for the number of children who need them?
  • When will every eligible school actually have access to a Learning Support Coordinator?
  • How will the government measure waiting times and whether children are receiving the support specified for them?
  • Will the additional funding cover growing demand in future years, or will families and schools still have to compete for limited services?

The published figures provide a basis for testing delivery against commitments. They do not, by themselves, establish that every child who needs help is receiving it.

3. Green Party: inclusive support built into ordinary schools

The Green Party has published a more structural approach to inclusion. Its education positions include:

  • Learning access centres in all schools, intended to help schools meet diverse learning needs.
  • Universal Design for Learning, an approach to planning teaching so that children with different learning needs can participate.
  • Better resourcing for schools and support agencies.
  • Collaboration with disabled students and whānau in planning learning.
  • Fully funded inclusive education and expanded learning support, including ORS.

These proposals are summarised in Blind Low Vision NZ's 2026 election policy guide. The guide notes that the Greens provided additional information after its submission deadline, so its summary is not exhaustive. Source

What is the funding detail?

The Green proposals describe the intended school-level delivery model more clearly than a general pledge to improve inclusion. However, I could not verify a complete costing that establishes how much the learning access centres and expanded services would cost nationally, how they would be staffed, or when every school would receive them.

Those are important questions to put to the party before treating the proposals as a fully specified funding plan.

For your family, it would be worth asking whether the centres would provide additional specialist staff and direct assistance to children, or primarily coordinate services and advise classroom teachers.

A coordination service can be valuable, but it is not necessarily a substitute for the teacher-aide hours, specialist assessments or individual support a child may need.

4. Labour: a record of delivering support, but check its new commitments

Labour has a relevant record from its previous period in government.

One example is its introduction of Learning Support Coordinators. Labour reported that it had funded 623 coordinators, supporting children with diverse learning needs across more than 1,000 schools and kura. It also expanded learning support, including ORS and early-intervention initiatives. Labour's record

That history is relevant when examining Labour's education approach, but it should not be confused with a new commitment for the next parliamentary term.

In the 2026 disability-policy material reviewed, Labour's emphasis includes disability rights, the Enabling Good Lives principles and reform of disability support services. However, Blind Low Vision NZ's election guide did not identify a specific new Labour education policy in its education section. Blind Low Vision NZ

What should you ask Labour?

  • Will it maintain the existing learning-support funding commitments?
  • Would it increase teacher-aide hours or specialist staffing beyond currently funded levels?
  • What would it do about children who are waiting for assessments or support?
  • How would it ensure that funding reaches children who need assistance in mainstream classrooms?

Labour's previous delivery record gives you something concrete to examine. To assess its 2026 offer, look for specific answers about future funding, staffing and implementation.

5. ACT, New Zealand First, Te Pāti Māori and TOP

These parties have different wider approaches to education, disability and public services. The key issue here is the amount of detail available specifically for additional support in ordinary schools.

ACT

ACT's education approach emphasises standards and outcomes, while its wider disability approach emphasises individual choice, reducing bureaucracy and accountability for public spending.

The disability-policy review did not identify a detailed, standalone ACT disability manifesto or a specific programme to expand learning-support staffing in mainstream schools. Source

Questions worth asking include whether ACT would increase the number of teacher-aide hours and specialist staff, and how its approach would ensure that children with different needs can access appropriate support.

New Zealand First

The policy material reviewed did not identify a detailed, costed New Zealand First proposal specifically addressing additional learning support in ordinary schools.

Its wider education approach focuses more on general education standards and vocational pathways. That does not establish what it would do about teacher-aide hours, specialist services or waiting lists, so those details would need to be clarified.

Te Pāti Māori

Te Pāti Māori emphasises removing barriers to education and ensuring that children, young people and adults can access the learning and support they need. Its disability approach also emphasises Māori self-determination and decisions made in partnership with disabled people and their whānau.

