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 run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. What plans do parties have for vocational skills, training and the availability of skilled workers?

For a small manufacturing exporter, the key election question is not just who promises more training. It is who will help you find, train, and retain the people you need, while giving your business enough confidence to invest in equipment and grow exports.

As of 12 October 2026, the main parties have different approaches to vocational education, apprenticeships, employer costs and immigration. There are also differences between policies already being implemented by the current Government and new promises for the next term.

Three issues are particularly relevant to your business:

• Training: Will there be enough people with the technical skills your machinery, production processes and quality systems require?

• Hiring: Will government help you train new workers, or make it easier to recruit experienced people from overseas?

• Demand and investment: Will other policies support business growth and export orders enough to justify investing in equipment and taking on staff?

Here is a comparison based on published party policies and government announcements available at the time of writing.

  1. What the parties are proposing

National
Focus: industry-led training, school-to-work pathways and business investment.

National's current approach is to develop practical skills earlier and connect training more closely to employers' needs.

• Trades training: Budget 2026 provides for 10,000 additional Trades Academy places by 2030, taking the total to 20,000.

• Industry-designed learning: Funding supports at least eight new industry-focused secondary school subjects. These include Next-Gen Manufacturing, Engineering Technology and Applied Intelligent Systems.

• Vocational system reform: Industry Skills Boards have a role in setting training standards and identifying workforce needs.

• Equipment investment: National says it will retain Investment Boost, which allows businesses to deduct 20% of the cost of eligible new productive assets immediately for tax purposes.

• Hiring and exports: Its small-business plan proposes less paperwork for apprentices, a First Employee Support Package and intensive support for 200 additional high-potential exporters.

What this could mean for you: The manufacturing-specific school subjects could help build a future pipeline of technicians and production workers. However, school training takes time to translate into experienced employees, and the announced policies do not guarantee that graduates will have the exact skills your factory needs.

Sources: National's vocational education announcement and small-business plan.

Labour
Focus: apprenticeships, employer support and creating work through public investment.

Labour has announced a specific expansion of its proposed Apprenticeship Boost programme.

• Employer support: $500 a month for up to two years, with the extension to two years scheduled to start on 1 July 2028.

• Getting started: A $1,000 toolbox grant for new apprentices, scheduled from 1 July 2027.

• Broader eligibility: Five additional areas would become eligible, including road construction and water and sanitary engineering.

• Mentoring: A pilot programme would support apprentices and their employers through Industry Skills Boards and training providers.

• Demand for trades: Labour's Start Work Now plan proposes more school improvements, hospital repairs and social housing construction, intended to generate work for local businesses and tradespeople.

What this could mean for you: The monthly payment and mentoring proposal could help offset the cost of developing less-experienced staff. Check the eligibility rules carefully: the announced expansion does not automatically mean every manufacturing apprenticeship will qualify, and the additional trade categories are not a blanket expansion to every occupation.

Sources: Labour's Apprenticeship Boost expansion and Start Work Now.

ACT New Zealand
Focus: reducing the cost of hiring and changing incentives for entry-level workers.

ACT's published small-business policy includes a proposal to introduce a training wage at 60% of the adult minimum wage for workers under 20 during their first 12 months with any employer.

ACT argues this would reflect the additional cost of training inexperienced workers and encourage employers to offer entry-level jobs.

ACT has also proposed annual reviews of skilled-worker visa categories, so categories would need current evidence of demand to remain open.

What this could mean for you: If your business can train young workers internally, the proposed training wage could reduce initial wage costs. The trade-off to consider is whether the proposed wage arrangements would help you attract and retain suitable workers. The visa proposal could make overseas recruitment more responsive to demonstrated shortages, but it would not guarantee that a particular worker or occupation would qualify.

Sources: ACT's small-business policy and immigration policy.

New Zealand First
Focus: practical trades training and helping young people enter employment.

New Zealand First has highlighted two vocational training initiatives in its Budget 2026 announcements:

• Trades Academies: $69 million to double the number of places, providing free trades training for students in Years 11–13.

• Youth Guarantee: $87 million for 1,000 additional places aimed at young people with no or low qualifications.

