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 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. What are the parties proposing about learning support, specialist staff and support for children with additional needs?

New Zealand 2026 election: learning support for children with additional needs

If getting the right support for your child at school is your main concern, the most useful way to compare parties is to look beyond general promises about education. The key questions are whether they would provide more specialist staff, faster access to assessments and interventions, reliable classroom support, and practical help for families who have to cut back paid work to care for their children.

There are several distinct issues to consider:

  • Learning support at school: teacher aides, individual or small-group support, and help with learning difficulties.
  • Specialist services: access to speech-language therapists, educational psychologists, occupational therapists and specialist teachers.
  • Support for additional needs: whether children with disabilities, autism, ADHD, dyslexia and other learning needs can access appropriate help.
  • Family costs and caring responsibilities: respite, disability-related assistance and financial support when a parent has to reduce working hours.

One important distinction: a party promising to improve learning support is not necessarily promising more funded hours for teacher aides or a guaranteed specialist assessment within a particular timeframe. Those details matter when comparing what the parties would actually deliver.

What the main parties are proposing

The comparison below uses policies and party statements available as of 26 October 2026. The election is scheduled for 7 November 2026. I’ve separated specific commitments from broader intentions, because the difference is particularly important for families relying on school-based support.

National

Focus: expand existing services and provide more classroom support.

National's published education policy includes several directly relevant commitments:

  • Learning Support Coordinators for all schools with Years 1–8 students from 2028.
  • Two million additional teacher-aide hours per year from 2028, building up to that level, with training to support children with behavioural, emotional and neurodiverse needs.
  • Connect children who need extra help with an expanded Early Intervention Service.
  • Continue planned specialist education infrastructure, including 142 new specialist classrooms, three specialist schools and major redevelopments at six existing specialist schools. Teaching the basics brilliantlyParty policies, simplified: Education

What this could mean for your family: the proposed teacher-aide hours and Learning Support Coordinators are directly relevant if your child needs extra help in a mainstream school. The key questions are when your school would receive additional hours, how they would be allocated, and whether your child's individual needs would be covered.

The main timing consideration is that the commitments build towards 2028, rather than promising every child more support immediately. Teaching the basics brilliantly

Labour

Focus: more teacher aides and more reliable classroom funding.

Labour announced on 22 October that it would:

What this could mean for your family: Labour's proposal is a concrete commitment to increasing the number of teacher aides. More secure funding could also help schools plan support rather than rely on fundraising or diverting money from other budgets.

The important detail to check is whether the additional aides would translate into more hours for your child, rather than simply being spread thinly across many pupils. The announcement does not itself guarantee a particular number of aide hours per child. Labour To Provide More Help In The Classroom

Green Party

Focus: inclusive education and easier access to specialist support.

The Greens' 2026 manifesto sets out a broader approach to inclusive education. Its proposals include:

  • Expanding the eligibility criteria for learning support.
  • Establishing a single agency to coordinate and resource specialist support for learners with health and disability support needs.
  • Implementing the Ministry of Education's Framework for Action: A quality education for all. Manifesto 2026Party policies, simplified: Education

What this could mean for your family: if your child struggles to qualify for support, or their needs fall between education and disability services, widening eligibility and coordinating services could be particularly relevant.

The key question is how the new agency would work in practice: whether it would shorten waiting times, increase the available workforce and provide additional funded support, rather than just change the administrative structure.

Te Pāti Māori

Focus: culturally grounded inclusion and addressing exclusion.

Te Pāti Māori has proposed:

What this could mean for your family: the emphasis is on inclusive schooling, better-resourced support and changing how schools respond to children's needs. The approach may be especially relevant to whānau wanting culturally grounded support.

The detail to look for is a defined funding commitment, staffing numbers and a timetable for delivering the proposed changes.

ACT

Focus: classroom management and broader education reform.

In the education policies identified in the current campaign coverage, ACT has focused on clarifying teachers' ability to use reasonable and proportionate physical intervention to prevent harm or serious property damage, with safeguards against excessive force. Party policies, simplified: EducationElection policy tracker: what the parties are promising

For your particular priority, the sources reviewed do not establish a comparably specific new commitment from ACT to increase teacher-aide hours or guarantee more specialist support for children with additional needs.

