Evidence · Immigration

Immigration: questions, answers and evidence

Read all 797 original answers and the tables behind the findings. The 27 missing answers are from the China comparison on three platforms.

questions
143
captured answers
797
missing responses
27
answers collected
15–20 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 143 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.

  • Complete AI answers

    answers.csv

    One complete original answer, with the question, platform, country setting and migrant profile.

    question_id, surface_code, location_ref, result_id, prompt_id, platform, scan_id, collection_panel, question_text, response_text

  • The questions we asked

    question-catalogue.csv

    One question with the migrant profile, wording and purpose.

    question_id, question_version, group_id, case_id, asked_for, output_id, module_ids, category, wording_style, prompt_set, collection_panel, comparison_id, exact_text, distinguishing_facts, stated_facts, tags, status

  • Planned questions, platforms and countries

    execution-assignments.csv

    One question, platform and country we planned to collect an answer from.

    question_id, collection_panel, location_name, location_ref, surface, surface_code

  • The 27 missing answers

    missing-cells.csv

    One expected answer that was not collected.

    question_id, collection_panel, location_name, location_ref, surface, surface_code

  • Locations named for each migrant profile

    location-by-persona.csv

    How often a place was named in the twelve New Zealand answers for each migrant profile.

    persona, place, answers, denominator, wording_styles, wording_count, surface_count

  • Locations named across question wordings

    location-by-wording.csv

    One profile, platform and place, showing which versions of the question led to an answer naming the place.

    persona, surface, place, answers, denominator, wording_styles

  • Locations named by collection country

    location-by-region.csv

    One place and country setting; the China comparison has nine answers on Google AI Mode only.

    region, place, answers, denominator, surfaces

  • Eight countries on Google AI Mode

    location-ai-mode-eight-regions.csv

    One place and country across the same nine questions on Google AI Mode.

    region, place, answers, denominator

  • Matched local and overseas answers

    matched-region-answer-pairs.csv

    A New Zealand answer alongside the same question and platform using another country setting.

    region, surface, persona, question_id, result_id, nz_result_id, same_place_set, jaccard, added_names, omitted_names

  • Topics explicitly raised in the answers

    signals-by-output-platform.csv

    How often selected words and phrases appeared, by topic and platform.

    output, surface, signal, answers, denominator

  • Topics raised for each migrant profile

    signals-by-persona-output.csv

    How often selected words and phrases appeared, by migrant profile and topic.

    output, persona, signal, answers, denominator

  • Website addresses in captured answers

    captured-answer-links.csv

    Web addresses saved in the original answers, with image and file links identified.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, url, domain, host_class, image_or_asset

  • Extra table: links excluding images and files

    captured-links-by-platform.csv

    One platform across the same 143 New Zealand questions. The table excludes image and file links; the main Sources section counts those links.

    surface, denominator, answers_with_links, answers_with_govt_links

  • Captured answer lengths

    platform-answer-length.csv

    One platform across the same 143 local questions.

    surface, answers, median_words, mean_words

  • Recorded websites by answer

    sources-by-answer.csv

    Each website recorded as a source for an answer, with the page addresses and number of statements linked to the website.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, domain, publisher, claim_count, source_urls

  • Recorded sources and their original claims

    source-claim-ledger.csv

    Sources attached to individual statements, with the original answer, quotation and source passage.

    narrative_id, claim_id, question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, domain, url, source_passage, claim_quote, quote_exact

  • Answers with sources and answers with links

    source-answer-coverage.csv

    Each New Zealand answer, showing whether sources were recorded and whether the answer text contains a web link.

    question_id, result_id, prompt_id, surface, surface_code, region, output, persona, wording, panel, words, raw_page, transcript, associated_websites, had_sources, literal_url_answer

  • Website publisher classifications

    source-publisher-classification.csv

    Each website, the type of organisation behind the website and the reason for the category. Unconfirmed types remain Other.

    domain, publisher, basis, source

  • Tone toward each place

    place-sentiment-ledger.csv

    One named place in one answer, with the positive, neutral, negative or mixed label, supporting passages and reason. All 108 New Zealand answers about where to live were reviewed.

    result_id, question_id, prompt_id, persona, assistant, region, place, stance, paragraph_numbers, supporting_passages, display_passage, reason, answer_sha256, reviewed_on

  • Facts supplied in each question

    prompt-reporting-eligibility.csv

    Every question, with corrected descriptions of the facts stated and limits on interpreting its answers.

