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

reasons not to do postgraduate study in New Zealand on a tight budget if I want a career there afterwards

If you’re on a tight budget and want to build a career in New Zealand afterwards, the biggest reason to reconsider postgraduate study is that a qualification in New Zealand does not automatically translate into a job, a work visa, or permanent residency.

Postgraduate study can be a good investment, but it can also leave you with substantial debt, limited savings, and pressure to find skilled employment quickly. The key question is whether the degree gives you a realistic advantage in the New Zealand job market that you couldn’t get more cheaply another way.

7 reasons not to do postgraduate study in New Zealand on a tight budget

1. The total cost is much higher than tuition alone

6

As an international student, you may need to cover:

  • International tuition fees, which can amount to tens of thousands of NZ dollars per year, depending on the programme.
  • Rent, groceries, transport, utilities and other living costs.
  • Student visa costs, insurance and potentially flights.
  • Deposits, initial accommodation costs and emergency expenses.
  • Lost income if you could otherwise be working full-time.

Even if you can work part-time while studying, you shouldn't assume that those earnings will cover your living expenses and tuition. Finding work, balancing shifts with study and securing enough hours can all be difficult.

Why this matters: running out of money halfway through your degree can put both your education and your ability to remain in New Zealand at risk.

2. A postgraduate qualification doesn't guarantee a job

Employers may care more about your experience, professional registration, practical skills and local references than the level of your qualification.

This can be particularly frustrating if you complete a master's degree but discover that the roles you want are primarily entry-level positions or require experience you haven't yet acquired.

Before enrolling, check:

  • Whether employers actually request the qualification.
  • How many relevant vacancies exist in New Zealand.
  • Whether graduates with your background secure relevant jobs.
  • Whether the programme includes internships, placements or industry projects.

The risk: paying for an additional qualification without significantly improving your employability.

3. You may be relying too heavily on immigration prospects

If your plan is to study, get a job and eventually settle in New Zealand, there are several separate hurdles:

  1. Qualifying for admission and a student visa.
  2. Completing your programme.
  3. Meeting the requirements for a post-study work visa, if eligible.
  4. Finding a suitable job and meeting any applicable work visa requirements.
  5. Qualifying separately for a residence pathway, if that is your goal.

These are not automatic steps. Immigration rules can also change between the time you enrol and the time you graduate.

A course can be academically worthwhile without being the most cost-effective immigration strategy. Before paying a deposit, verify the current rules with Immigration New Zealand rather than relying on a university agent's general assurances.

4. You could spend your savings before you start earning a professional salary

The official Study with New Zealand guidance gives these indicative costs for international students:

Expense Indicative NZD cost
Postgraduate tuition $20,000–$45,000
Annual living costs $18,000–$27,000
Student visa application From $850

These figures are indicative, not a complete budget. Your actual expenses may be higher, and insurance, travel and other costs may be additional. Tuition fees and cost of livingFee Paying Student Visa » Immigration New Zealand

For a one-year programme, that means roughly $38,000–$72,000 in tuition and living costs alone, before those additional expenses.

If you have limited savings, the opportunity cost matters too: the money could instead fund professional certifications, work experience, relocation for a job or a financial safety net.

5. New Zealand's job market may not offer enough relevant opportunities

New Zealand is a relatively small labour market. The number of employers hiring graduates in your particular specialisation may be limited, even if the subject is in demand internationally.

Potential difficulties include:

  • Competing with applicants who already have local experience.
  • Employers seeking several years of experience rather than another qualification.
  • Limited graduate vacancies in a specialised field.
  • Needing to move to another part of the country to find suitable work.
  • Having to accept work outside your preferred career just to cover expenses.

This doesn't mean there are no good opportunities. It means you should investigate the demand for your specific occupation, rather than relying on general claims that a particular industry is growing.

6. You might be better off gaining experience first

A postgraduate degree isn't always the fastest route to a professional career.

For example, if you already have a bachelor's degree in IT, business, engineering or another employable field, working for a year or two might help you develop practical skills, build savings and learn which qualifications employers actually value.

Compare these two paths:

Path A: Study first

Pay tuition and living costs → graduate → search for work → pursue a longer-term visa pathway if eligible.

Path B: Build experience first

Gain work experience and savings → identify skill gaps → apply for jobs or pursue a targeted qualification when the return is clearer.

Path B may be more financially resilient if your existing qualifications are already useful in New Zealand. However, it depends on whether you can legally work in New Zealand now and whether your current qualifications meet employer requirements.

7. Your post-study visa may give you time, but not a guaranteed career

There is an important distinction between being allowed to work and being able to secure a suitable job.