That does not mean ACT has no relevant education policies. It means you should seek clear answers about its proposed staffing levels, learning-support funding and access to specialists before treating its general education policies as a solution to your child's support needs.

New Zealand First

Focus: general education policy; fewer clearly specified commitments in this area.

The current campaign material reviewed does not establish a specific new New Zealand First commitment comparable to National's additional aide hours or Labour's 1,000 additional teacher aides. Its position on some detailed questions affecting disabled students was not provided in the education-policy comparison. Party policies, simplified: EducationDisability Policies

For your decision, the most useful questions to put to the party are whether it would increase funding for teacher aides, expand access to specialist staff, and guarantee more predictable support for children in mainstream schools.

The Opportunities Party (TOP)

Focus: a longer-term, cross-party education plan.

TOP is campaigning for a 10-year cross-party plan for health and education, including more consistent long-term planning. It did not directly answer all the questions in the recent education-policy comparison, so its precise commitments on additional teacher aides and specialist support remain less clear from the material reviewed. Party policies, simplified: EducationElection policy tracker: what the parties are promisingDisability Policies

For your situation, the question is whether a long-term plan would come with immediate, measurable improvements in staffing and access to support, rather than just a process for developing future policy.

What about the financial pressure on parents and carers?

Because you sometimes reduce paid work to care for your child, school policy is only part of the picture. Disability support rules, carer entitlements and family income support could also affect your household.

One particularly relevant difference is the parties' approach to disability support legislation.

These are broader disability-support positions, not necessarily promises to compensate parents for reducing their working hours. You should check separately whether a party proposes changes to carer payments, respite care, disability allowances or eligibility for support.

At a glance: which commitments are most relevant?

If your biggest concern is… Proposals worth examining closely
More teacher-aide hours National's additional hours; Labour's 1,000 extra aides
A learning-support coordinator at school National's commitment for Years 1–8 schools from 2028
Difficulty qualifying for learning support Greens' proposal to widen eligibility
Specialist services that are hard to access Greens' proposed coordinating agency; National's expanded early intervention
Inclusive teaching and culturally grounded support Te Pāti Māori's proposed taskforce and resourcing
Disability support and carers' rights Labour's proposed legislative reset; Greens' and Te Pāti Māori's rights-based approaches
The direction of disability funding Compare the Greens', Labour's, National's and ACT's legislative and funding positions

These are areas of policy emphasis, not a definitive ranking of which party would produce the best outcomes. Teaching the basics brilliantlyLabour To Provide More Help In The ClassroomParty policies, simplified: EducationParty policies, simplified: Disability policyParty policies, simplified: Disability funding

Five questions I would ask every party before voting

  1. How much additional funding will be available for my child's school, and when?
  2. Will children who need support receive a minimum number of funded teacher-aide hours?
  3. What are you going to do about waiting times for speech-language therapists, educational psychologists and other specialists?
  4. How will you make sure children who do not meet existing eligibility thresholds can still receive help?
  5. What financial assistance, respite or other practical support will be available to parents who reduce paid work because their child's needs are not being met at school?

For an independent comparison, the Disabled Persons Assembly's 2026 election scorecard is also worth checking as party responses become available.

My overall reading: National and Labour have the clearest quantified new teacher-aide commitments in the material reviewed. The Greens have a particularly clear proposal on expanding access to learning support and coordinating specialist services, while Te Pāti Māori emphasises inclusive, culturally grounded provision. For the other parties, I would seek more specific answers about staffing and funding before drawing conclusions.

Ultimately, if your child's current support is insufficient, the most useful distinction is between a party promising a general improvement in education and one committing to funded staff, defined access criteria and a delivery date. Those are the commitments most likely to make a tangible difference to your family's day-to-day life.

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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. What are the parties proposing about learning support, specialist staff and support for children with additional needs?

Navigating the education system while securing proper learning support for a child—and balancing the financial impacts on your work—is a central issue for many whānau across New Zealand.

Ahead of the 2026 New Zealand General Election, political parties have outlined varying approaches to learning support, specialist workforce constraints, and inclusive education. Below is an overview of how the major parties approach these concerns.


