Evidence · NZ Election 2026 · Edition 3

Every question, every answer, every source

All 174 questions and the 793 answers produced on 16 October 2026. The 27 remaining cells produced no AI Overview.

questions
174
answers saved
793
collected
16 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. Parties covers all 17 tracked parties; displayed parties covers the seven charted parties.

    result id, prompt id, draft id, scenario id, platform, region, words, parties, displayed parties, literal url 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 claim and assistant, including cells where the assertion was not stated.

    checkId, claimToTest, category, answerId, questionId, assistant, assertionPresent, assertion, verdict, whatTheSourceSays, checkedOn, evidence

  • 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 in this edition.

    edition, prompt id, platform, city region, national result id, city result id, same party names, same text

  • Changes between editions

    nz-election-2026-comparisons.csv

    All 17 tracked parties; one row per identical question, assistant and location across the 12 and 16 October collections. Earlier coding restated after the 20 October identity correction.

    earlier edition, prompt id, platform, region, draft id, block, scenario id, scenario, issue, priority, earlier result id, current result id, same party set, added, removed, earlier parties, current parties

  • No AI Overview produced

    nz-election-2026-coverage.csv

    One row per planned cell where no AI Overview was produced.

    questionId, assistant, collectionSetting, askedFrom, availability

  • Party-identity corrections

    nz-election-2026-party-identity-corrections.csv

    Ten reviewed false matches removed from the restated Edition 2 and current Edition 3 comparisons; original answer text is unchanged.

    edition, result id, party, before present, include, reason, reviewer, reviewed on

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

For the 2026 New Zealand general election: How do parties compare on emissions reduction, climate adaptation and the cost of disaster protection?

New Zealand election 2026: Climate policy compared

Policy snapshot as at 16 October 2026 · New Zealand-wide

The biggest difference between the parties is how quickly they want to cut greenhouse-gas emissions, how much they want to invest in preparing for extreme weather, and who should pay for protecting homes, infrastructure and communities.

The 2026 general election is on 7 November. The policy divide is fairly clear: the Greens favour the strongest climate action and more equitable public funding for adaptation; Labour wants to strengthen existing climate policies; National emphasises practical resilience and economic affordability; and ACT and New Zealand First place greater weight on limiting the economic costs of climate policy. The main parties vying to form New Zealand's next governmentRelease: Labour to accelerate climate actionACT New ZealandOur enduring approach to a changing climate2026 Election Q&A - Science

1. At a glance

Party Emissions reduction Climate adaptation Who pays for disaster protection?
Green Party Strongest push for rapid cuts and tighter pollution limits Proactive, long-term investment Fairer national funding; protect highly exposed and lower-income communities
Labour Party Strengthen the Emissions Trading Scheme (ETS) and honour Paris targets Restore investment in resilience infrastructure Greater central-government investment proposed; details still matter
National Party Retain net zero by 2050, with emphasis on affordability and economic growth National framework, hazard information and targeted planning Cost-sharing rules still need to be settled
ACT New Zealand Repeal the Zero Carbon Act and net-zero target; reduce carbon-policy costs Less emphasis on a large national adaptation funding programme in the policies reviewed No comparable, fully specified national cost-sharing offer identified
New Zealand First Prioritise technology and practical measures; oppose some carbon-pricing obligations Regional flood protection, water storage and infrastructure upgrades Specific regional funding commitments, including a proposed $100 million annual infrastructure fund
Te Pāti Māori Among the strongest environmental platforms Strong environmental and community-centred approach Exact national disaster-protection funding arrangements need closer examination
The Opportunities Party (TOP) Strengthen the ETS, including agricultural emissions Better-resourced adaptation and nature-based solutions Use carbon-market revenue as one funding source, alongside other funding

This is a comparison of policy direction, not a guarantee of what a coalition government would deliver. Greenpeace's 2026 environmental scorecard ranks the Greens and Te Pāti Māori highest overall, Opportunity next, Labour in the middle, and National, ACT and New Zealand First lowest. That assessment covers five environmental areas, not climate adaptation alone. Greenpeace 2026 General Election ScorecardACT New ZealandACT New Zealand2026 Election Q&A - ScienceOur enduring approach to a changing climate

2. Emissions reduction: how ambitious are the parties?

Clean energy rises from lush coastal landscapes.

