Evidence · NZ Election 2026 · Edition 6

Every question and original answer

All 174 questions and the 783 complete answers recorded on 26 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
783
collected
26 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, previousCheckId, earlierAnswerId, earlierAssertion, trajectory

  • 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_5_6, 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 23 October

    pairs.csv

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

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • Checks across editions

    edition-checks.csv

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

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

  • 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, nativeQuoteVerified, origin

  • 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 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’s 2026 election: schools, teachers and learning support in small communities

For someone who works in a small town rather than on a farm, the key question is whether children can continue to get a good education locally — without families having to travel long distances or move away to access specialist help.

In the 2026 general election, due on 7 November 2026, it is worth looking beyond general promises to improve education and asking what each party proposes for:

  • Keeping local schools viable: school closures, mergers, small-school funding and access to nearby schools.
  • Recruiting and retaining teachers: staffing shortages, teacher training, incentives to work in isolated communities and keeping experienced teachers.
  • Learning support: access to teacher aides, special education professionals, speech-language therapists and other specialists.
  • Access for families: school transport, online learning and whether children can receive support without travelling long distances.

One important distinction: a policy that improves education nationally does not automatically guarantee that a small-town school will remain open or have enough staff. The comparison below focuses on published policy, with that distinction in mind. Policy.nz provides a useful starting point for comparing the parties' 2026 education proposals. Policies for Party vote - NZ Election 2026Which Party Should I Vote For? Your Guide to the 2026 Election

What the main parties are proposing

The following is a snapshot of policies and announcements available as of 26 October 2026. I’ve separated specific commitments from broader education approaches, because they have different implications for small-town families.

National

Focus: learning support, teacher recruitment and core classroom learning

What to examine: Whether the planned learning-support coverage will mean specialists actually visit or serve your local school regularly, and how teacher recruitment incentives will be allocated to smaller communities.

Official sources: National's plan for Kiwi kids · Teacher training and recruitment.

Labour

Focus: classroom staffing, family costs and rural school transport

  • Learning support: Labour announced on 22 October that it would fund 1,000 additional teacher aides, investing $80 million over four years. It also proposes more certainty in funding and employment for teacher aides, and a review of gaps in learning support. Release: Labour to provide more help in the classroom
  • Rural access: Labour says it will work to restore rural school bus routes that have been cut, or find suitable alternatives with rural communities and councils where routes cannot be restored. Labour's Cost of Living Plan
  • Small-school retention: The announcements above do not amount to a specific guarantee against school closures or mergers.

What to examine: How the extra teacher aides would be distributed, whether small schools would get a dependable share, and how Labour would address shortages of specialist professionals as well as classroom support.

Official sources: Labour's classroom support announcement · Labour's cost-of-living plan.

Green Party

Focus: building the workforce for essential public services

  • Teacher recruitment: The Greens have announced a universal weekly payment of $380 for students during compulsory practical placements in teaching, nursing and social work, plus a $1,500 relocation payment for eligible placement-related moves. The stated aim is to make training more financially accessible and improve retention in essential professions. Greens announce paid placements for nurses, teachers, and social workers
  • Small-school retention and learning support: The training announcement alone does not specify a guarantee for small schools, a staffing formula for teacher aides, or a timetable for bringing specialist learning support to isolated communities.

What to examine: Whether the wider education platform includes direct funding for small schools and specific commitments to regional learning-support services, beyond training new workers.

Official source: Greens' paid placements policy.

ACT

Focus: school choice, standards and practical access to school

  • School transport: ACT's 2026 education commitments address rural school buses that pass children despite having empty seats.
  • Teaching approach: ACT emphasises reading, writing and maths, clear standards, reporting to parents, and greater freedom for schools that deliver results. It also supports charter schools. ACT New Zealand
  • Small-school retention and specialist support: The policies identified here do not establish a specific commitment to keeping every small school open or a guaranteed level of learning-support staffing.

What to examine: Whether greater school choice would create a workable local option in your community, and what happens to children who need specialist help but cannot easily travel to another school.

