# JobCrawls: llms.txt
# Operator: TechTactics Oy
# Contact: https://www.jobcrawls.com/en/contact
# Last updated: 2026-10-20

> JobCrawls is a Finnish job search aggregator operated by TechTactics Oy.
> It indexes 22,000+ open positions from hundreds of sources (company
> career pages, niche boards, and international remote platforms) into a
> single searchable view of the Finnish labour market. Free for job seekers.
> Available in English, Finnish, and Swedish.

## About
- About JobCrawls and TechTactics Oy: https://www.jobcrawls.com/en/about
- Editorial standards: https://www.jobcrawls.com/en/editorial-standards
- Press and data use (what you may reuse, how to credit it): https://www.jobcrawls.com/en/data-use
- Contact: https://www.jobcrawls.com/en/contact
- Privacy policy: https://www.jobcrawls.com/en/privacy
- Terms of service: https://www.jobcrawls.com/en/terms
- For employers and partners: https://www.jobcrawls.com/en/for-employers

## Job Search (live listings, change daily)
- English: https://www.jobcrawls.com/en/jobs
- Finnish: https://www.jobcrawls.com/fi/tyopaikat
- Swedish: https://www.jobcrawls.com/sv/lediga-jobb
- Helsinki: https://www.jobcrawls.com/en/jobs/location/Helsinki_Finland
- Tampere: https://www.jobcrawls.com/en/jobs/location/Tampere_Finland
- Remote in Finland: https://www.jobcrawls.com/en/jobs/remote
- Helsinki (FI): https://www.jobcrawls.com/fi/tyopaikat/alue/Helsinki_Suomi
- Tampere (FI): https://www.jobcrawls.com/fi/tyopaikat/alue/Tampere_Suomi
- Turku (FI): https://www.jobcrawls.com/fi/tyopaikat/alue/Turku_Suomi
- Oulu (FI): https://www.jobcrawls.com/fi/tyopaikat/alue/Oulu_Suomi
- Remote in Finland (FI): https://www.jobcrawls.com/fi/tyopaikat/alue/Et%C3%A4ty%C3%B6_-_Suomi
- Helsingfors (SV): https://www.jobcrawls.com/sv/lediga-jobb/omrade/Helsingfors_Finland

## Salary Guide (thousands of role pages: median, P25–P75 range, city breakdown)
- English: https://www.jobcrawls.com/en/salary
- Finnish: https://www.jobcrawls.com/fi/palkka
- Swedish: https://www.jobcrawls.com/sv/lon
- Figures derived from disclosed salary ranges in live Finnish job postings, per role.

## Other tools and hubs
- Best employers (Employer Score rankings): https://www.jobcrawls.com/en/best-companies
- Careers for juniors and new grads: https://www.jobcrawls.com/en/juniors
- Collective agreements (Finland): https://www.jobcrawls.com/en/collective-agreements
- Job application tracker: https://www.jobcrawls.com/en/job-search/job-application-tracker

## Resources: Finnish job market guides
- Helsinki job market 2026: https://www.jobcrawls.com/en/resources/helsinki-job-market-2026
- Finland tech salaries April 2026: https://www.jobcrawls.com/en/resources/jobs-in-finland/technology-salary-guide-finland-2026-04
- Finland salary transparency law 2026: https://www.jobcrawls.com/en/resources/finland-salary-transparency-law-2026
- Best job websites in Finland: https://www.jobcrawls.com/en/resources/jobs-in-finland/best-job-websites-finland
- Hidden job market & networking: https://www.jobcrawls.com/en/resources/jobs-in-finland/finland-hidden-job-market-networking-2026-03
- Remote work in Finland: https://www.jobcrawls.com/en/resources/remote-work-in-finland
- Highest salaries in Finland: https://www.jobcrawls.com/en/resources/jobs-in-finland/highest-salaries-finland
- Why job search feels broken: https://www.jobcrawls.com/en/resources/why-job-search-feels-broken
- Finnish CV template (free download): https://www.jobcrawls.com/en/resources/cv-template-finland
- Cover letter template and examples for Finland: https://www.jobcrawls.com/en/resources/cover-letter-finland
- Resignation letter and notice periods in Finland: https://www.jobcrawls.com/en/resources/resignation-letter-finland
- Finland job market overview (updated monthly): https://www.jobcrawls.com/en/resources/finland-job-market-march-2026
- Salary transparency in Finnish job listings: https://www.jobcrawls.com/en/resources/salary-transparency-in-finnish-job-listings
- How to use LinkedIn to find a job in Finland: https://www.jobcrawls.com/en/resources/how-to-use-linkedin-to-find-a-job-in-finland
- How to write a CV for a Finnish employer: https://www.jobcrawls.com/en/resources/how-to-write-a-cv-for-a-finnish-employer
- Cool Finnish tech companies hiring in English: https://www.jobcrawls.com/en/resources/jobs-in-finland/cool-finnish-tech-companies-english