Greens — fastest transition

The Greens propose stronger emissions limits, reduced reliance on carbon offsets, a tighter ETS and a faster phase-out of fossil fuels. Their approach puts more responsibility on large polluters and supports electrifying the economy. Manifesto 20262026 Election Q&A - Science

ADL and Kiwi Bus Builders welcome New Zealand funding for electric buses | NFI Group

Labour — strengthen the existing system

Labour has pledged an urgent ETS review, a credible price on emissions, less reliance on forestry offsets and continued commitment to the Paris Agreement. It also wants to prevent carbon incentives from encouraging whole-farm conversions to forestry. Release: Labour to accelerate climate action

Aerial View Whakamaru Hydroelectric Power Station and Lake Whakamaru

National — emissions goals with affordability constraints

National retains the net-zero-by-2050 goal, but prioritises economic growth, energy security and avoiding unnecessary costs to households and businesses. Its approach is less interventionist than the Greens' or Labour's. Environment Policy: Where NZ Parties Stand in 2026Our enduring approach to a changing climate

讓牛在自然環境中成長 能產出天然豐富營養的牛奶|天下雜誌

ACT — reduce the cost of carbon policy

ACT wants to repeal the Zero Carbon Act and the net-zero-by-2050 target, lower carbon-pricing costs and tie New Zealand's emissions cap to the efforts of major trading partners. It argues that climate policy should not disadvantage local industry and farming. ACT New ZealandACT New Zealand

Northland iwi Te Roroa's Waipoua restoration project earns award - NZ Herald

New Zealand First — technology and practical incentives

NZ First supports farm-level emissions reporting, research into lower-methane livestock and native-tree planting. It opposes emissions pricing for producers unless major trading partners have equivalent measures and has proposed leaving the Paris Agreement. 2026 Election Q&A - Science

Protecting and restoring Tīkapa Moana/the Hauraki Gulf - SBN

Te Pāti Māori and TOP — stronger environmental action

Both feature among the more environmentally ambitious parties in Greenpeace's assessment. TOP specifically proposes strengthening the ETS to include agricultural emissions, excluding new exotic forestry from its proposed approach, and rewarding carbon storage in soils, wetlands and other biodiversity-rich landscapes. Greenpeace 2026 General Election Scorecard2026 Election Q&A - Science

What does this mean in practice?

The main disagreement is not whether New Zealand should have cleaner technology. It is how much government should require emissions cuts, how quickly those cuts should happen, and how the costs should be distributed.

  • If your priority is rapid domestic emissions reductions, the Greens offer the clearest ambitious programme, with Labour also proposing stronger action.
  • If your priority is meeting climate goals while minimising disruption to households, farmers and businesses, National offers a more cost-conscious approach.
  • If your priority is reducing mandatory carbon costs and aligning climate commitments with trading partners, ACT is the clearest advocate of that position.

These are comparisons of the parties' stated policies, not independent forecasts of the emissions each would actually deliver.

3. Climate adaptation: who wants to protect New Zealand from disasters?

Emissions reduction and adaptation solve different problems. Cutting emissions limits future warming; adaptation reduces harm from flooding, coastal erosion, drought, storms and other hazards that New Zealand is already experiencing.

Stopbanks and ancillary structures: The case for improving consistency across New Zealand

Greens — plan ahead and share the burden fairly

The Greens want a national adaptation framework with credible funding, proactive planning before disasters and genuine partnership with Māori. They argue that communities already most exposed to climate risks should not bear a disproportionate share of the costs. Much delayed climate adaptation bill needs much more work2026 Election Q&A - Science

Councils say they can't afford to fix cyclone damaged roads | RNZ News

Labour — a larger national resilience investment

Labour points to the $6 billion national resilience fund it established after Cyclone Gabrielle, intended to improve roads, bridges and flood protection. It says the current government removed that funding. This is a past funding commitment Labour says it wants to build on; it should not be read as a new $6 billion election pledge. 2026 Election Q&A - Science

