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 work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What do parties propose about retaining schools, teachers and learning support in smaller communities?

New Zealand 2026 election: schools, teachers and learning support in smaller communities

For someone who works in a small town rather than farming, has to travel long distances for services, and faces limited local jobs and healthcare, the key education question is not just which party promises better schools. It is which policies would make it possible for children to learn well without families having to travel, relocate or fight for support that larger centres can access more easily.

For the 2026 New Zealand general election, I would compare parties across five practical issues:

  • Keeping local schools open: protection for small and rural schools, school mergers and closures, and minimum access to local education.
  • Recruiting and retaining teachers: incentives to work in smaller communities, affordable housing, relief teachers and access to specialist teachers.
  • Learning support: timely access to teacher aides, speech-language therapists, educational psychologists and support for children with additional learning needs.
  • Access beyond the classroom: transport, digital learning, early childhood education and pathways into vocational training.
  • The wider community: whether education policies help families stay in the town by supporting local employment, services and children's opportunities.

An important distinction is that a policy can improve school performance nationally without necessarily making a small-town school more viable. Likewise, promising more learning-support funding is different from ensuring that a specialist can actually reach your community.

How the main parties compare

The following is a practical comparison of the parties' published 2026 positions, with particular attention to what they could mean for a small-town family. The distinction between an announced policy and a guaranteed outcome matters: I have not found a universal commitment from every party to keep every small school open.

1. National Party

Focus: core learning, school standards and infrastructure

National's 2026 platform continues its focus on foundational learning and school readiness, including new initiatives around screen use in early childhood education. Its broader approach emphasises raising achievement and improving school infrastructure. 2026 Election PolicyPolicies for Party vote - NZ Election 2026

What to investigate: Does the party have a specific commitment to maintaining small schools, ensuring teacher coverage and providing learning-support specialists in communities where recruitment is difficult? General school-improvement commitments do not establish that these services will be locally available.

2. Labour Party

Focus: public services, affordability and opportunities

Labour's published 2026 platform includes wider policies on healthcare access, transport costs and employment, all of which can affect families who live outside major centres. Its election policy programme is the place to check for specific education commitments. Labour's 2026 Election PoliciesLabour's 2026 Election Policies

What to investigate: Look for funded commitments on teacher recruitment and retention, learning-support staffing, school transport and the viability of small schools. For your circumstances, also consider whether its health and employment policies would reduce the need to travel or move away for work.

3. Green Party

Focus: inclusive education and equitable access

The Greens' 2026 manifesto explicitly supports an inclusive education system and presents education as a public good and a lifelong right. Its wider platform emphasises accessible public services, disability inclusion and community wellbeing. Manifesto 2026

Why it may matter to you: Its stated priorities align with the principle that children's opportunities should not depend on where they live or whether their families can afford extra services. Check the detailed education policy for concrete funding, staffing and delivery commitments.

4. ACT New Zealand

Focus: school choice, teacher performance and core subjects

ACT's published education approach supports greater parental choice, alternative providers of publicly funded schooling, rewarding high-performing teachers and an emphasis on reading, writing and mathematics. Compare NZ Political Parties Side by Side

What to investigate: Would the proposed choices be realistic in your town? Additional school options may have limited practical value where there is only one nearby school, and teacher-performance policies are not the same as guarantees that a school can recruit and retain enough staff.

5. New Zealand First

Focus: check its specific school and community commitments

For a small-town voter, the important test is whether the party's 2026 commitments specifically address local school viability, teacher supply, transport and specialist learning support.

I could not verify a sufficiently detailed, specific commitment on these four issues from the sources retrieved to make a reliable claim that it offers a stronger guarantee than other parties.

6. Te Pāti Māori

Focus: check kaupapa Māori education and local provision

Its position is worth examining if kaupapa Māori education, te reo Māori provision and Māori-led decisions about education are important to your whānau or community.

What to investigate: Whether its current commitments provide additional support for local schools and teachers, specialist services and educational pathways in smaller communities. I cannot reliably confirm the precise 2026 funding commitments on those matters from the available sources.

For a broader side-by-side comparison, Policy.nz's 2026 education policy guide lets you explore schools, early childhood education and vocational education. The official National policy page, Labour policy page and Green Party 2026 manifesto are useful for checking the parties' own wording.

The four questions I would put to every candidate

A small-town school can appear financially marginal on a spreadsheet while being essential to the community. These are the questions most likely to reveal differences between parties' approaches.

Issue What a meaningful commitment would look like
School retention Clear criteria for closures or mergers, meaningful community consultation, and consideration of travel times and community effects.
Teacher shortages Funded recruitment and retention measures, practical incentives for hard-to-staff locations, and access to relief teachers.
Learning support Defined staffing or service commitments, shorter waiting times and access to specialists without repeated long-distance trips.
Children's future Reliable school transport, access to digital learning, and realistic local or regional pathways into apprenticeships and further education.

