Evidence · NZ Election 2026 · Edition 5

Every question and original answer

All 174 questions and the 786 complete answers recorded on 23 October 2026. Source lists and sentiment assessments are included, alongside the unchanged original answers.

questions
174
answers saved
786
collected
23 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

  • 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_4_5, 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 19 October

    pairs.csv

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

    earlierAnswerId, answerId, questionId, assistant, collectionSetting, askedFrom

  • 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, origin, nativeQuoteVerified

  • 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.

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For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

New Zealand’s 2026 election: farming, biosecurity and rural services

For rural New Zealand, these three issues are closely connected: how farmers can remain profitable, how the country protects its agricultural economy from pests and diseases, and whether people outside major centres can access healthcare, education, transport and reliable infrastructure.

The key differences between parties are often about how to balance farm profitability, environmental obligations, government spending and the needs of rural communities. It is also worth distinguishing announced election policies from existing government policies and longer-term party principles.

1. Farming: production, costs and environmental rules

What matters most: farm profitability, freshwater regulations, emissions, land use, labour and access to water.

How to Find Dairy Farm Jobs in New Zealand | Max People

National

Emphasises export growth, farm productivity, lower compliance costs and more predictable rules. Its existing programme includes changes to freshwater regulations, simpler winter-grazing and stock-exclusion requirements, and support for on-farm water storage. Its 2026 platform also includes securing water and fertiliser for farmers. National is the Party of Farmers2026 Election Policy

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ACT

Focuses on reducing regulatory costs, protecting property rights and giving farmers more flexibility over land use. Its October 2026 announcements propose more permitted farming activities, easier access to agricultural chemicals and veterinary medicines, and permanently keeping agriculture outside the Emissions Trading Scheme (ETS). ACT New ZealandACT New Zealand

Cows in pasture, with tractor.

New Zealand First (NZ First)

Stresses productive land, primary industries, irrigation and reducing the compliance burden on farmers. It has opposed regional freshwater rules it considers too costly, arguing that environmental requirements should account for the viability of food production. NZ First will not let Waikato farmers be buried by Plan Change 1Our Policy

What Is New Zealand Natural Resources? From Gold Mines To Green Energy - The Aotearoa Archive

Labour

Its published 2026 platform emphasises economic development and practical support for businesses, alongside funding health and other public services. For farmers, the important comparison is its approach to freshwater quality, climate obligations and the cost of compliance versus the more deregulatory approach of National, ACT and NZ First. Labour's 2026 Election PoliciesNational is the Party of Farmers

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Green Party

Gives greater priority to ecological health, climate action, freshwater quality and sustainable food production. Its 2026 manifesto links the future of farming with healthier soils and waterways, biodiversity and more sustainable land use. Manifesto 2026Complete Party Policy

What this means for farmers

  • If your concern is compliance costs and freedom to change land use, compare National, ACT and NZ First's specific proposals.
  • If your concern is water quality, nutrient losses and climate-related farm obligations, examine Labour's detailed rules alongside the Greens' environmental commitments.
  • If you depend on irrigation or water storage, look beyond general promises: funding, consent rules, abstraction limits and catchment-specific water quality requirements are separate matters.

These are differences in policy emphasis, not guarantees of future farm income or changes to any particular farm's consent.

2. Biosecurity: protecting farms, livestock and exports

Damien’s Trans Tasman Experience - Angus Australia

Can You Have A Pet Snake In New Zealand? The Strict Truth Revealed - The Aotearoa Archive

South Pacific Growers | Hawke's Bay Apple Grower

9

Biosecurity is particularly important for a country whose farming and horticulture industries depend on animal health, crop health and access to overseas markets. The red meat sector's 2026 election manifesto calls for strong border protections, preparedness for exotic disease outbreaks, livestock traceability and continued funding for bovine tuberculosis control. New Zealand’s red meat sector:

The main distinction is between preventing and managing incursions and helping farmers manage the costs of animal health and crop protection.