What this could mean for you: These initiatives could increase the number of young people entering work with basic technical and vocational training. They are primarily pathways into training rather than direct subsidies for a manufacturer to hire an experienced machinist, maintenance technician or automation specialist.

Source: New Zealand First's Budget 2026 summary.

Green Party
Focus: access to education, stronger tertiary provision and secure employment.

The Greens' 2026 manifesto argues for an overhaul of tertiary education, greater support for student success, and better access to training opportunities. Its jobs policy also proposes a Youth Jobs Guarantee and investment in work that communities need.

What this could mean for you: The emphasis is on widening access to skills and helping people establish lasting careers. The published material cited here does not specify a manufacturing apprenticeship subsidy comparable in detail to Labour's proposed monthly payment, so the precise benefit to your training budget is less clear.

Sources: Green Party 2026 manifesto and Good Jobs for All of Us.

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Gemini · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. What plans do parties have for vocational skills, training and the availability of skilled workers?

When considering how political parties approach vocational skills, training, and skilled workforce availability for the 2026 New Zealand general election, different parties emphasize contrasting levers—ranging from domestic workforce development and tightened shortage-led immigration settings to specific industry tax relief and training incentives.

To explore and compare specific party platforms on vocational training, workforce demands, and economic policies, you can use the non-partisan Policy.nz Education Policies Tracker or evaluate party manifestos directly on the Electoral Commission New Zealand (VOTE.NZ) portal.

Key Policy Directions Among Parties

  • Workforce Development & Immigration Settings: Parties like New Zealand First have placed a heavy focus on shifting reliance away from overseas labor, proposing tighter shortage-led criteria for work visas to encourage firms to upskill and employ domestic jobseekers. Other parties focus on broader vocational integration pathways, such as connecting academic and technical training structures more closely.
  • Training and Apprenticeships: Major platforms feature varying strategies for funding trades training, expanding apprenticeship incentives, and integrating on-the-job study pathways, aimed at helping small-to-medium manufacturing businesses secure qualified staff.
  • Business Costs & Relief: Alongside workforce training, parties have floated different proposals around SME company tax structures, compliance, and investment support to offset the financial pressures of capital equipment upgrades and freight overheads.

To review the official candidate lists, party manifestos, and verify details for your electorate vote, please visit the official Electoral Commission New Zealand (VOTE.NZ) website.

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Google AI Mode · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. What plans do parties have for vocational skills, training and the availability of skilled workers?

For a small manufacturing business looking at workforce capabilities, navigating training, and weighing up productivity-boosting equipment ahead of the 7 November 2026 general election, the political landscape features distinct approaches to vocational education, industry training, and the broader skills pipeline.

The major parties approach the vocational and skills sector through different lenses—balancing structural reforms in polytechnics, industry-backed standard setting, and direct financial incentives for employers and apprentices.

Key Party Approaches & Proposals

  • National (and the incumbent government direction):

  • Focuses heavily on restructuring the vocational sector away from the centralized Te Pūkenga model back toward regional, autonomous Institutes of Technology and Polytechnics (ITPs) and industry-led standard-setting organizations.

  • Emphasis is placed on practical, industry-connected training where funding and accountability align tightly with regional employer needs and workplace-based learning.

  • Immigration and workforce availability settings are typically managed via streamlined pathways for specific skill shortages to help manufacturers plug immediate gaps while local training ramps up.

  • Labour:

  • Emphasizes direct financial support to maintain and expand the talent pipeline in core sectors. Prominent commitments include targeted funding for programs like the Apprenticeship Boost and dedicated funding for Māori trades training to lower the cost barriers for small-to-medium manufacturing enterprises taking on and retaining trainees.

  • Tends to favor centralized public backing and co-funding models to secure workforce resilience, opposing structural fragmentation that they argue creates confusion for employers navigating training credentials.

  • Green Party / Te Pāti Māori / ACT (Minor Parties):

  • Te Pāti Māori places strong emphasis on Māori-led job training programs and localized funds designed around iwi and regional manufacturing/primary sector ecosystems.

  • The Greens advocate for broader structural support in tertiary and vocational systems, including long-term moves toward reducing financial barriers for learners across trades and vocational training.