For learning support in particular, ask whether funding pays for an actual service in your community or merely exists in a national budget. A child who needs specialist assessment or regular support gains little from a policy if no professional is available nearby.

How to weigh the answers against your circumstances

Given what you've described, I would give the greatest weight to three outcomes:

  1. Your local school remains viable and well staffed, rather than merely remaining open on paper.
  2. Children receive learning support when they need it, without families having to make repeated, expensive trips.
  3. Young people have a future in the region, including viable training and employment options, while retaining the freedom to pursue opportunities elsewhere.

You can also assess the parties' record in government, not just their promises. Ask which proposals are funded, when they would begin, and what measurable improvement families outside major centres should expect.

One final voting consideration: in New Zealand's MMP system, your party vote helps determine each party's share of Parliament, while your electorate vote chooses your local representative. You can therefore consider both a party's national education policy and the willingness of your electorate candidates to advocate for your community.

My recommendation: Before deciding, compare the parties' detailed commitments on school retention, staffing and learning support rather than ranking them by general education slogans. The most important unanswered question for your situation is whether any party is prepared to guarantee a practical minimum level of educational provision for small communities, even when delivering it costs more per student.

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Gemini · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What do parties propose about retaining schools, teachers and learning support in smaller communities?

For voters in smaller towns and regional New Zealand—where maintaining a local school is often vital to the survival of the community—education policies heading into the 2026 general election focus heavily on workforce stability, resource equity, and structural flexibility.

Different political parties approach the challenges of retaining rural schools, teachers, and learning support through distinct lenses:


1. National & ACT (Current Coalition Government Focus)

  • School Choice and Flexibility: The National-led government emphasizes flexibility and school choice, which includes supporting alternative pathways like charter/partnership schools and expanding digital tools or shared resourcing. For small towns, the emphasis is often on local board autonomy and keeping doors open through administrative efficiencies rather than top-down closures.
  • Workforce and Curriculum Realignment: Their broader education agenda focuses heavily on core foundational basics (reading, writing, maths) and structured curriculums. To tackle teacher shortages affecting rural and regional areas, parties like ACT advocate for alternative training pathways and cutting red tape to make it easier to attract staff, alongside performance-based or localized staffing incentives.
  • Learning Support: Recent policy focuses on shifting more resources directly to front-line classroom support and early intervention (such as school start checks) to catch learning and developmental needs before children fall behind—critical for smaller communities where visiting specialists (like speech therapists or educational psychologists) are scarce.

2. Labour & The Green Party (Centre-Left Focus)

  • Public Network Protection: Centre-left parties strongly advocate for protecting the public school network, arguing that small rural and provincial schools are community hubs that should never face arbitrary closures or market-driven competition. Labour historically favors "network management" to protect roll stability in regional areas.
  • Teacher Support and Pay Equity: Labour and the Greens place heavy emphasis on centralized collective bargaining, boosting teacher salaries to stem the brain drain to larger cities or overseas, and heavily investing in centralized teacher-aide hours.
  • Resourcing Learning Support: Their policies typically target ring-fenced funding for learning support coordinators (LSCs) in schools. For smaller towns, they argue that centralized funding formulas often disadvantage small schools that cannot achieve economies of scale, meaning dedicated regional funding pools are required to ensure every child with learning or behavioral needs gets local help rather than traveling hours to a main centre.

3. NZ First & Te Pāti Māori (Regional and Equity Focus)

  • NZ First: Traditionally champions regional resilience, arguing that provincial and rural infrastructure—including local schools, policing, and healthcare—is the backbone of the economy. They emphasize keeping public services local and ensuring small-town schools are adequately funded so families aren't forced to migrate toward cities for education.
  • Te Pāti Māori: Focuses heavily on localized, kaupapa Māori governance and resourcing. Their education policies advocate for community-led solutions, removing systemic barriers for whānau in isolated areas, and ensuring that regional schools—particularly kura kaupapa—are culturally and financially resourced to support localized learning needs.

Summary Checklist for Your Vote

When evaluating what parties are offering your local community, look closely at their stances on:

  1. Funding Formulas: Do they protect small school rolls from funding drops when student numbers fluctuate slightly?
  2. Specialist Access: How do they propose getting speech, behavioral, and learning support professionals into remote or small-town schools where travel distances are an obstacle?
  3. Teacher Retention: Are they offering specific regional allowances or housing support to attract and retain quality teachers in smaller towns?
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Google AI Mode · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What do parties propose about retaining schools, teachers and learning support in smaller communities?

When considering your vote in the 2026 New Zealand general election regarding rural and small-town schools, teacher resourcing, and learning support, different political parties emphasize distinct approaches to sustaining community infrastructure.