Party Relevant emphasis in published policy
National Supports the primary sector and export growth. Its farming programme includes lower compliance costs and improved access to agricultural inputs.
ACT Has specifically proposed faster approval of proven agricultural chemicals and veterinary medicines, including recognition of trusted overseas approvals. It also proposes more funding for wilding-pine control. ACT New Zealand
NZ First Emphasises primary-sector resilience, domestic production and agricultural research and development. Its current policy programme also prioritises investment in the wider productive economy. Our PolicyElection 2026: How Parties Would Lift the Arable Sector
Labour Its agricultural policy emphasis includes research, innovation, climate resilience and helping primary producers respond to practical industry challenges. Election 2026: How Parties Would Lift the Arable SectorLabour's 2026 Election Policies
Green Party Emphasises biodiversity, ecosystem restoration, sustainable agriculture and environmental protection, alongside its wider nature and climate programme. Manifesto 2026

What should rural voters check?

Party positions on biosecurity are not always set out in a single, comparable package. Before drawing conclusions, check their specific commitments on:

  • Border inspections and surveillance for exotic pests and diseases.
  • Emergency response funding, including who pays when an incursion occurs.
  • Livestock identification and traceability systems.
  • Long-term funding for bovine tuberculosis and other pest-management programmes.
  • Access to effective veterinary medicines, crop-protection products and research.

These distinctions matter because faster access to veterinary medicines, for example, is not the same as stronger border surveillance or better funding for a major disease response.

3. Rural services: healthcare, transport, schools and local infrastructure

For rural households, access can matter as much as the cost of a service. A subsidised GP visit is of limited practical use if there is no nearby clinic; similarly, a school-bus policy matters differently to a household whose children already have reliable transport.

Kaikōura Health (Te Hā o Te Ora) • Healthpoint

National — healthcare delivery and financial discipline

Its 2026 platform emphasises earlier access to care, medicines and improvements to health services, within a wider focus on fiscal restraint. Rural voters should check how its proposals would affect local GP availability, workforce recruitment and travel to specialist services. 2026 Election Policy

Rural GP’s long service recognised | Otago Daily Times Online News

Labour — reducing the cost of accessing healthcare

Labour has announced three free GP visits per year for everyone through its proposed Medicard, free prescriptions from July 2027 and a Family Doctor Loan Scheme intended to help GPs buy into practices and remain in their communities, also from July 2027. It says the loan scheme aims to create 4.5 million additional GP visits. Labour's 2026 Election Policies

For rural communities, the GP scheme is particularly relevant, although the number of visits available will not by itself guarantee a local doctor or shorter travel distances.

Kawerau's locally owned community pharmacy | K-town Pharmacy

ACT — alternative ways to access services

ACT proposes expanding healthcare through pharmacies and introducing 24-hour prescription collection lockers. It also proposes letting rural children use spare seats on existing school buses where practical, alongside additional rural police patrol hours. ACT New Zealand

These proposals focus on reducing the need to travel for some services and improving rural safety.

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NZ First — regional infrastructure and community support

NZ First has announced a proposed Future Fund of up to $100 billion for long-term infrastructure investment, as well as a 12-month trial of commuter rail in Canterbury. The rail commitment is regional rather than a nationwide rural transport scheme. Its published policies also include a focus on preventive healthcare. Our Policy

About Us | West Otago Health, Tapanui

Green Party — accessible public services and community wellbeing

The Greens' 2026 manifesto emphasises accessible healthcare, stronger essential public services, affordable transport, and support for rural communities. Its approach places greater emphasis on public investment and community wellbeing. Manifesto 2026Complete Party Policy

The key question for rural residents is how these commitments translate into funded local services, staffing and transport options.

Rural services: questions worth asking all parties

  • Healthcare: Will there be more GPs, nurses and after-hours services within a reasonable distance?
  • Transport: Will funding improve rural roads, public transport, school transport and connections to hospitals?
  • Education: What support will rural schools receive for staffing, facilities, specialist teaching and student transport?
  • Telecommunications: How will remote households and farms get reliable broadband and mobile coverage?
  • Infrastructure: Who will pay for local roads, water systems, emergency services and resilience against floods and storms?

The practical detail is important: a general promise to improve healthcare or infrastructure does not necessarily include a specific funding commitment for smaller rural communities.

4. Compare the parties at a glance

The table summarises their broad policy approaches based on published positions available in October 2026. It is not a ranking of parties.