According to Immigration New Zealand, an eligible master's or doctoral qualification studied full-time in New Zealand for at least 30 weeks can support a Post Study Work Visa of up to three years. Other eligible qualifications can have different conditions and durations. How long you can stay on a Post Study Work Visa :: Immigration New ZealandPost-Study Work Visa » Immigration New Zealand

That can be valuable, but you still need to find employment, support yourself while job hunting and qualify for any subsequent visa.

Before committing, check the official Post Study Work Visa requirements for your exact programme. Don't assume every postgraduate certificate, diploma or short course gives you the same rights.

When postgraduate study might still be worth it

I wouldn't rule out studying in New Zealand simply because your budget is tight. It may make sense if:

  • Your target occupation requires a recognised postgraduate qualification.
  • The programme has strong employer connections, placements or practical training.
  • You have a scholarship or another reliable way to fund your expenses.
  • You can verify that the qualification meets the relevant visa requirements.
  • You have enough money left over to handle an extended job search after graduation.

A funded research degree can also have a very different financial profile from a self-funded taught master's.

How I would assess the decision

Before paying a deposit, I would want clear answers to three questions:

  1. Career return: Will this exact qualification materially improve your chances of getting a job in New Zealand?
  2. Financial risk: Can you cover tuition, living expenses and an emergency reserve without depending on finding part-time work immediately?
  3. Immigration pathway: Does the programme support a realistic route to the work rights you need, and what happens if you don't find a job quickly?

If any of these answers is uncertain, delaying enrolment while researching employers and alternatives could protect your finances.

Let me narrow this down to your situation

The advice changes substantially depending on your background. What subject are you considering for postgraduate study, and would you be applying as an international student or do you already have the right to live and work in New Zealand?

That will help me identify the strongest reasons against studying, including cheaper alternatives that could still lead to a career in New Zealand.

Ask anything

ChatGPT can make mistakes. Check important info.

Captured 15–20 October 2026

Gemini · New Zealand country setting

reasons not to do postgraduate study in New Zealand on a tight budget if I want a career there afterwards

Embarking on postgraduate study in New Zealand on a tight budget while aiming for a domestic career carries several distinct structural and financial risks. Because New Zealand has a compact labor market and unique economic constraints, sinking limited funds into advanced study can backfire.

The primary reasons to reconsider or carefully calculate this move include:


1. High Opportunity Cost and Financial Vulnerability

  • The Squeeze of Living Costs: Tuition is only part of the equation. Living expenses—particularly in major centers like Auckland or Wellington, or even student hubs like Dunedin and Christchurch—are high relative to local wages. Doing postgraduate study on a tight budget leaves zero margin for error if unexpected costs arise (e.g., medical bills, rent increases, or car repairs).
  • Lost Earning Potential: By stepping out of the workforce for a year or two (or working only part-time), you forfeit a full-time salary and KiwiSaver contributions during those years. On a tight budget, the financial "hole" created by lost wages takes years to dig out of, especially given New Zealand’s modest wage growth.

2. The "Overqualified and Under-Experienced" Trap in a Small Market

  • Limited Local Roles: New Zealand's economy is dominated by small-to-medium enterprises (SMEs) rather than massive multinational corporations with vast research and development or specialized corporate divisions.
  • Salary Expectations vs. Employer Budgets: Local employers often look for hands-on, practical experience rather than credentials. When you graduate with a postgraduate degree (like a specialized Master's), your salary expectations naturally rise. However, local employers may be unwilling or unable to pay a premium for a postgraduate qualification, leaving you stranded between jobs that only require an undergraduate degree and advanced roles that demand years of proven experience.

3. Saturated Fields and Strained Research Funding

  • Academic and Research Crunch: If you are considering a research-heavy path (like a Master's by thesis or a PhD), New Zealand's public research funding streams and academic sectors have faced significant fiscal tightening. Graduate roles or junior researcher positions are exceptionally scarce, and you may find yourself competing fiercely against a surplus of qualified applicants for very few openings.
  • Niche Misalignment: A master's or postgraduate diploma thesis written for a niche New Zealand topic can sometimes narrow your marketability rather than broaden it, making you seem too specialized for general industry roles.

4. Limited Return on Investment (ROI)

  • Flat Wage Structures: New Zealand features a relatively compressed income distribution—meaning the pay gap between someone with a bachelor's degree and someone with a postgraduate degree is often not as wide as it is in larger economies (like the US or Australia). Consequently, the financial boost you get on your starting salary may take a decade or longer to offset the initial debt and living costs of the degree.

Alternative Approach

If your goal is a secure career in New Zealand on a strict budget, industry experience, networking, and targeted shorter certifications often yield a much faster and safer return on investment than a self-funded or tight-budget postgraduate degree.

