Evidence · NZ Election 2026 · Edition 2

Every question, every answer, every source

All 174 questions and the 793 answers produced on 12 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
12 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.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, literal url answer, associated source 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 proposition, retaining both answers, extracts and the reviewed change.

    check, draft id, platform, claim, verdict, assessment, source url, source label, source date, checked date, old result id, new result id, old excerpt, new excerpt

  • 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, with both editions.

    prompt id, draft id, scenario id, issue, platform, city, edition 1 same party set, edition 1 national result, edition 1 city result, edition 2 same party set, edition 2 national result, edition 2 city result

  • Changes between editions

    nz-election-2026-comparisons.csv

    One row per identical question, assistant and location across the two collections.

    prompt id, draft id, scenario id, scenario, issue, platform, region, old result id, new result id, old words, new words, same party set, old parties, new parties, added parties, removed parties, literal same domains, literal old domains, literal new domains, literal added domains, literal removed domains, associated same domains, associated old domains, associated new domains, associated added domains, associated removed domains

  • No AI Overview produced

    nz-election-2026-coverage.csv

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

    prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, question, cause, availability

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?

If your main voting issue is whether a party has a credible plan for extra learning support in ordinary (mainstream) schools, the key distinction is between:

  • a promise of “more support” (a goal), and
  • a delivery plan (who provides it, where the money comes from, how schools access it, and how families get help).

I can’t yet verify a complete set of final 2026 manifestos for every party, so treat this as a comparison of published policies and available election information so far, not a final election scorecard. Policy.nz

What to look for in party policies

For a child needing additional learning support, the most meaningful questions are:

  1. Funding

    • Does the party specify new money for learning support?
    • Is it ring-fenced for students with additional needs, or part of general school funding?
    • Does it explain whether funding comes from new spending, reprioritisation, or savings elsewhere?
  2. Workforce

    • Does it fund more learning support coordinators, teacher aides, specialists, educational psychologists, speech-language therapists, occupational therapists, or specialist teachers?
    • Does it address recruitment and retention?
  3. Access

    • Can a child receive support based on need, or only after lengthy assessments and thresholds?
    • Is support available in the child’s ordinary school?
  4. Family impact

    • Does the plan reduce the need for parents to cut work hours to fill gaps?
    • Does it include clearer processes for families to navigate support?

Parties with more explicit attention to learning support

Green Party of Aotearoa New Zealand

The Greens have generally placed strong emphasis on disability inclusion, equity, and strengthening public services. Their policies are usually more focused on expanding access and removing barriers, but you would want to check whether their election package specifies the costing and staffing model for mainstream-school learning support rather than broader inclusion goals. DRNZ

New Zealand Labour Party

Labour has traditionally emphasised investment in public education and learning support services. The key question for a parent in your situation is whether its 2026 commitments include specific numbers, funding amounts, and implementation timelines, rather than only rebuilding services in principle. Policy.nz

New Zealand National Party

National’s approach has tended to emphasise system performance, classroom support, and targeted programmes. A useful test is whether proposed improvements include dedicated learning-support funding and specialist capacity, rather than relying mainly on schools to manage within existing resources. Policy.nz

Te Pāti Māori

Te Pāti Māori generally frames education through equity, whānau, and culturally responsive support. For families needing practical help in mainstream schools, the relevant question is how clearly policies translate into funded services available to individual children. Policy.nz

ACT New Zealand and New Zealand First Party

These parties may place more emphasis on accountability, choice, or changes to education systems. The important test for your concern is whether they propose a concrete mechanism that increases actual support hours and specialist availability for children who need it. Policy.nz

A practical way to compare them before voting

When you read party material, look for sentences that answer:

Question Strong answer looks like
“Who pays?” A stated dollar amount or funded programme
“Who helps my child?” Named roles (teacher aides, specialists, coordinators, therapists)
“When does help arrive?” Timelines and rollout plans
“Does my child stay in their school?” Clear mainstream inclusion approach
“What happens if the school cannot provide it?” Escalation and accountability process

New Zealand already funds learning support through a mix of Ministry programmes and school-based provision; for example, current government funding includes programmes for students with specific needs and teacher-aide support in some circumstances. Ministry of Education The election question is therefore less “will parties support learning?” and more who has the clearest plan to expand reliable support for children in everyday classrooms.