However, the available policy summary does not specify a comprehensive national funding package for mainstream school learning support. Source

If culturally appropriate support, Māori-led services or the needs of tamariki Māori are relevant to your family, these broader commitments may also warrant closer examination.

The Opportunity Party (TOP)

TOP's published disability-related education commitments are more specific about the types of services it wants to expand. These include support for neurodivergent people through:

  • Learning Support Coordinators.
  • Resource Teachers: Learning and Behaviour (RTLBs).
  • Speech-language therapists.
  • Psychologists.
  • Mental health services.

TOP also proposes better connections between disability support, health, education and ACC. Source

The remaining question is how these proposals would be funded and delivered. I could not verify a complete costing, national staffing targets or a timetable for providing the additional school-based services.


6. How to judge whether a policy will actually help your child

Party manifestos can describe the same goal—better learning support—while proposing very different ways to achieve it.

I would assess each party against the following practical questions.

What matters to your family What a sufficiently detailed policy should explain
Getting help promptly How waiting lists will be reduced, with targets and dates.
Support in an ordinary classroom Whether children will receive additional teacher-aide hours, specialist input or other direct assistance.
Specialist expertise How many additional speech-language therapists, psychologists, RTLBs or other specialists will be employed or funded.
Support for children with high needs Whether ORS will cover eligible children according to their needs, and how the funding model will respond to demand.
Consistency between schools How children will receive appropriate support regardless of which school they attend or where they live.
Accountability How the government will report whether the money is reaching children and improving access to support.
Help for families Whether the policy reduces the time parents must spend chasing services, coordinating assistance or compensating for gaps in school support.

A useful starting point is Policy.nz's 2026 education comparison, alongside the parties' own policy documents.

A note about your paid work

You mentioned sometimes reducing paid work to care for your child. That makes it especially important to distinguish school-based assistance from support available to families outside school.

A promise to improve learning support does not automatically mean that a parent will receive financial assistance for reduced working hours, respite care or additional caregiving responsibilities.

If that is also a concern, compare each party's disability, income-support and employment policies separately from its school education policies.

7. Where I would focus my further checks

Based on the published material I could verify, three parties have particularly relevant material to examine for different reasons:

  • National: specific funding allocations, additional teacher-aide hours, Learning Support Coordinators and changes to ORS have already been announced. The key questions are delivery, sufficiency and what will happen next.
  • The Green Party: its proposed learning access centres and Universal Design for Learning provide a defined vision for how ordinary schools should accommodate different learning needs. The key questions are the cost, staffing and implementation timetable.
  • Labour: its previous Learning Support Coordinator programme and expansion of learning support provide a record to assess. The key questions are what it would fund in the next term and whether it has made new, measurable commitments.

This is not a ranking of the parties or a recommendation about how to vote. These are different types of evidence: existing government funding, a proposed school-level delivery model and a previous record of implementation. The details need to be compared on their merits.

The other parties may have relevant policies or release further commitments, so it is worth checking their official websites before making a final comparison.

My suggested final test

Before deciding, try to get a clear answer from each party to this one question:

"If my child needs additional support to learn in an ordinary state school, what additional help will your government fund, how much will it cost, when will it be available, and how will you make sure my child actually receives it?"

A useful answer should identify the service, the funding source, the staffing or delivery arrangements, the timeframe and the measure of success.

If a party cannot yet answer those questions, that is a gap in the available policy detail—not proof that it would never provide the support.

For a family already spending time and potentially income to fill gaps in a child's care, those practical details are worth examining just as closely as the headline promises.

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 evaluating how political parties plan to resource extra learning support in ordinary (mainstream) schools—moving past high-level aspirations to detail specific funding mechanisms and delivery models—different parties emphasize distinct approaches.