Official source: ACT's education policy.

New Zealand First

Focus: learning support access and public education

  • Learning support: New Zealand First's published policy material includes completing the rollout of learning support coordinators across schools, improving identification of learning difficulties and reviewing resources for students with high needs.
  • Early intervention: Its published proposals include moving towards a model where specialists go to children who need support, rather than relying on families to be referred elsewhere and wait.
  • Small and isolated communities: Its earlier policy material recognises access barriers for isolated communities, particularly in early childhood education. However, these documents include 2023 election policies, so they should not be mistaken for confirmed 2026 commitments. 2023 Election Policies

What to examine: Which of these proposals New Zealand First has formally retained in its 2026 platform, and whether it has new commitments on small-school funding and teacher recruitment.

Sources: New Zealand First's published policy material.

Te Pāti Māori

Focus: Māori-led education and removing barriers to learning

  • Education governance: Te Pāti Māori proposes a Māori-led education authority and greater Māori governance and decision-making in education.
  • Learning access: Its education and training policy emphasises removing barriers to education, while its disability policy supports Māori-led disability services and support designed around whānau needs. Policy
  • Small-school retention: These commitments do not, by themselves, establish a specific guarantee to retain small schools or provide a defined number of teachers and learning-support specialists in isolated towns.

What to examine: How its proposals would apply to local schools serving Māori and non-Māori families, and what practical services and staffing would be funded in your community.

Official source: Te Pāti Māori policies.

Compare the policies against your town's needs

The most useful distinction is between policies that increase overall resources and policies that ensure those resources reach smaller communities.

Your concern Specific commitment or question to check
Keeping the local school open Does the party have a school-retention policy, or a commitment on small-school funding and mergers?
Finding and keeping teachers National's rural-accessible training and bonding scheme; ask how places are allocated to small towns.
Teacher aides in classrooms Labour's 1,000 additional aides; National's expansion of aide hours. Check how funding reaches small schools.
Specialist learning support National's coordinator rollout and specialist services; Labour's proposed review of gaps. Ask about actual access and waiting times.
Long drives for school services Labour's proposed restoration of rural bus routes; ACT's proposal concerning children and buses with spare seats.
Early intervention Check whether specialists can visit the community, rather than requiring families to travel to a larger centre.

The party commitments in this table are documented in the sources linked above. The questions in the right-hand column are issues to investigate, not promises that a party has already made. Labour's Cost of Living PlanRelease: Labour to provide more help in the classroomACT New ZealandGovernment delivers more learning support for thousands of childrenSchool Onsite Training Programme to provide 704 places every year from 2028

What about the parties' promises versus delivery?

For your circumstances, I would distinguish three things when reading election material:

  1. A funded commitment: Is there a specified amount of money, number of staff or delivery date?
  2. A local access commitment: Does it explicitly cover smaller schools, isolated communities or regional services?
  3. An enforceable outcome: Is there a guarantee or published standard for access, or is the party describing an intention?

For example, funding a learning-support coordinator in every school is different from guaranteeing that a speech-language therapist can see a child locally within a reasonable period. Both may matter, but they address different parts of the problem.

You can compare additional proposals on Policy.nz's 2026 education page. Because the campaign is still underway, check for new announcements before voting.

One question that would help narrow this down

When you think about the future of your community, which of these concerns is most important to you?

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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 families living in smaller towns and regional communities, local schools are often the social and economic heartbeat of the area. When local schooling, teacher recruitment, and learning support face pressures, it directly impacts the viability and wellbeing of the wider community.

In the 2026 general election context, political parties have outlined distinct approaches to supporting schools, recruiting and retaining teachers, and funding learning support in regional New Zealand.