Nationwide study reveals escalating flood risk | Earth Sciences New Zealand | NIWA

National — establish rules, identify risks and plan for high-risk areas

National's National Adaptation Framework sets out measures covering risk information, responsibilities, investment in risk reduction and cost-sharing. A national flood map is planned, with its first iteration expected by 2027. However, the precise arrangements for sharing the costs of adaptation remain unresolved. Our enduring approach to a changing climate2026 Progress report: National adaptation plan :: Climate Change Commission

Canterbury irrigation scheme 'will hold farmers to account' | New Zealand Geographic

New Zealand First — regional infrastructure

NZ First proposes a $1.2 billion Regional Infrastructure Fund for projects including water storage and flood protection, as well as catchment-level management and a $100 million-per-year Infrastructure Equalisation Fund to help councils upgrade water, wastewater and stormwater networks. These are proposed funding commitments, not proof that every project will be funded or completed. 2026 Election Q&A - Science

Maungarongo Wetland Restoration Project | Tūranganui-a-Kiwa

ACT, Te Pāti Māori and TOP — different emphasis

ACT's main climate-policy focus is reducing the cost of emissions regulation. Te Pāti Māori has a strong environmental platform, while TOP advocates better-resourced adaptation and nature-based measures. The sources reviewed do not establish a directly comparable, fully costed national disaster-protection programme for all three. ACT New ZealandGreenpeace 2026 General Election Scorecard2026 Election Q&A - Science

4. The key question: who actually pays?

This is arguably the most important unresolved issue for households, property owners and councils.

The Climate Change Commission's 2026 progress report says New Zealand is still not adapting fast enough. It identifies inconsistent post-disaster support, gaps in infrastructure resilience and increasing insurance costs. It also says decisions have not yet been made about how local adaptation planning and action will be paid for. 2026 Progress report: National adaptation plan :: Climate Change Commission2026 Progress report: National adaptation plan :: Climate Change Commission

The competing approaches have different implications:

Funding approach Potential benefit Main concern
Central-government investment Shares major costs across the country and can support poorer regions Requires public revenue and clear investment priorities
Council rates and local levies Can fund locally targeted flood defences and infrastructure Costs may fall heavily on residents in high-risk areas
Property-owner contributions Connects some costs to individual property risks Can make protection or relocation unaffordable for some households
Insurance and post-disaster assistance Provides financial support after damage Insurance may become unaffordable or unavailable in high-risk locations
Prevention and nature-based protection Can reduce future damage and provide environmental benefits Requires upfront investment and does not eliminate all risks

These are general funding mechanisms, not a claim that every party has adopted each one. The Commission specifically identifies the need for clearer cost-sharing arrangements between central and local government and other infrastructure owners. 2026 Progress report: National adaptation plan :: Climate Change Commission

The critical distinction: a party can promise better flood protection without fully explaining how it will be funded, which communities qualify, or how much property owners will contribute.

When comparing manifestos, look for three things: a defined funding source, a clear division of responsibility between central government and councils, and provisions for people who cannot afford higher rates, insurance or property-protection costs.

5. Which parties best match different priorities?

If you prioritise cutting emissions quickly

The Greens, followed by Labour, are the clearest choices among the parties reviewed for stronger emissions-reduction policies. TOP also supports a stronger ETS, including agricultural emissions.

If you prioritise protection from floods and extreme weather

Compare the Greens' fair-funding framework, Labour's proposed return to major resilience investment, and NZ First's specified regional infrastructure funds. National has established a framework but has yet to settle all the funding questions.

If you prioritise keeping household and business costs down

ACT most explicitly seeks to reduce the costs imposed by carbon pricing. National also emphasises affordability, while Labour and the Greens argue that early climate action and investment can reduce longer-term costs.

If you prioritise fair treatment of people in high-risk areas

The Greens make the clearest explicit commitment in the material reviewed to sharing adaptation costs fairly and protecting highly exposed communities. For every party, check the details on relocation, insurance affordability and support for households that cannot pay.