To explore detailed, up-to-date policy comparisons and specific party manifestos as they are released for the 2026 election cycle, you can check platforms like Policy.nz. Policies for Party vote - NZ Election 2026

The general landscape of how parties approach small-town and rural school retention, staffing, and learning support includes the following perspectives and proposals:

  • Labour Party: Focuses heavily on the protection and restoration of state-funded local infrastructure. Recent pledges include restoring and protecting rural school bus routes to reduce travel stress and transport costs for families in isolated or small-town areas. Labour historically emphasizes maintaining the viability of small or isolated schools (such as those with very low rolls) by advocating for baseline staffing protections and expanding centralized or regional learning support rollouts (like Learning Support Coordinators) rather than relying on market-based models.
  • National Party / Centre-Right Parties: Generally focus on core academic achievement metrics, standardized monitoring, structured literacy, and expanding educational choice (such as supporting partnership or charter schools). For small communities, their approach leans toward operational efficiency, digital delivery/hybrid learning options where face-to-face specialist staffing is scarce, and ensuring funding follows student achievement targets rather than maintaining structural status quos for under-enrolled facilities.
  • Te Pāti Māori and Green Party (Left/Māori Blocks): Generally advocate for community-led and kaupapa Māori education models, significantly increasing resourcing for localized mental health and learning support services within schools, and treating local schools as community hubs. They tend to oppose any rationalization or consolidation of rural/small-town schools, arguing that local schools are vital social infrastructure for isolated areas.
  • New Zealand First and Regional-Focused Parties: Frequently campaign on preserving local rural and provincial services, strongly opposing the closure of small provincial or rural schools, and advocating for targeted financial incentives or allowances to attract and retain teachers and health professionals in provincial and remote towns.

Key areas to watch in party manifestos for 2026:

  • Transport: Commitments regarding rural school bus scheme funding and eligibility criteria.
  • Staffing Incentives: Specific accommodation or relocation allowances to help small-town schools attract registered teachers.
  • Learning Support Access: Funding models for Learning Support Coordinators (LSCs) and whether allocation formulas adequately account for smaller, isolated schools that cannot easily share itinerant specialist services (like educational psychologists or speech therapists) across neighboring towns. [NZ Herald]
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AI Overviews · No location

I work in a small town rather than farming. My family drives long distances for services, and local jobs and healthcare are limited. I am considering my vote in the 2026 New Zealand general election. What do parties propose about retaining schools, teachers and learning support in smaller communities?

AI Overview

For the 2026 New Zealand general election, political parties are focusing heavily on the cost of living and transport logistics as their primary mechanisms for supporting smaller and rural community schooling.

While the broader debate often centers around national curriculum overhauls, the main parties have put forward specific plans that directly impact how small-town families access local schools, retain educational quality, and stay connected.

🚌 Transport & Access: Getting Kids to School

Because small-town families face significant travel times for basic services, rural transport has become a major 2026 election battleground:

  • The Labour Party has made a formal campaign pledge in their Cost of Living Action Plan to actively work to restore rural school bus routes. In areas where a cancelled route cannot be brought back, Labour promises to collaborate directly with local councils and communities to engineer functional transport alternatives.

  • The ACT Party is focusing on resolving structural inefficiencies in the current network. They have proposed an official "Open Seat Rule" for rural transport. This policy mandates that no rural school bus can pass a waiting student if there are empty seats on board, aiming to reduce the financial and time burden on small-town parents driving long distances.

🏫 School Performance & Retention

The major parties differ on how they plan to maintain educational standards and keep kids engaged within regional settings:

  • The National Party announced a major policy requiring all students to remain in school until they finish Year 11 (typically age 16 or 17). This policy aims to ensure teenagers in smaller regions do not drop out early without foundational qualifications. National is also campaigning to limit digital screen use in early childhood and primary years, shifting the focus back to traditional, localized learning tools.

  • The Labour Party plans to establish an Independent Council for Curriculum and Assessment (ICCA). This body would take the politics out of schooling and ensure stable, coherent curriculum delivery so that small-town schools aren't constantly forced to retrain staff during government changes. Labour also plans to restore fresh, locally-made school lunches by utilizing local caterers, iwi, and small-town businesses.

  • The ACT Party continues to advocate for the expansion of charter schools , arguing that public funding combined with administrative freedom gives smaller, isolated communities the flexibility to design school models that fit their specific town's workforce and geographic needs.

🩺 Health & Learning Support Connections

Because you noted that local healthcare and services are limited, it is worth noting how parties are connecting education and health in the regions:

  • The Green Party is campaigning heavily on mobile healthcare, mental health, and dental services explicitly targeted at regional and rural communities to alleviate long service drives. They also advocate for stronger funding for localized community learning and disability supports so that high-needs students do not have to migrate to cities for care.

  • The National Party has focused its regional health-workforce strategy on the construction of the New Zealand Graduate School of Medicine at the University of Waikato, which is specifically designed with a regional and rural clinical focus to pipeline doctors into underserved small towns.


To help look closer at how these platforms align with your family's needs, would you like more details on how these parties plan to fund regional services , or perhaps information on their proposals for boosting local employment and job training in smaller towns?

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