A breakdown of how the major parties approach the funding and structural delivery of learning support clarifies these differences:

1. The Green Party

  • Funding & Delivery Mechanism: The Greens advocate for fully funded inclusive education through direct central-government resourcing rather than relying on schools' operational funding pools. Their policy centers on expanding the Ongoing Resourcing Scheme (ORS) and scaling up specialist staff (such as educational psychologists, speech-language therapists, and needs assessors) directly within mainstream school networks.
  • Focus for Parents: They frame the issue around removing structural and systemic barriers, aiming to move away from rigid, deficit-based thresholds that often force parents to fight for scarce funding slots.

2. The Labour Party

  • Funding & Delivery Mechanism: Labour's approach relies heavily on expanding centralized workforce initiatives established or scaled during their time in government, such as rolling out Learning Support Coordinators (LSCs) dedicated to ordinary schools and increasing ORS funding. Their delivery model integrates specialist support roles directly into clusters of schools (Kahui Ako/Community of Learning) or individual mainstream schools to assist teachers and coordinate aid.
  • Focus for Parents: The emphasis is on building permanent, state-funded workforce capacity within the ordinary school system so that schools do not have to dip into operational grants to pay for basic student needs.

3. The National Party

  • Funding & Delivery Mechanism: National's approach generally emphasizes administrative consistency, financial stability, and targeted funding adjustments rather than sweeping systemic overhauls. Their delivery model leans toward nationally consistent assessment and allocation processes to clear regional backlogs, alongside funding mechanisms like the School High Health Needs Fund to provide specific teacher-aide hours for eligible students.
  • Focus for Parents: National focuses on streamlining application processes and ensuring that existing funding streams are distributed more predictably across regions, though critics argue this relies heavily on existing framework capacities.

4. ACT New Zealand

  • Funding & Delivery Mechanism: ACT approaches education and disability support through decentralization and individual choice, favoring direct, flexible, or cash-like funding models attached to the individual rather than institutional provider-based allocations.
  • Focus for Parents: Rather than expanding centralized ministry-led specialist teams, ACT’s philosophy suggests giving families more direct agency over resources so they can source or purchase the specific assistance their child needs, coupled with tighter overall spending oversight.

What This Means for Your Situation

If your primary concern is reducing the need to step back from paid work because your child is fully supported at school:

  • Parties like the Greens and Labour focus heavily on supply-side delivery—pouring direct government funding into hiring more school-based specialists and coordinators so ordinary schools have the internal capability to care for children safely throughout the school day.
  • Parties like ACT and National lean more toward structural reform, administrative streamlining, or individualised agency, aiming to make the allocation systems more consistent or flexible for families navigating the system.

To help narrow down which party's specific mechanism aligns best with your family's needs, are you looking more for a party that commits to directly increasing government-employed specialists inside schools, or one that offers flexible funding options directly to families?

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 New Zealand political parties plan to fund and deliver learning support in mainstream (ordinary) schools, distinguishing between general promises and concrete, costed delivery mechanisms is essential.

Current Landscape & Delivery Frameworks

  • National (Government/Incumbent): Relies heavily on the active rollout and funding commitments established through recent budgets (such as Budget 2025's dedicated funding for Learning Support Coordinators scaling across Year 1–8 schools through 2028, ORS adjustments, and capital funding for satellite classrooms and school accessibility). Their delivery model centers on expanding the existing in-school Learning Support Coordinator (LSC) workforces at a ratio of roughly 1 full-time teacher equivalent per 500 students and scaling specialized property modifications.

  • Labour: Focuses on institutionalizing and accelerating recommendations from the Highest Needs Review , expanding the LSC model further into Kaupapa Māori/Māori-medium settings, and scaling up physical building modifications (lifts, hoists, sensory spaces) directly in ordinary schools. Funding mechanisms rely on baseline Vote Education expansions and reprioritised public sector spending.

  • Green Party: Advocates for a fully funded, universally accessible inclusive education system where ordinary schools are resourced directly on a demand-driven, entitlement basis rather than through capped funding pools or competitive individual applications. Their approach emphasizes removing structural and systemic barriers via centralized public funding.