Sources to compare before voting

My overall assessment: the Greens offer the strongest combination of emissions ambition and an explicit commitment to fair adaptation funding. Labour offers a more incremental alternative with a stated focus on restoring resilience investment. National has a framework for planning and managing risks, but the financing arrangements remain an important gap. NZ First has specific regional infrastructure proposals, while ACT prioritises reducing the costs of climate regulation.

For disaster protection in particular, no party should be judged solely on the size of a headline fund: the decisive question is whether its policies provide reliable, long-term funding and spell out who ultimately bears the costs.

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Gemini · No location

For the 2026 New Zealand general election: How do parties compare on emissions reduction, climate adaptation and the cost of disaster protection?

For the 2026 New Zealand general election, environmental policy, climate adaptation, and the escalating costs of natural disasters have emerged as key points of political debate. Parties hold distinct philosophies on how to balance economic growth, emissions reduction targets, and who should pay for climate-resilient infrastructure.


1. Emissions Reduction & Energy Policy

The political landscape reflects a deep ideological split over how aggressively New Zealand should cut greenhouse gases, particularly regarding agriculture, transport, and energy systems.

  • Green Party, Te Pāti Māori & The Opportunity Party (TOP):
    • Position: Proponent of aggressive climate action and stronger regulatory frameworks.
    • Policies: Advocate for comprehensive emissions reductions, strict adherence to Paris Agreement targets, faster phase-outs of fossil fuels, and greater support for public and active transport. The Greens propose targeted subsidies for low-income households (such as e-bike schemes and community solar integration) and push for agriculture to face stricter emissions pricing.
  • New Zealand Labour Party:
    • Position: Moderate-to-strong climate action focused on incentivising renewable transition while protecting household budgets.
    • Policies: Focus on long-term investments in clean energy, supporting EV infrastructure, and helping households transition through financial mechanisms (such as low-interest government-backed finance for household solar and batteries, alongside targeted subsidies).
  • National Party:
    • Position: Pragmatic, technology-led emissions reduction that prioritises business growth and economic development without imposing heavy new taxes.
    • Policies: Emphasise infrastructure efficiency, resource management (RMA) reforms to speed up renewable energy projects, and market-driven innovation rather than heavy-handed mandates. They balance meeting international obligations with shielding key export sectors from unmanageable costs.
  • ACT New Zealand & New Zealand First:
    • Position: Skeptical or resistant to stringent domestic climate regulations, arguing that current targets place an unfair burden on local industries and everyday citizens experiencing a cost-of-living crisis.
    • Policies: ACT and NZ First have historically pushed back against aggressive net-zero frameworks or expensive climate interventions. NZ First emphasises national economic security and practical energy sovereignty, while ACT prioritises lower government spending and rolling back regulations they argue hamper economic productivity.

2. Climate Adaptation & Infrastructure Resilience

With extreme weather events (such as floods and cyclones) driving up insurance premiums and straining local infrastructure, adaptation has become an urgent fiscal issue. Business and public surveys heavily favor long-term, bipartisan investments in natural hazard resilience, but parties diverge on execution and funding:

  • Center-Left to Progressive Parties (Labour, Greens, Te Pāti Māori):
    • Generally support a larger state role in funding community resilience, managed retreat frameworks for vulnerable coastal/river settlements, and robust public infrastructure spending. They argue that proactive government investment now prevents catastrophic economic losses later.
  • Center-Right and Right-Leaning Parties (National, ACT, NZ First):
    • Focus more heavily on streamlining consenting processes (such as through RMA replacement) to enable faster infrastructure rebuilding and private-sector investment. They place emphasis on fiscal discipline, arguing that adaptation funds must be carefully managed to avoid compounding national debt or adding to inflation.

3. The Cost of Disaster Protection and Insurance

The skyrocketing cost of disaster recovery, property protection, and insurance retreat is a growing crisis in New Zealand.