    question_id, reviewed_on, prompt_sha256, original_stated_facts, corrected_stated_facts, metadata_changed, destination_explicit, descriptive_counts_included, interpretation_rule

  • Sources across question styles

    source-wording-incidence.csv

    One website, profile, topic and platform, with answer totals, question styles and the original answer references.

    persona, output, surface, domain, answers_with_source, eligible_answers, wording_styles_with_source, eligible_wording_styles, observed_styles, eligible_styles, answer_ids, by_style

  • Questions with corrected fact descriptions

    question-catalogue-reviewed.csv

    The unchanged original question text with fact descriptions reviewed on 28 October 2026.

    question_id, question_version, group_id, case_id, asked_for, output_id, module_ids, category, wording_style, prompt_set, collection_panel, comparison_id, exact_text, distinguishing_facts, stated_facts, tags, status

  • Statements checked against official sources

    statement-checks.csv

    One checked statement, with its exact passage, verdict, official source, review date and original answer reference.

    check_id, measure_id, question_checked, result_id, prompt_id, question_id, persona, assistant, wording, exact_statement, verdict, what_the_source_says, source_name, source_url, checked_on, answer_sha256

  • Policy questions covered by the checks

    statement-measures.csv

    One policy question, showing checked statements, original answers and the question wordings represented.

    measure_id, question_checked, checked_statements, distinct_answers, wording_styles_with_checked_assertions, wording_styles, answer_ids, question_ids, scope

Use the question and answer numbers to follow the evidence between tables. Locations named in warnings and comparisons count. Sources attached to an answer and web links in the answer text are counted separately.

03

The reviewed evidence

We read all 108 New Zealand answers about where to live to assess the tone toward each named place. A separate selection of 41 answers explores practical advice and contrasts across topics. The original policy checks were made on 22 October and expanded on 28 October 2026; verdicts cover selected statements, not every answer.

ChatGPT · New Zealand country setting

I'm single and work in software and data. I'd be moving without a job lined up, although I'm open to living anywhere. What might make New Zealand a bad fit for me?

New Zealand could be a great place to live if you value nature, a relaxed lifestyle, outdoor activities, and a relatively small society. But for a single person working in software and data who would arrive without a job lined up, there are some genuine disadvantages worth taking seriously.

The biggest concern isn't necessarily whether you'd enjoy living here. It's whether you could build the career, social life, and financial security you want without having to compromise more than you expected.

The biggest potential deal-breakers

1. The tech job market is small

Major concern

New Zealand has software and data jobs, but the overall market is much smaller than those of the US, UK, Germany, or Australia. That means fewer employers to choose from, fewer niche specialisms, and potentially fewer alternative jobs if your first role doesn't work out.

The market isn't uniformly bad: hiring varies by sector and time. But SEEK's September 2026 report showed a monthly decline in job advertisements for both Information & Communication Technology and Science & Technology. SEEK NZ Employment Report - September 2026

Why this matters for you: if you're a senior engineer, data engineer, ML specialist, or analytics professional with sought-after skills, you may do well. If you're targeting a narrow specialism, senior leadership, or a highly competitive generalist role, the limited number of openings could become frustrating.

2. Living costs can eat into your salary

Rent, groceries, utilities, and imported consumer goods can be expensive relative to local earnings. You might earn less than you would in a major international tech hub without enjoying a proportionately cheaper lifestyle.

This is particularly relevant if you want to live alone rather than share a flat. Housing costs can make the difference between feeling comfortably independent and feeling financially constrained.

The trade-off: beautiful surroundings and a good lifestyle don't necessarily translate into a high savings rate. If building wealth, investing aggressively, or buying a home quickly matters to you, compare realistic after-tax income and housing costs before moving.

3. You may not be able to work while you search

Potential deal-breaker

Your right to work depends on your citizenship and visa conditions. Some work visas require a job offer before you apply; the Accredited Employer Work Visa, for example, requires an offer from an accredited employer. Other visa types may let you arrive without a job and work more broadly. Accredited Employer Work Visa » Immigration New ZealandVisas for working in New Zealand :: Immigration New Zealand

If you need an employer-sponsored visa, relocating first can create a difficult chicken-and-egg problem: employers may prefer candidates who can start easily, while you need an eligible offer to obtain the right visa.

And if you eventually want residence, that's another consideration. Skilled residence pathways have specific employment, pay, qualification, and other eligibility rules. Skilled residence pathways in New Zealand :: Immigration New Zealand

Before spending money on a move: establish which visa you qualify for, whether you can legally job-hunt and work after arrival, and what happens if your search takes six months rather than six weeks.