  • ACT / NZ First / Te Pāti Māori: Tend to address learning support either as a component of broader school autonomy/choice reforms (such as charter/partnership school models promoted by ACT/National) or through culturally grounded and localized frameworks (Te Pāti Māori), but they offer less detailed, centralized line-item funding mechanisms specifically dedicated to ordinary mainstream school delivery compared to the major-party budget rollouts.

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

  • Whether your child's needs align with ORS (Ongoing Resourcing Scheme) criteria or mid-tier learning support (like Learning Support Coordinators)
  • If you want a deeper look at the budget allocations versus implementation timelines for a specific party

I can provide more targeted details to help inform your decision.

Ask anything

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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 evaluate your vote for the 2026 New Zealand general election , major political parties differ significantly in how explicitly they outline operational mechanisms and funding models for learning support within mainstream/ordinary schools.

The National Party and Te Pāti Māori provide the most specific blueprints for delivering and resourcing extra support on the ground. Below is a direct comparison of how the parties plan to deliver and fund these services.


Detailed Comparison of Learning Support Delivery and Funding

Political Party Mainstream Delivery Mechanism Funding Details & Specific Commitments
National Party • Rolls out Learning Support Coordinators (LSCs) to all schools with Year 1–8 students starting in 2028.
• Provides a new School Start Check to catch neurodiverse or high-needs students early during the early childhood transition. • Builds up to two million extra teacher-aide hours and specialized training annually by 2028 to target behavioural, emotional, and neurodiverse needs.
• Utilises existing Budget 2026 funding lines including $22M for High Health Needs teacher aides, $3M for Deaf education, and $559M for school property adjustments (including up to 150 learning support modifications).
Te Pāti Māori • Establishes a dedicated Māori-led taskforce specifically mandated to restructure and transform how students with disabilities and learning differences are supported.
• Mandates that all mainstream schools hire additional, centrally funded Māori support staff. • Directs a minimum of 25% of the total national education budget into Māori models of delivery and localized pastoral care.
• Seeks an equity-based funding overhaul to match mainstream per-student allocations for Māori-medium pathways.
Green Party • Focuses broadly on expanding access to diagnostic assessments and general classroom support infrastructure. • Plans to fund public services through a proposed wealth tax , though specific delivery hour counts or mandated school-level staffing minimums for mainstream learning support are not detailed.
Labour Party • Focuses on reducing secondary costs for families by cutting uniform costs, restoring rural buses, and funding school lunches. • Prioritises structural stability by freezing the current curriculum and NCEA changes for one year. Mainstream learning support policy focuses on giving school boards more local funding autonomy rather than dictating specific numbers of nationwide teacher-aide hours.
ACT Party • Prioritises classroom environment management over targeted learning support. Emphasises a policy to give teachers a clear legal right to use "reasonable force" to remove disruptive students into supervised spaces. • Advocates for shifting competitive funding towards Charter Schools (Partnership Schools) as an alternative environment for students underserved by the state system, rather than increasing baseline mainstream operational grants.

Key Takeaway for Your Situation

If your primary concern is securing fixed hours of face-to-face assistance (like a teacher's aide) or a dedicated coordinator inside an ordinary primary or intermediate school, the National Party's Policy Platform provides the most prescriptive metric-based plan (2 million hours and universal Year 1–8 LSCs by 2028). Alternatively, if you are looking for systemic overhauls regarding pastoral care and localized support workers, the Te Pāti Māori Policy Platform outlines dedicated funding mandates for additional on-site support staff.

If you would like to explore your options under the current framework while waiting for the election outcome, let me know:

  • Whether your child already has an Individual Education Plan (IEP) or receives Ongoing Resourcing Scheme (ORS) funding.
  • What specific type of help (e.g., teacher's aide hours , assistive technology , or speech therapy) you feel they need most right now.

I can guide you through the existing Ministry of Education pathways to request immediate help at your school.

Ask anything

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