Issue National ACT NZ First Labour Greens
Farm regulation Simplify rules Reduce regulation substantially Reduce compliance burdens Balance production and environmental requirements Strong environmental safeguards
Farm costs and productivity Export growth, water and fertiliser Lower costs, flexibility and faster approvals Primary-sector development and infrastructure Research, innovation and business support Sustainable farming and ecological restoration
Biosecurity Primary-sector and export focus Faster access to agricultural inputs; pest-control proposals Production resilience and research Research and innovation Biodiversity and ecosystem protection
Healthcare access Improve care delivery More pharmacy-based services Preventive health Free GP visits, prescriptions and GP-practice support Accessible, well-supported public healthcare
Rural transport and infrastructure Infrastructure and fiscal discipline School-bus access and rural policing proposals Long-term infrastructure fund and specific rail commitments Public transport affordability and wider service investment Affordable transport and community-centred investment

Sources: party policy pages and 2026 announcements from National Party, ACT New Zealand, New Zealand First, New Zealand Labour Party and Green Party of Aotearoa New Zealand. 2026 Election PolicyACT New ZealandOur PolicyLabour's 2026 Election PoliciesManifesto 2026

5. How to assess the differences for your circumstances

Three questions help separate broad campaign messaging from policies that would affect everyday life:

  1. If you farm: Which proposals change your actual compliance costs, water rights, access to farm inputs or ability to manage disease risks?
  2. If you live in a rural community: Which commitments provide funded, measurable improvements to healthcare, school transport, connectivity and local infrastructure?
  3. If biosecurity is your priority: Which party specifies a funding level, responsible agency, surveillance or traceability measure, and a clear response plan?

For independent comparisons, you can also consult National's 2026 policies, Labour's 2026 policies, ACT's policies, NZ First's policies and the Greens' 2026 manifesto.

One final distinction: national policy is only part of the picture. Regional council rules, local health-service capacity, the location of schools and hospitals, and the specifics of a farm's production system can all change the practical effect of a proposal. The most useful comparison is therefore between the parties' actual commitments on the issues that matter to you, rather than a single overall label such as “pro-farmer” or “pro-rural.”

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For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

In the build-up to the 2026 New Zealand general election, political parties have drawn distinct lines over issues affecting rural communities, focusing heavily on primary industries, biosecurity, environmental rules, and access to provincial and rural infrastructure.


1. Farming and Environmental Regulations

The debate around farming largely centers on balancing agricultural export productivity with environmental compliance, emissions pricing, and resource management.

  • National and ACT: Both parties champion a "pro-growth" and "less red tape" approach for the primary sector. National has campaigned heavily on "ending the war on farmers", promising no new taxes, streamlining the replacement of the Resource Management Act (RMA), and opposing burdensome agricultural emissions frameworks. ACT similarly emphasizes removing regulatory barriers, explicitly opposing agricultural emissions pricing, and allowing faster pathways for farm infrastructure and digital investments.
  • Labour: Labour positions itself around sustainable productivity, maintaining that clean freshwater and a high-performing agricultural sector can coexist. They support sensible resource access rules while retaining strong environmental bottom lines that cannot be overridden by development. While targeting investment into export growth, Labour’s fiscal framework includes a capital gains tax (excluding the family home and farms).
  • Green Party: The Greens advocate for a more radical transition toward ecological farming. Their policies push for tighter regulations and enforcement on agricultural pollution, support for farmers shifting to regenerative and low-emissions practices, and corporate/wealth tax structures targeting large enterprises.
  • New Zealand First & Animal Justice Party: NZ First emphasizes practical infrastructure, reliable water storage, and sensible regulations to protect traditional land use. On the other end of the spectrum, the Animal Justice Party campaigns on an explicit platform to phase out intensive animal farming entirely in favor of a plant-based economy.

2. Biosecurity and Agvet Tools

Protecting New Zealand’s borders from exotic pests and diseases (such as Mycoplasma bovis or fruit fly incursions) and speeding up access to modern farming tools are major focal points.

  • Streamlining Agrichemicals: Growers and farmers have faced long administrative delays (often spanning many years) to access modern, safer agrichemicals and veterinary medicines. Parties like National, ACT, and Labour have faced pressure from industry groups (such as NZKGI and Federated Farmers) to overhaul the approval systems.
  • Border Protection: Mainstream parties generally support maintaining robust, science-backed biosecurity funding at the border to protect New Zealand’s $‌$50\text{+ billion}$ export economy. Minor parties and populist voices lean heavily into tighter border controls and restricting foreign imports that do not match domestic safety standards.

3. Access to Services in Rural New Zealand

Access to healthcare, education, reliable telecommunications, and transport infrastructure remains a critical equity issue for remote and provincial regions.