4. Career progression can feel limited

If you want to move between startups, large technology companies, research teams, and high-growth businesses, you may find fewer options within easy reach.

There are excellent teams and interesting companies in New Zealand, but a smaller ecosystem can mean:

  • Fewer employers doing cutting-edge work in a specific field.
  • Less choice when negotiating competing offers.
  • Fewer local opportunities to change specialism without relocating.
  • More reason to work remotely for an overseas company, which brings its own practical and tax considerations.

This is less of a concern if you enjoy stable teams, broad responsibilities, and a sustainable pace. It's more serious if your main ambition is to maximise technical depth, compensation, or career acceleration.

5. The geography can feel isolating

New Zealand is a long way from most major international markets. Flights to Europe and North America are lengthy and expensive, and visiting friends or family abroad is a much bigger commitment than a weekend trip.

This can matter more than people expect when they're single and building a new life. You might enjoy the scenery and still miss spontaneous visits with old friends, large international events, or the feeling of being connected to several major cities.

Being willing to live anywhere in New Zealand helps with flexibility inside the country, but it doesn't remove the country's geographical remoteness.

6. Building a social and dating life takes effort

New Zealanders can be friendly and welcoming, but friendliness doesn't always translate into quickly developing close friendships. Established social circles, work friendships, and recurring hobbies can matter a lot.

As a single newcomer, you may need to deliberately join clubs, sports teams, hiking groups, meetups, or volunteering activities to establish a community. The pool of potential partners is also smaller than in a major global city, although your experience will depend heavily on your interests and age.

If you love outdoor group activities, that can be an advantage. If you thrive on dense urban nightlife, a huge range of events, and constantly meeting new people, some parts of New Zealand may feel quiet.

Other disadvantages people sometimes underestimate

  • Fewer big-city conveniences. Depending on where you settle, public transport may be limited, and owning a car can be a practical necessity. Specialist shops, cultural events, and late-night options are less plentiful outside the main centres.
  • A quieter pace can become boring. The outdoors are a major attraction, but if your favourite activities are concerts, ambitious restaurant scenes, major sporting events, or a bustling nightlife, the options can feel limited.
  • The weather and environment aren't universally idyllic. Some homes are cold, damp, or poorly insulated; rain and wind can affect outdoor plans. Earthquakes and other natural hazards are also part of the country's risk profile.
  • A smaller market can make a bad employment situation harder to escape. If a role ends unexpectedly, you may have fewer comparable employers to approach locally than you would in a much larger economy.

How I'd assess the move in your situation

New Zealand is more attractive if…

  • You prioritise nature, hiking, beaches, and outdoor recreation.
  • You value lifestyle and work-life balance more than maximising salary.
  • You're comfortable with a smaller professional ecosystem.
  • You have enough savings to manage a prolonged job search.
  • You have a clear legal route to working in the country.

I'd be cautious if…

  • You're moving without substantial financial reserves.
  • You need employer sponsorship and don't yet have a qualifying offer.
  • You're looking for the highest possible software or data compensation.
  • You want a dense, international social scene and lots of career options.
  • You're hoping to move quickly into a senior or specialised role.

My recommendation

I wouldn't rule New Zealand out. But I would avoid treating it as a place where you can simply arrive, find a good tech job quickly, and figure everything else out later.

I'd do three things before committing:

  1. Check the visa situation first. Start with the official Immigration New Zealand visa options.
  2. Test the job market from abroad. Apply for relevant roles, speak with recruiters, and see whether employers are willing to interview you and consider your circumstances. This gives you a better signal than the number of advertised jobs alone.
  3. Calculate your financial runway. Budget for several months without income, accommodation, moving expenses, and a possible return trip. Don't assume you'll get a job in your first month.

One important distinction: New Zealand might be a poor choice for maximising career and financial opportunities, but a very good choice for maximising lifestyle and access to nature. Which side matters more will largely determine whether its disadvantages are deal-breakers.

One question that would change my assessment

What country would you be moving from, and what citizenship do you hold? That would help me assess the likely visa constraints and how much of a career and financial trade-off New Zealand would represent for you.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 15–20 October 2026

Gemini · New Zealand country setting

I'm single and work in software and data. I'd be moving without a job lined up, although I'm open to living anywhere. What might make New Zealand a bad fit for me?

Moving to New Zealand as a single tech professional without a job lined up is an exciting prospect, but the country's economic and lifestyle realities present several distinct challenges. Depending on your expectations, New Zealand might prove to be a difficult fit in a few key areas.