  • ACT typically emphasizes market-driven tertiary and vocational funding, supporting private training establishments (PTEs) alongside public options and favoring looser regulatory and immigration frameworks to let businesses source specialized labor where local shortfalls exist.


Key Considerations for Your Manufacturing Business

  • Training Subsidies & Support: If your primary concern is the cost-to-benefit ratio of taking on an apprentice to run new machinery, examine how each party's commitments to employer-side wage subsidies or apprentice support packages (such as Apprenticeship Boost extensions) impact your balance sheet. [The Conversation]

  • Institutional Stability vs. Regional Focus: Consider whether your business benefits more from the current government's regional polytechnic model or a centralized training framework. [Facebook·TTT Live Online]

  • Immigration & Short-Term Skills: Review how each party balances local upskilling with employer-sponsored work visas for specialized manufacturing and engineering competencies.

If you would like to explore this further, let me know:

  • What type of manufacturing sector you are in (e.g., metal fabrication, food processing, tech-hardware)?
  • Whether your primary workforce bottleneck is finding entry-level trainees or attracting senior/specialized engineers?

I can provide more tailored insights on how these policies intersect with your specific business model.

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AI Overviews · No location

I run a small manufacturing business that exports and employs staff. We are considering new equipment but worry about demand, freight costs and finding skilled workers. I am considering my vote in the 2026 New Zealand general election. What plans do parties have for vocational skills, training and the availability of skilled workers?

AI Overview

For a small manufacturing business looking to invest in new equipment, having a predictable pipelines of skilled workers is essential. As New Zealand prepares for the 2026 general election , the major political parties have put forward distinct strategies regarding vocational skills, apprenticeships, and workforce availability.

The primary policy platforms focused on trade skills and youth training include:

🌹 Labour Party

Labour’s strategy centers on heavily expanding direct financial supports for practical trades and training to keep talent from moving overseas.

  • Apprenticeship Boost Expansion: Labour plans to restore the Apprenticeship Boost Scheme back to a full two-year subsidy from 2028, giving employers $500 per month to support keeping apprentices employed.

  • Broader Trade Coverage: They aim to broaden eligibility under the scheme to additional technical sectors including infrastructure engineering and road construction.

  • Toolbox Grants: They propose introducing a $1,000 toolbox grant starting in July 2027 to help apprentices buy their own tools and course materials.

  • Targeted Training Funds: Their platform features $21 million annually dedicated specifically to Māori-led trades training programs.

🌿 Green Party

The Greens focus on a guaranteed state-backed pathway to move young people out of unemployment and into active roles within the economy.

  • Youth Jobs Guarantee: The party has proposed a $4.86 billion "Jobs for Young People " pilot programme. This guarantees a path into education, training, or a living-wage job for any Kiwi aged 16–24 who has been out of work or study for six months or more.

  • Local Central Partnerships: They plan to significantly scale up the Mayors' Taskforce for Jobs to transition up to 32,000 young people into work placements across councils, iwi, and the private sector.

🔵 National Party

National relies on increasing baseline readiness before young people leave school and targeted retraining for those currently unemployed.

  • Extending Secondary Schooling: National has promised to require students to stay in school until they completely finish Year 11 (removing the loophole where students drop out exactly on their 16th birthday). Leaving exemptions would only be allowed if a student is transitioning directly into an authorized trade training provider or a confirmed job.

  • Retraining Incentives: Under their broad reskilling plans, they have historically backed policies that pay tertiary training providers retraining bonuses (such as $4,000 per person) for successfully training unemployed New Zealanders and securing them full-time employment.

  • Trades Academy Focus: They continue to emphasize the expansion of physical Trades Academy places within secondary schools to build the early workforce pipeline.

🪙 NZ First & ACT

  • New Zealand First advocates for a mixed approach. They support localized investments in domestic vocational training alongside targeted immigration reform designed to quickly address specific, acute regional sector shortages.

  • ACT focuses heavily on fiscal discipline, arguing that reducing government spending and compliance costs is the most efficient way to stimulate private sector confidence, making it easier for manufacturing businesses to organically invest in equipment and staff training.


If you would like to look closely at other factors impacting your business, let me know if you want to explore party plans regarding freight infrastructure, supply chains , or small business tax relief.

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