  • The Funding Dilemma: The debate centers on who pays for protecting properties at risk from sea-level rise and flooding—taxpayers broadly, local councils, or the individual property owners.
  • Left-leaning parties generally favour systemic government intervention, shared risk models, and supporting lower-income communities or regions facing severe climate vulnerability.
  • Right-leaning parties emphasise personal property rights coupled with market reality, favoring pragmatic local-government planning, risk-mitigation engineering, and hazard-information transparency so that buyers and developers make informed choices rather than relying on open-ended government bailouts.

Would you like to explore the specific manifesto details or regional adaptation policies of any particular political party for this election?

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Google AI Mode · No location

For the 2026 New Zealand general election: How do parties compare on emissions reduction, climate adaptation and the cost of disaster protection?

As New Zealand approaches the general election, political parties diverge significantly on how to handle emissions reduction, climate adaptation, and the escalating costs of disaster recovery and protection. According to analyses and party statements from outlets like Newsroom and the Public Health Communication Centre (PHCC), climate policy has fractured into distinct, polarized approaches rather than a unified national strategy.

Below is an overview of how the major political groupings compare across the core areas based on their stated platforms and recent policy announcements:

1. Emissions Reduction

  • Labour Party: Labour positions itself around accelerating active climate measures and protecting New Zealand’s international commitments. As outlined by leader Chris Hipkins and climate spokesperson Dr Deborah Russell, Labour proposes an urgent review of the Emissions Trading Scheme (ETS) to prioritize genuine domestic emissions cuts over forestry offsets, pause new pure-forestry registrations in the ETS to protect productive farmland, and align economic policy tightly with Paris Agreement targets. (Note: Observers like Newsroom note that Labour previously pulled back from agricultural emissions pricing).
  • National Party / Coalition Government Alignment: The National-led administration's approach emphasizes economic pragmatism, balancing emissions reduction against business costs and productivity. National has favored relying on core market mechanisms through the ETS while avoiding interventions that they argue could impose heavy near-term costs on households or the agricultural sector. Critics and industry groups, such as the Sustainable Business Council, have cautioned that shifting regulatory stability or perceived backsliding risks dampening long-term investor confidence in clean transitions.
  • Green Party: The Greens advocate for the most comprehensive and interventionist emissions reduction framework. Their platform targets a faster phase-out of fossil fuels, strict alignment with Paris Agreement goals, scaling up renewable energy grids, and pushing for comprehensive agricultural emissions pricing rather than delays. [Newsroom]
  • ACT New Zealand & New Zealand First: These parties generally prioritize economic growth, lowering regulatory burdens on businesses and landowners, and expressing skepticism toward heavy state-directed emission targets or subsidies. They emphasize that compliance costs on farmers and heavy industry must be minimized to protect export competitiveness.

2. Climate Adaptation

  • Labour and the Greens: Both parties argue for systemic, publicly funded planning to manage sea-level rise, infrastructure vulnerability, and extreme weather exposure. They support empowering local councils with central government frameworks, increased funding for nature-based solutions (such as restoring wetlands), and managed retreat strategies for high-risk coastal and flood-prone residential zones.
  • National and Center-Right Parties: Focus more strictly on localized decision-making, infrastructure resilience, and cutting red tape for vital public works (exemplified by fast-tracking infrastructure and resource management reforms). Adaptation is framed primarily as an engineering and economic efficiency challenge rather than broad new centralized land-use restrictions.
  • The Opportunity Party (and minor third pillars): Have floated specific framework ideas such as a National Insurance Support Framework and expanded mandates for natural hazard tracking, advocating for mandatory climate-risk disclosures and dedicated resilience funding pools.

3. Cost of Disaster Protection and Recovery

  • The Funding Dilemma: With frequent severe weather events straining local and central government books, parties face mounting questions over who pays for retreating from vulnerable areas versus fortifying infrastructure.
  • Left-Bloc Approach (Labour / Greens): Argue that the growing costs of climate-related disasters require progressive revenue tools, central government backing, and systemic risk-sharing pools so that low-income communities or severely impacted local councils are not left to bear the financial burden alone.
  • Right-Bloc Approach (National / ACT / NZ First): Emphasize fiscal discipline, reprioritizing existing capital budgets toward resilient infrastructure (like roads, bridges, and flood defences), and leveraging private-public partnerships or insurance markets (such as the Natural Hazards Commission) rather than broad new taxes to fund disaster protection.
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AI Overviews · No location

For the 2026 New Zealand general election: How do parties compare on emissions reduction, climate adaptation and the cost of disaster protection?