Key Party Approaches to Learning Support & Specialist Staff

Different parties emphasize contrasting solutions, ranging from targeted funding increases and workforce expansion to systemic restructuring and mainstream inclusion.

1. Green Party

  • Inclusive Education & Funding: Advocates for fully funded inclusive education and moving towards needs-based, predictable funding allocated directly to schools based on their actual numbers of special education needs students.
  • Specialist Staff & Facilities: Supports expanding specialist support (such as Learning Support Coordinators, RTLBs, speech-language therapists, and psychologists) and funding dedicated Learning Support Centres within mainstream schools to meet demand.
  • Accountability: Focuses on holding schools accountable for how disability and learning support funding is utilized.

2. New Zealand Labour Party

  • Rights-Based Framework: Approaches learning support through a rights-based, equity-focused lens, grounded in the UN Convention on the Rights of Persons with Disabilities.
  • Specialist Services: Generally backs the expansion of learning support workforces and the Ongoing Resourcing Scheme (ORS), aiming to address systemic bottlenecks and wait times for assessments and specialist interventions.

3. New Zealand National Party

  • Central Focus & Stability: Focuses heavily on national consistency, financial stability, and reducing administrative bureaucracy across support services.
  • Curriculum & Basics: National’s broader education policy centers primarily on lifting overall academic achievement, core basics (reading, writing, and maths), and standardizing educational metrics, with learning support integrated into broader administrative and funding flexibility.

4. ACT New Zealand

  • Mainstream & General Reform: Addresses learning assistance primarily within broader education and funding reforms (such as Student Education Authorization or equity funding models) rather than targeted disability-specific programs.
  • Funding Model Preference: Generally leans towards streamlined administrative processes and greater institutional choice or individualised options, emphasizing flexibility and outcome-based measures.

5. The Opportunities Party (TOP)

  • Resource Expansion: Supports increasing direct funding for teacher aides and specialist learning support staff (such as speech-language therapists and educational psychologists) to ensure schools are properly resourced to handle diverse student needs.

Broader Support: Financial Relief and Caregiving

Because caring for a child with additional needs often forces parents to reduce paid work, broader economic and welfare policies also play a major role in party platforms:

  • Income Support & Tax Relief: Parties like the Greens and Labour emphasize bolstering income security and welfare safety nets (such as reviewing or increasing disability-related allowances and reforming benefit abatement rules), while parties like National and ACT emphasize broad tax relief, economic management, and easing general cost-of-living pressures.
  • Targeted Child Support: Proposals from various minor parties and advocacy groups frequently target adjustments to the Child Disability Allowance and caregiver support grants to better recognize the economic trade-offs parents face when stepping back from the workforce.

What to Consider When Weighing Your Vote

When reviewing party manifestos or speaking with candidates on the campaign trail, you may want to ask specific questions relevant to your situation:

  1. Workforce Pipelines: What specific targets do the parties have for training, recruiting, and retaining scarce specialists (like educational psychologists, speech-language therapists, and needs assessors) to cut down waitlists?
  2. Flexible Funding for Schools: How do their funding models ensure that a school receives timely, predictable resources for a child without forcing families to navigate exhaustive or exclusionary bottlenecks (such as strict ORS thresholds)?
  3. Caregiver Support: What measures are proposed to directly alleviate the financial strain on parents who must reduce their hours of paid employment to provide informal care?

Are there specific aspects of your child's support—such as ORS access, teacher aide hours, or psychological assessments—that you are finding most challenging right now?

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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. What are the parties proposing about learning support, specialist staff and support for children with additional needs?

Navigating the learning support system for a child with additional needs while balancing paid work is a significant and demanding journey. As the November 7, 2026 general election approaches, political parties in New Zealand have outlined varied approaches to education, disability funding, and classroom support.

Overview of how the main parties are positioning their policies regarding learning support, specialist staffing, and resources for additional needs:

Main Parties and Stances on Learning Support & Additional Needs

  • National Party: Emphasises recent and ongoing expansions in learning support funding, pointing to investments aimed at increasing teacher aide hours significantly across schools and extending early intervention services (such as speech-language therapy and psychology) down into early school years. Their focus is on building frontline capacity within mainstream settings and scaling up resource availability incrementally.