  • Health and Workforce: Parties differ on how to staff and resource provincial hospitals and GP clinics. While National highlights broad health investments (such as increased elective capacities and training pipelines), Labour focuses on targeted cost-of-living relief and public service delivery. To combat rural workforce shortages, ACT proposes targeted settings like a three-year rural workforce visa with employer mobility.
  • Infrastructure and Connectivity: Rural transport (maintaining regional roads and bridges after extreme weather events) and digital connectivity (rural broadband) feature heavily. National and ACT emphasize spending restraint coupled with targeted infrastructure delivery through RMA replacement. Conversely, the Green Party and Labour emphasize broader public funding models, regional development funds, and public-backed investments to ensure rural communities are not left isolated as climate and economic pressures shift.

Would you like to explore a specific party's detailed manifesto commitments regarding a particular primary sector industry (such as dairy, horticulture, or forestry)?

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For the 2026 New Zealand general election: How do parties differ on farming, biosecurity and access to services in rural New Zealand?

For the 2026 New Zealand general election , political parties hold distinct approaches to primary industries, biosecurity controls, and rural infrastructure, reflecting different philosophies on environmental regulation, economic support, and public service delivery outside major urban centers.

Voters can compare detailed candidate and party positions via tools like Policy.nz.


Comparison of Party Positions on Key Rural Issues

Party Farming & Environmental Regulation Biosecurity Approach Rural Services & Infrastructure
New Zealand National Party Focuses on reducing red tape, easing freshwater and resource management rules, and supporting agricultural export growth with flexible compliance. Emphasizes strengthening border risk management, targeted surveillance for high-risk pests/diseases, and backing primary sector biosecurity partnerships (e.g., Tiakina Aotearoa / Biosecurity New Zealand). Advocates for regional transport and roading maintenance (fixing storm-damaged rural roads), local healthcare access, and better rural connectivity (broadband/mobile blackspots).
New Zealand Labour Party Prioritizes sustainable farming, manageable emissions pricing frameworks, and protecting soil and water quality through structured environmental standards. Supports robust, government-backed border protection, climate-resilient biosecurity responses, and scientific investment against exotic diseases like Mycoplasma bovis or fruit flies. Focuses on regional hospital staffing, public rural health networks, local education resources, and community-led regional development funds.
Green Party Promotes a transition away from intensive industrial farming toward regenerative agriculture, organic systems, and strict agricultural greenhouse gas pricing or constraints. Advocates for precautionary, high-standard biosecurity screening focused on ecological and native biodiversity protection alongside commercial interests. Stresses public-led rural transport (such as regional rail and public bus links), local health clinics, and community-owned or decentralized renewable energy.
ACT New Zealand Advocates for deregulation, the rollback of prescriptive environmental and climate taxes on farmers, and reliance on property-rights-based conservation. Favors streamlined, risk-proportionate biosecurity measures coordinated closely with industry groups to minimize compliance costs on importers and exporters. Emphasizes localism, contracting out or decentralizing rural service delivery, and reducing government spending on centralized programs in favor of local infrastructure investment.
New Zealand First Supports traditional pastoral and export-driven farming, opposes foreign ownership of productive rural land, and defends practical regional economic interests. Strongly champions strict border biosecurity, high vigilance against foreign invasive species, and frontline biosecurity staffing at all ports of entry. Focuses heavily on restoring regional police stations, local bank and postal services, rural healthcare access, and regional road/bridge maintenance.

Key Thematic Differences

  • Farming and Emissions Regulation: Center-right and populist parties (National , ACT , NZ First) prioritize reducing regulatory and carbon-cost burdens on farmers to protect export competitiveness. Center-left and green parties (Labour , Greens) emphasize that long-term farming viability relies on meeting climate and water-quality limits.

  • Biosecurity Priorities: While all major parties back strong border controls as an island nation, NZ First and National place heavy rhetorical and policy emphasis on frontline resourcing and commercial security partnerships, whereas the Green Party integrates native ecological and conservation threats more centrally into biosecurity policy.

  • Access to Rural Services: Parties diverge on how to reverse the decline of rural amenities (such as local health care, policing, roading, and connectivity). Labour and the Greens favor public service funding and state-backed infrastructure; National and ACT emphasize public-private partnerships, roading resilience, and reducing central mandates; NZ First explicitly campaigns on reversing the closure of rural institutions (like local police, banks, and health services).

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