If you want, I can also make a side-by-side 2026 election comparison table focused only on disability and learning support (funding, teacher aides, specialists, and mainstream schooling).

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 12 October 2026 · shown as ChatGPT gave it, not a verified account

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 learning support system for a school-age child while balancing paid work is a significant and stressful responsibility. When evaluating how New Zealand political parties plan to fund and deliver extra support in ordinary (mainstream) schools—rather than relying on high-level aspirations—different parties outline distinct structural and funding mechanisms.

Major Parties and Their Learning Support Approaches

  • Green Party:
    • Funding Mechanism: Proposes shifting to explicit, needs-based funding models tied directly to the number of children with special education needs enrolled in a school, rather than capped or contestable pools. They explicitly commit to ensuring that funding for students with the highest needs is fully sufficient.
    • Delivery Mechanism: Commits to funding new, dedicated Learning Support Centres inside mainstream schools to directly meet demand, alongside holding schools accountable for how disability funding is deployed.
  • Te Pāti Māori:
    • Funding Mechanism: Advocates for centrally funded resource models.
    • Delivery Mechanism: Focuses heavily on funding schools directly to hire additional support staff (such as culturally responsive and specialized well-being/learning aides) who are centrally funded to relieve pressure on teachers and families.
  • ACT New Zealand:
    • Funding Mechanism: Proposes a radical funding overhaul via Student Education Accounts (SEAs). Under this model, operational and extra funding—including money allocated for disabilities, special needs, and equity indices—would follow the individual child into whichever registered school they attend.
    • Delivery Mechanism: Gives parents direct agency to direct funds toward specialized support services or alternative providers of their choice.
  • National Party (Incumbent Government):
    • Funding Mechanism/Delivery: Recent budgets (such as Budget 2026) have leaned heavily into targeted funding interventions centered around structured literacy, math hubs, and early identification checks (like school-start/ECE checks) to catch learning hurdles early before they require heavier intervention. However, critics often argue their mainstream learning support operational funding model relies heavily on existing, often strained Ministry of Education resourcing pools rather than sweeping structural funding overhauls.
  • Labour Party & Other Parties:
    • Historically, Labour has favoured expanding centrally coordinated Learning Support Coordinator (LSC) roles embedded directly in schools. While they emphasize resourcing public workforce pipelines, their specific 2026 delivery details heavily emphasize broader teacher-aid and workforce counts.

Key Questions to Ask When Reviewing Party Policies

When looking closely at party manifestos ahead of the election, it helps to check whether their policies address the mechanics of delivery:

  1. Is the funding "demand-driven" or "capped"? Ask whether a school receives funding automatically when a child with high needs enrolls, or if they have to apply to a heavily rationed regional pool.
  2. Are resources tied to the classroom? Look for concrete commitments regarding specialist personnel (such as educational psychologists, speech therapists, and dedicated learning coordinators) physically present in ordinary schools versus centralized waitlists.

Next Steps

Ask Gemini

Gemini is AI and can make mistakes.

Captured 12 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?

When looking at how New Zealand political parties approach learning support (special education and extra resourcing) in mainstream, ordinary schools, parties generally fall into different philosophical camps regarding how funding is allocated and delivered. Platforms like Policy.nz and WhichParty.nz outline distinct approaches across the political spectrum:

  • National and ACT (Centre-Right / Right): Their approach leans toward structural choice, accountability, and targeted interventions rather than blanket systemic funding overhauls in traditional state schools. ACT champions alternative educational models (such as charter/partnership schools and Student Education Accounts) arguing that giving funding directly to families or alternative providers creates better tailored environments. For ordinary state schools, their emphasis is heavily on core academic metrics, structured minimum instruction times, and centralized monitoring rather than open-ended operational funding increases for special needs coordination.