1. Teacher Recruitment, Retention, and Staffing

Attracting and keeping qualified teachers in smaller towns is a persistent challenge. Parties approach workforce solutions through different mechanisms:

  • National and Coalition Parties: Focus heavily on structured classroom management policies, curriculum changes, and alternative pathways into teaching. This includes supporting pathways where student teachers can train directly inside schools while studying, aiming to embed educators locally. They also emphasize tools to address classroom disruption to improve teacher retention.
  • Labour and the Greens: Focus more heavily on workforce numbers, centralized resourcing, and addressing burnout. They have historically backed sector union calls for enhanced staffing ratios and targeted incentives to ensure regional and rural schools are not left short-staffed.
  • NZ First and other parties: Have previously proposed targeted student-loan write-offs or bonding schemes for graduates who commit to working in high-need or regional areas (such as trades and specialized fields), though specific packages vary by campaign cycle.

2. Learning Support and Special Education

For small communities where local health and specialist services (like speech-language therapists, educational psychologists, or needs assessors) are scarce or require long-distance travel, school-based learning support is critical:

  • The Education Sector Workforce (NZEI/PPTA demands): Major education sector campaigns for the 2026 election strongly advocate for guaranteed resources—such as pushing for a dedicated teacher aide in every classroom and ring-fenced funding for learning support coordinators. For regional schools, centralized funding is vital because local communities lack private fundraising power to hire specialists independently.
  • Party-Specific Approaches: Left-bloc parties (Labour, Greens, Te Pāti Māori) generally advocate for expanding public funding for centralized learning support and early intervention services, arguing that market-driven models underserve isolated areas. Right-bloc parties (National, ACT) tend to favor greater school-level operational autonomy and alternative education providers (such as charter/partnership schools), arguing flexibility helps local communities design solutions that fit, though critics argue this can spread regional resources too thin.

3. School Networks and Infrastructure in Small Towns

Retaining local schools involves keeping physical and digital infrastructure viable:

  • Property and Upgrades: Major parties frequently pledge capital works programmes targeting regional school property (e.g., heating, insulation, digital connectivity upgrades for schools across the network) to ensure small-town facilities remain modern and attractive to families.
  • School Transport: Because rural and small-town families often drive long distances, policies affecting school bus routes and eligibility (such as proposals around allowing students to use any passing school bus service rather than rigid single-school boundaries) are a point of discussion for easing the transport burden on regional households.

Evaluating Your Options

When reviewing party manifestos for your vote, you may want to weigh:

  1. Direct Resourcing vs. Flexibility: Do you prefer parties that promise heavy centralized spending on staffing, teacher salaries, and public learning support networks, or those that favor localized autonomy, school choice, and alternative administrative models?
  2. Equity for Isolation: Look closely at whether a party's regional development and education policies explicitly protect small rural/provincial schools from fluctuating roll-based funding formulas, which can penalize smaller rolls.

Are there specific aspects of regional education—such as access to special education specialists or local early childhood education—that are most pressing for your family?

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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?

For families living in smaller, non-farming towns, local schools are foundational community hubs, but transport logistics, teacher recruitment, and access to localized learning support present distinct daily challenges.

In the lead-up to the 7 November 2026 general election , political parties have put forward specific proposals addressing rural and small-town school operations, student transit, and workforce support:

  • Labour Party: Focused heavily on transport and community infrastructure. Labour has campaigned on a commitment to restore rural school bus routes that were scaled back or cancelled under recent government reviews. They argue that reliable bus access lowers travel stress and fuel costs for regional families. Labour has also pledged to bring back fresh, locally-sourced school lunches over the coming years, which they frame as both a support for student wellbeing and a boost to local small-town employment.

  • ACT Party: Focused on transport flexibility via an "Open Seat Rule" for rural school transport. ACT proposes that any child living along an established school bus route should be allowed to use remaining empty seats, regardless of which school they attend. ACT argues that the existing strict "nearest school" eligibility criteria are out of touch with how rural and provincial families actually choose to live and school their children, and that utilizing empty seats maximizes efficiency.

  • National Party / Coalition Government: Current policy efforts have largely balanced transport reviews with localized management. While previous route reviews caused community concern—prompting a pause by the Ministry of Education—the government's broader focus in education has centered on attendance rules, structured curriculum adjustments, and direct funding backing rather than distinct regional school closures.