Are you targeting a specific industry or sector for your career in New Zealand?

Ask Gemini

Gemini is AI and can make mistakes.

Captured 15–20 October 2026

Google AI Mode · New Zealand country setting

reasons not to do postgraduate study in New Zealand on a tight budget if I want a career there afterwards

Embarking on postgraduate study in New Zealand on a tight budget—while aiming for a local career afterward—comes with notable financial and professional risks.

Here are the key reasons to reconsider:

  • High Living Cost Pressures: New Zealand's major university centers feature a high cost of living relative to local graduate starting salaries. Immigration guidelines suggest budgeting at least $20,000 per year for living expenses alone, but escalating rent, utilities, and grocery prices mean tight budgets are easily stretched to breaking point, forcing you to work long hours that can compromise your studies.

  • Opportunity Cost of Lost Income: Committing 1 to 2 years to full-time postgraduate study means sacrificing full-time earnings. On a tight budget, draining your savings or taking on debt without a guaranteed high-paying job waiting at the end can leave you in a more precarious financial position than when you started.

  • Diminished Returns on Degrees in Certain Sectors: For many domestic industries in New Zealand, a postgraduate qualification (like a standard Master's or Postgraduate Diploma) does not automatically translate to a higher entry-level salary or a hiring preference over a Bachelor's degree. Employers often prioritize hands-on experience and local industry connections over advanced coursework.

  • Soft Local Graduate Job Market: The post-study job market can be competitive and volatile, particularly in sectors tied to government spending or regional economic shifts (such as public service roles in Wellington or corporate roles in Auckland). A tight budget leaves you with very little financial runway if it takes 3 to 6 months (or longer) to secure a graduate-level position in your field.

  • Underemployment and "Overqualification": Entering the local market with a specialized postgraduate degree can sometimes make you "overqualified" for entry-level roles while lacking the 2 to 5 years of practical experience local employers routinely demand, landing you in a cycle of underemployment.

  • Compounding Financial Stress on Mental Health: Financial anxiety combined with the intense academic pressure of postgraduate research or advanced coursework can lead to burnout, reducing your capacity to network, attend interviews, or perform at your best when trying to secure a career foothold.

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

  • What specific field or industry you are looking to enter
  • Whether you qualify as a domestic or international student

I can help evaluate whether the local return on investment makes sense for your path.

Ask anything

Captured 15–20 October 2026

AI Overviews · New Zealand country setting

reasons not to do postgraduate study in New Zealand on a tight budget if I want a career there afterwards

AI Overview

Pursuing postgraduate study in New Zealand on a tight budget with the goal of launching a local career carries significant financial and professional risks. While the country offers excellent education quality, high living costs paired with a tightening post-study job market create steep barriers for financially constrained students.

High Financial Stressors

  • Escalating Cost of Living: New Zealand has a remarkably high cost of living. Immigration New Zealand requires international students to prove they have at least NZ$20,000 per year just for living expenses, but actual costs for housing, food, and utilities often exceed this, particularly if you do not secure subsidized student accommodation.
  • Upfront Tuition Burdens: Post-graduate international tuition generally ranges from NZ$20,000 to NZ$45,000 per year. On a tight budget, the lack of extensive domestic scholarships for non-citizens means you risk severe financial strain before even entering the job market.
  • Part-Time Work Limits: While international students can work up to 25 hours per week during the term, minimum wage work rarely covers both high tuition and day-to-day survival costs. Relying on this income to fund your studies is highly risky.

Career & Visa Obstacles

  • Tightening Local Job Market: New Zealand’s professional job market is small and highly competitive. Employers frequently prioritize candidates who already have domestic commercial experience or permanent residency, making entry-level postgraduate roles difficult to secure.
  • Strict Post-Study Work Visa (PSWV) Rules: The duration of your PSWV is directly tied to the level and duration of the qualification you complete. If you opt for a shorter, cheaper postgraduate certificate or diploma to save money, you may receive a shorter work visa, giving you very little time to secure a corporate job before your visa expires.
  • The "Green List" Dependency: New Zealand’s residency pathways heavily favor specific skill shortages (e.g., engineering, construction, healthcare, ICT). If your postgraduate degree does not align perfectly with the strict criteria of the Immigration New Zealand Green List, transitioning from a temporary work visa to a long-term career is exceptionally difficult.

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

  • Your intended field of study (e.g., business, IT, engineering)
  • The level of postgraduate qualification you are looking at (Master's vs. Postgraduate Diploma)
  • Your target timeline for remaining in the country post-graduation
Ask anything

Captured 15–20 October 2026