Here is an honest breakdown of the factors that could make New Zealand a poor fit for your situation:


1. The Tech Job Market is Small and Volatile

  • Limited Scale: New Zealand's tech ecosystem is heavily concentrated around Auckland and Wellington (with smaller hubs in Christchurch). Because the market is small, there are far fewer enterprise tech companies, high-growth startups, or specialized data/software roles compared to North America, Europe, or Australia.
  • The "No Job Lined Up" Risk: Moving without a job can be precarious. The local market can be risk-averse, and local employers often prefer candidates already living in the country with local experience or valid work rights ready to go.
  • Fewer Niche Opportunities: If your expertise is in highly specialized fields (e.g., advanced AI/ML research, massive distributed systems, or deep quantitative data engineering), you may find that the local industry lacks the funding, infrastructure, or project scale to match your skills.

2. High Cost of Living vs. Lower Salaries

  • Stagnant Tech Wages: Salaries for software and data roles in New Zealand are notoriously low compared to the US, UK, or Australia, while income tax and the cost of goods remain high.
  • The "Sunshine Tax": New Zealanders often joke about the "sunshine tax"—the idea that you accept lower pay in exchange for the lifestyle. However, when paired with high prices for imported goods, electronics, groceries, and housing, your purchasing power for saving or investing can take a massive hit.
  • Housing Quality: Much of New Zealand's housing stock (particularly rental properties) is historically known for being poorly insulated, damp, and expensive to heat during the winter months. Finding a modern, comfortable apartment or home can be surprisingly difficult and costly.

3. Career Growth and the "Glass Ceiling"

  • Flat Organizational Structures: Many companies in New Zealand are small-to-medium enterprises (SMEs). This can mean flatter hierarchies, fewer opportunities for rapid corporate advancement, smaller engineering budgets, and limited mentorship from top-tier global tech leaders.
  • Brain Drain to Australia: Because of the vast salary and market size discrepancies across the Tasman Sea, many ambitious tech professionals use New Zealand as a stepping stone before eventually moving to Sydney or Melbourne. If your primary goal is aggressive career scaling and high earning potential, New Zealand can feel professionally stifling.

4. Dating and Social Dynamics as a Single Professional

  • A Small Dating Pool: New Zealand has a population of around 5.2 million spread across a large geographic area. Outside of Auckland, the dating pool for single professionals in specialized fields can feel quite small.
  • The "Small Town" Vibe: Even Auckland and Wellington can feel insular. Social circles can be tightly knit and formed around long-standing school or university networks, which can sometimes make breaking into deep social groups as an adult immigrant challenging.
  • Slower-Paced Lifestyle: New Zealanders generally prioritize outdoor recreation, work-life balance, and a quiet home life over a bustling metropolitan social scene. If you thrive on the high-energy culture, late-night dining, and vibrant social events of a major global metropolis, New Zealand's cities can feel quiet—or even isolating—for a single person.

Summary: When is it not a good fit?

New Zealand is likely a bad fit if you are looking to maximize your tech salary, want a bustling urban social life as a single person, or need a deep, liquid job market where you can easily pivot between roles.

Conversely, it tends to work best for those who explicitly value a slower-paced lifestyle, dramatic nature, outdoor adventures, and work-life balance above financial accumulation and career acceleration.

Are you moving from a specific country, or are there particular lifestyle factors (like outdoor hobbies or urban amenities) that weigh heavily in your decision?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 15–20 October 2026

Google AI Mode · New Zealand country setting

I'm single and work in software and data. I'd be moving without a job lined up, although I'm open to living anywhere. What might make New Zealand a bad fit for me?

Moving to New Zealand without a job in software and data while single can be a poor fit due to a small, concentrated tech market, high living costs relative to lower local salaries, and a socially insular dating and lifestyle culture.

Professional and Financial Challenges

  • Limited Local Tech Market: New Zealand’s software and data sector is small compared to major global hubs. Over 80% of tech jobs concentrate in a couple of main urban centers (primarily Auckland and Wellington), meaning being "open to living anywhere" might actually restrict you from finding employment in your field.

  • High Cost of Living vs. Wages: Consumer goods, housing, and everyday utilities carry a high price tag due to New Zealand's isolated supply chains and import reliance. Meanwhile, local tech salaries generally lag significantly behind North American, European, or Australian markets.

  • Moving Without an Offer: Securing an employer-sponsored work visa or standing out in a local candidate pool can be exceptionally difficult without a job lined up beforehand, exposing you to financial pressure while burning through savings in a high-inflation environment.