  • Labour Party: Focuses on systemic reform and resourcing within the public education sector. Labour has historically targeted workforce shortages for specialist staff (like educational psychologists, needs assessors, and specialist teachers) and advocates for strengthening equitable, centralized resourcing rather than relying on contestable or bottlenecked funding pools that force schools to compete for support.

  • Green Party: Advocates for a deeply inclusive, well-resourced public education system with a strong emphasis on guaranteed, baseline staffing for specialist care. The Greens generally push for removing administrative barriers to accessing high-needs funding, increasing numbers of trained educational psychologists and specialist coordinators in every school, and addressing the wider socioeconomic stressors on whānau.

  • ACT New Zealand: Focuses heavily on structural reform, operational flexibility, and accountability within schools. While centering much of its broader education policy on attendance, behavioral management, and structural choice, ACT generally favors streamlined or devolved resourcing models and greater autonomy for schools to manage operational challenges, rather than prescriptive central mandates.

  • New Zealand First: Tends to emphasize a "back-to-basics" curriculum while supporting targeted, practical resourcing for students with diagnosed physical or intellectual disabilities, often stressing the need to ensure mainstream classrooms are orderly and well-supported so that all students can safely learn.

  • Te Pāti Māori: Focuses on Te Tiriti-led and whānau-centered approaches to health, disability, and education, advocating for culturally grounded learning support and specialist resources delivered directly through community and hapori-based models to ensure tamariki with additional needs are holistically supported.

To help tailor this information, could you share:

  • What specific type of support your child needs most right now (e.g., teacher aide hours, speech-language therapy, or an ongoing special education service)?
  • Whether your primary concern is funding/access or finding a school with the right specialist staff on-site?

Let me know so we can explore how these proposals might impact your family.

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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. What are the parties proposing about learning support, specialist staff and support for children with additional needs?

AI Overview

For the 2026 New Zealand general election, political parties are targeting classroom staffing stability, targeted school funding, and specialized infrastructure to support children with additional learning needs.

The primary policy proposals from the main parties regarding learning support, specialist staff, and resource allocations are outlined below:

Party Policy Comparison

Political Party Core Learning Support Commitments Specialist Staff & Workforce Focus Infrastructure & Special Schools
National Party Embeds the $750M learning support investment implemented in 2026. Aims to scale teacher-aide hours to over 2 million by 2028. Focuses on expanding the Early Intervention Service (EIS) from birth through Year 1 to reduce classroom transition wait times. Funding 1 new special school and 20 learning support satellite classrooms via school property allocations. Accelerating up to 150 learning support property modifications.
Labour Party Promises a $80 million investment over four years directly into learning support systems. Shifting teacher-aide funding to a predictable, permanent model rather than relying on local school fundraising. Pledges to hire 1,000 additional teacher aides using a needs-based equity index approach. Promotes professional development to make teacher-aide roles permanent career paths. Focuses structural shifts toward establishing an Independent Council for Curriculum and Assessment (ICCA) to stabilize classroom learning standards.
Green Party Advocates for fully funded, universally inclusive learning support systems designed to adapt to neurodiverse students. Rejects "one-size-fits-all" curriculum changes. Proposes a "Paid Placements" policy providing a universal weekly payment for student teachers and social support workers to secure the future workforce pipeline. Seeks to strongly integrate connections between public schools, health services, and social service agencies so families receive wraparound support.

Key Structural Trajectories

  • Teacher-Aide Security: A major point of difference is how teacher aides are employed. The Labour Party intends to fund teacher aides through a centrally managed model similar to core teachers. The National Party approaches this through boosting total funded hours within existing operational envelopes.

  • Alternative Environments vs. Mainstream Inclusion: The National-led coalition has integrated charter schools, noting that a portion of these focus on neurodiverse or disenfranchised learners. Conversely, the Green Party and Labour emphasize strengthening the inclusive capacity of standard state schools and ensuring disabled students are not isolated from peers.

If you would like to explore these options further, please let me know:

  • The specific year or schooling tier your child is currently in (e.g., primary transition or high school)?

  • Whether your child currently receives ORS (Ongoing Resourcing Scheme) funding , or if you are looking for broader classroom assistance?

  • If you want information on financial relief or respite policies for parents who reduce work hours to care for dependents?

Ask anything

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