  • Labour, Green Party, and Te Pāti Māori (Centre-Left / Left): These parties generally frame learning support as core public infrastructure rather than a supplementary add-on. They typically advocate for increasing direct operational funding to state schools to hire more permanent specialists, expanding the rollout of Learning Support Coordinators (LSCs) across all schools, and boosting funding for teacher aides. However, specific, fully costed implementation plans detailing exact funding mechanisms that shift from a contestable/waitlist model to a guaranteed entitlement vary, and many education sector groups (like the New Zealand Principals' Federation) regularly critique current and proposed budgets for treating learning support as a delayed or rationed resource.

Because detailed, fully quantified funding mechanisms for ordinary schools depend heavily on each party's complete finalized manifesto and fiscal plans for the 2026 election cycle, comparing specific line-item delivery promises requires checking individual party announcements directly as campaigns progress.

Would you like me to:

  • Outline the current Ministry of Education guidelines and funding pools (like ORS or High Health Needs) available to ordinary schools right now?
  • Look into specific party manifesto updates on Policy.nz regarding learning support coordinators?
Ask anything

Captured 12 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

In evaluating political platforms for the 2026 New Zealand general election , you will find that major parties differ significantly in how explicitly they outline the delivery and funding mechanics for learning support in ordinary classrooms, rather than simply stating intent.

Here is how the main political parties address the mechanism of delivering and funding additional learning support:

1. The National Party

The National Party focuses its delivery mechanism on system-wide structured curriculum initiatives and targeted regional roles.

  • Delivery Method: National highlights the rollout of Learning Support Coordinators (LSCs) , extending access to all primary and intermediate schools. They anchor their broader learning support delivery within a mandated "Structured Literacy " framework, providing 20- and 40-week progress checks to identify struggling readers early, and removing screens in ECE settings to focus on early core skills.

  • Funding: National points to its allocations in Budget 2026 as its financial mechanism, framing it as the largest investment in learning support in a generation, tied specifically to literacy, numeracy resources, and teacher professional development.

2. The Labour Party

The Labour Party approaches the problem structurally by promising to stabilize the education landscape, but its explicit delivery mechanism leans heavily on independent governance rather than a pre-defined funding breakdown for specific classroom aides.

  • Delivery Method: Labour’s primary education policy is the creation of an Independent Council for Curriculum and Assessment (ICCA). The party argues that taking politics out of education will give schools stable settings and the room to deploy resources effectively.

  • Funding: Their campaign focuses broadly on reversing what they describe as coalition government turbulence, but they have prioritised a fiscal plan aiming for an OBEGAL surplus by 2028/29, which restrains specific structural funding layout details for individual learning packages.

3. The Green Party

The Green Party explicitly centers its platform on systemic equity and has actively campaigned alongside sector reports highlighting that the current learning support system is broken and underfunded.

  • Delivery Method: Under their Inclusive Education and Manifesto 2026 priorities, the Greens align with sector demands (such as the NZEI union's platform) to systematically put a funded teacher aide in every classroom and expand availability of speech-language therapists and psychologists to all schools.

  • Funding: The Greens explicitly detail their funding mechanism through their broader tax policy: implementing an aggressive tax on the super-rich and mega-corporations to directly finance core public services like health and inclusive education.


Non-Parliamentary Parties to Note

  • The Opportunity Party (TOP): TOP has put forward an explicit plan detailing how they would scale the workforce. They specify funding for targeted workforce planning to grow the numbers of Learning Support Coordinators, Resource Teachers of Learning and Behaviour (RTLB), speech-language therapists, and psychologists , ensuring they are attached to every school.

If you would like to explore specific assistance available right now while navigating the election, you can look into current Ministry provisions like the Ongoing Resourcing Scheme (ORS) or check your legal rights regarding classroom hours through the Community Law Manual.

To help you find the most detailed policies, would you like me to look into how specific parties propose to reform the Ongoing Resourcing Scheme (ORS) , or are you more interested in financial allowances for parents who reduce work hours to care for their children?

Ask anything

Captured 12 October 2026 · shown as AI Overviews gave it, not a verified account