Social and Lifestyle Factors for Singles

  • Insular Social Circles: New Zealanders are generally polite and welcoming, but making deep, lasting friendships can take time. Many locals grew up with established lifelong friend and family networks, which can make breaking into social circles as a single newcomer challenging.

  • Quiet Nightlife and Entertainment: Outside of the primary urban centers, social life winds down early. If you enjoy a fast-paced metropolitan lifestyle, 24/7 urban convenience, or massive cultural scenes, regional or even main New Zealand cities can feel remarkably quiet.

  • The "Small Pond" Dating Scene: Because the total population is small (~5 million), the dating pool in specialized professional tiers or smaller towns can feel quite limited, and word travels fast in localized social/dating scenes.

If you'd like to narrow this down, let me know:

  • What country or market you are moving from
  • Your target salary or savings runway
  • Whether you have visa eligibility sorted out already

I can help you evaluate how realistic the move is for your specific career stage.

Ask anything

Captured 15–20 October 2026

AI Overviews · New Zealand country setting

I'm single and work in software and data. I'd be moving without a job lined up, although I'm open to living anywhere. What might make New Zealand a bad fit for me?

AI Overview

Moving to New Zealand as a single tech professional without a job lined up introduces specific challenges, as the local economic and social landscape differs significantly from larger tech hubs.

New Zealand might be a bad fit for your specific situation due to several key factors:

1. Severe Risk in the Job Market

Moving without a job secured is highly risky due to immigration policies and current tech market realities.

  • Visa Obstacles: Immigration New Zealand relies on systems like the Green List to fast-track skilled tech professionals. However, these pathways—including the points-based skilled residence—generally require a qualifying job offer from an accredited New Zealand employer. Finding an employer willing to sponsor you while you are job hunting on a visitor or working holiday visa can be incredibly difficult.
  • Tight Local Market: The tech market is compact. Data from platforms like Seek New Zealand and local tech forums indicate that hiring cycles are slow. A typical intermediate-to-senior software job search can easily take 3 to 6 months , yielding low response rates if you lack local experience.
  • Lack of Tech Scale: The vast majority of businesses are small-to-medium enterprises (SMEs). If you specialize in niche data engineering, advanced AI infrastructure, or frontier models, you will find very few local firms building these from scratch. The market focuses heavily on applying tech to the real economy (e.g., agriculture, logistics, and tourism).

2. The 'Single Tax' and Cost of Living

New Zealand is famously expensive, and navigating it on a single income without an active salary can quickly drain your savings.

  • The Single Tax: Housing is one of the highest expenses. Without a partner to split the cost of rent and utilities, you will be forced to choose between expensive standalone renting or flatting (living with roommates), which may not be the lifestyle you want as an established professional.
  • Geographic Isolation Premium: Because New Zealand is an island nation, everyday consumer goods, groceries, electronics, and vehicles are heavily marked up due to shipping costs.
  • Low Salary-to-Cost Ratio: Tech salaries in New Zealand are structurally lower than those in the US, Europe, or Australia, while the cost of everyday living remains comparable or higher.

3. Dating and Social Integration Challenges

Being single and "open to living anywhere" sounds liberating, but New Zealand's demographics require a targeted approach.

  • Geographic Fragmentation: Over 50% of the country’s tech jobs are concentrated in Auckland, with smaller pockets in Wellington and Christchurch. If you choose to live in a beautiful regional area (like Queenstown or Nelson) for the lifestyle, your local tech job prospects drop to almost zero, forcing you to rely entirely on securing a rare domestic remote role.
  • Small Dating Pools: Outside of the major urban hubs, the dating pool for single professionals in their late 20s, 30s, or 40s shrinks rapidly.
  • Cliquey Social Circles: Expats frequently note that while Kiwis are incredibly friendly and polite on the surface, making deep, foundational friendships can be tough. Many locals maintain tight social circles established during high school or university, meaning expats often find themselves befriending other immigrants rather than locals.

If your primary goal is rapid career progression, high savings potential, or a bustling, large-scale dating scene, New Zealand's slower pace and smaller scale may leave you feeling isolated and professionally stagnant.

If you want to map out your options further, let me know:

  • Your citizenship/age (to check if you qualify for a Working Holiday Visa, which allows you to enter without a job pre-lined up)
  • Your exact tech stack or role (e.g., Data Engineer vs. Frontend Developer) to gauge market demand
  • Your financial runway for surviving a multi-month job hunt My experience of finding an IT job in the current NZ market,
Ask anything

Captured 15–20 October 2026