  • Green Party & The Opportunity Party (TOP): While addressing wider educational workforce burnout, curriculum stability, and teacher/health sector workloads, minor parties have generally emphasized broad funding protections for community-led educational facilities and fixing teacher-to-student support ratios nationally, rather than standalone provincial transport adjustments.

What to weigh up for your vote:
If your primary concern is the logistical burden of driving children long distances or managing local access, the distinct dividing lines in this election are around transport eligibility criteria (such as ACT's open-seat proposal) versus direct route restoration and broader community resource pledges (such as Labour’s transport and localized lunch commitments). You can review specific electorate candidates or party manifestos directly on the

Electoral Commission NZ

website.

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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 families living in smaller, non-farming towns, local education is often the anchor that keeps a community viable. For the 2026 New Zealand general election , political parties have differing approaches to funding regional schools, addressing teacher shortages, and structuring learning support.

Here is a breakdown of what the major parties propose for education in smaller and regional communities:

Policy Comparison for Regional Education

Party School Retention & Structure Teacher Recruitment & Retention Learning Support & Classroom Focus
National Focuses on standardized core delivery; requires students to remain in school until completing Year 11. Offers a $40,000 Teacher Bonding Scheme paid over five years to incentivize teaching. Mandates a structured curriculum; pledges to expand teacher aide hours to over 2 million by 2028.
Labour Focuses on affordability; aims to restore rural school buses and cap the cost of school uniforms. Focuses on a qualified public workforce and reducing burnout by pausing the current curriculum overhaul. Promises to fund an extra 1,000 teacher aides for localized student support.
ACT Promotes choice by targeting 10,000 charter school enrolments by 2029 , including boutique regional schools. Focuses on reducing administrative compliance to let regional teachers focus on teaching. Gives teachers clear legal powers to remove disruptive students from classrooms.
Greens Views public schools as a localized public good; opposes charter school funding models. Introduces universal paid placements so student teachers do not go broke while training. Advocates for fully funded, inclusive learning support and hiring "children’s champions" to coordinate high-needs care.
NZ First Strongly emphasizes funding and prioritizing regional infrastructure and communities. Focuses on retaining core regional services so professionals are not forced to migrate to major cities. Backs a return to educational basics and regional independence from central mandates.

Key Structural Differences to Consider for Your Vote

1. How Schools are Managed and Retained

  • The Charter vs. State Model: If your local town school is struggling with low enrollment, ACT proposes converting state schools into charter schools or allowing smaller "boutique" charter schools to open in remote areas to keep local options alive. Conversely, Labour and the Greens strongly oppose the expansion of charter schools, arguing that funding should be exclusively funneled into strengthening the existing local state school network.

  • Reducing Household Costs: To assist families who drive long distances, Labour has explicitly campaigned on bringing back cut rural school bus routes and reducing hidden costs like branded uniform mandates.

2. Staffing Regional Classrooms

  • Financial Incentives: National relies on targeted financial incentives like their $40,000 Teacher Bonding Scheme to attract and lock in teachers over a five-year period, which helps stabilize staffing in hard-to-recruit regional areas.

  • The Training Pipeline: The Greens focus on the front-end pipeline, offering universal weekly payments during practical training to make it financially viable for regional students to train as teachers without relocating or going into deep debt.

3. Learning Support Delivery

  • Extra Hands in the Classroom: If your child or local school requires extra learning needs, both major parties are offering structural help. National is tracking toward expanding overall teacher aide hours to 2 million by 2028, while Labour has pledged a targeted package to fund 1,000 brand-new teacher aide positions to ensure high-needs students aren't left behind.

  • Coordination of Care: The Greens propose a dedicated system of "children's champions" whose sole job is to coordinate multi-agency care for high-needs students, reducing the administrative burden on small-town teachers.

To help narrow down which platform aligns best with your family's needs, would you like to explore a specific party's transport/rural service funding or look closer at their regional healthcare proposals?

Ask anything

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