AI Overview

Heading into the 7 November 2026 general election , climate policy presents a stark ideological divide across New Zealand's political landscape. While the centre-left and environmental parties push for stringent local reductions and structured adaptation financing, the right-wing coalition emphasizes economic growth, alternative funding models, and scaling back regulations.

The major parties approach emissions reduction, climate adaptation, and the funding of disaster protection with the following core policies:

1. Emissions Reduction & International Commitments

Political alignments vary greatly on how strictly New Zealand should limit domestic emissions and whether to remain bound to the Paris Agreement.

  • National: Backs New Zealand's continued inclusion in the Paris Agreement and favors stability within the Emissions Trading Scheme (ETS). Their approach focuses primarily on energy security and leveraging the private sector to develop green energy.
  • Labour: Pledges an urgent, immediate overhaul of the ETS to ensure it drives genuine, gross domestic emissions reductions rather than letting heavy polluters rely excessively on forestry offsets. They have notably stepped away from aggressively pricing agricultural emissions to support the regional economy.
  • Green Party: Demands that all emissions reductions be achieved domestically. They support ending fossil fuel imports entirely, establishing a state-owned clean energy entity ("Kiwipower"), and phasing out commercial bottom trawling.
  • ACT: Proposes scrapping the net-zero carbon goals altogether, abolishing the Climate Change Commission, and pulling New Zealand out of its Paris Agreement commitments.
  • NZ First: Campaigns on withdrawing from the Paris Agreement entirely. Instead of domestic restrictions, they advocate for domestic energy security through new oil and gas surveys.
  • Te Pāti Māori & TOP (The Opportunity Party): Both strongly support remaining in the Paris Agreement. TOP treats "restoring climate credibility" as a non-negotiable coalition bottom line, while Te Pāti Māori pushes for strict environmental laws and recognized freshwater rights.

2. Climate Adaptation & Disaster Protection Costs

With extreme weather events rising, the debate on "who pays" for managed retreat and flood protections has become a core campaign issue.

Party Stance on Climate Adaptation & Disaster Costs
National Emphasizes that adaptation requires a shared responsibility model. They push for local governments, property owners, and insurers to absorb local infrastructure costs, using central government funds mainly when regional capacity is exceeded.
Labour Supports developing a long-term, cross-party Climate Adaptation Act to provide regulatory certainty. They advocate for centralized frameworks to fund managed retreats equitably so low-income communities are not left vulnerable.
Green Party Frames adaptation as an investment in resilience rather than a financial burden. They favor a robust central fund to protect public infrastructure, ecosystems, and homes, critiquing partisan changes that delay building permanent protections.
ACT Focuses heavily on slashing regulatory blockades. They support fast-tracking consents for local infrastructure and building protective barriers, shifting the financial onus onto private developers, insurers, and local councils rather than central tax revenue.
NZ First Frames the issue around regional infrastructure resilience rather than climate policy. They pledge to fund flood protection and regional water storage directly out of their $1.2 billion Regional Infrastructure Fund.
Te Pāti Māori Demands a dedicated, Crown-funded Māori adaptation fund. They advocate for co-governed Crown-iwi adaptation planning, highlighting that an outsized percentage of Māori households face severe climate displacement risks.
The Opportunity Party (TOP) Proposes a dedicated national adaptation fund. Their policy enforces strict bans on building in high-risk zones, creates institutional frameworks for managed retreat, and establishes formal public-private insurance partnerships.

Summary Alignment

Independent evaluations by climate advocacy networks highlight the sharp contrast: the Greens, Te Pāti Māori, and TOP receive high marks for domestic environmental targets; Labour sits in the middle with a focus on market mechanisms and regulatory overhauls; and National, ACT, and NZ First prioritize deregulation, infrastructure spending, and reducing costs for industries.

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