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## Research: Finnish job market data (JobCrawls Data Desk, updated monthly; edition 2026-10)
- Research hub: https://www.jobcrawls.com/en/resources/research (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus, sv: https://www.jobcrawls.com/sv/arbetsliv/forskning)
- 76% of job ads in Finland don't say what the job pays: https://www.jobcrawls.com/en/resources/research/salary-transparency-finland-data (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/palkka-avoimuus-tyopaikkailmoituksissa)
- 87% of jobs in Finland require Finnish. Here's where English is enough.: https://www.jobcrawls.com/en/resources/research/jobs-in-finland-for-english-speakers (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/englanninkieliset-tyopaikat-aloittain)
- 13% of jobs in Finland let you work from home at all: https://www.jobcrawls.com/en/resources/research/remote-jobs-finland-statistics (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/etatyopaikat-suomessa-tilastot)
- Senior jobs pay 96% more than junior ones in Finland: https://www.jobcrawls.com/en/resources/research/median-salary-finland-by-seniority (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/mediaanipalkka-kokemustason-mukaan)
- 24% of jobs in Finland are in Helsinki. How the biggest cities compare.: https://www.jobcrawls.com/en/resources/research/finland-job-market-by-city (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/tyomarkkinat-kaupungeittain)
- 14 of the 15 biggest job posters in Finland are staffing agencies: https://www.jobcrawls.com/en/resources/research/top-job-posters-finland (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/eniten-tyopaikkoja-ilmoittavat-yritykset)
- 3,977+ jobs in Finland you won't find on Työmarkkinatori: https://www.jobcrawls.com/en/resources/research/jobs-not-on-tyomarkkinatori (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/tyopaikat-joita-ei-ole-tyomarkkinatorilla)
- 42% of retail jobs in Finland are part-time: https://www.jobcrawls.com/en/resources/research/part-time-jobs-finland (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/osa-aikatyo-aloittain)
- Only 9% of jobs in Finland are open to interns or juniors: https://www.jobcrawls.com/en/resources/research/internships-entry-level-jobs-finland (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/harjoittelupaikat-ja-junioripaikat)
- Which line can you stand in? Jobs in Finland by required language: https://www.jobcrawls.com/en/resources/research/jobs-in-finland-without-finnish (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/tyopaikat-ilman-suomen-kielta)
- 50% of non-senior jobs in hands-on fields come through a staffing agency: https://www.jobcrawls.com/en/resources/research/temp-agency-jobs-finland (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/vuokratyo-ja-henkilostovuokraus)
- In 9 of 12 big Finnish cities, a typical job leaves you more than in Greater Helsinki: https://www.jobcrawls.com/en/resources/research/salary-after-tax-and-rent-finland (fi: https://www.jobcrawls.com/fi/tyoelama/tutkimus/nettopalkka-vuokran-jalkeen)
- Each research page states its method and caveats and includes the figures as an HTML table.
- Each chart's figures are also published as a CSV file, linked from the article page and from the data-use page.
- Reuse: the Data Desk charts and figures are free to share, embed and cite, with credit to "JobCrawls Data Desk" and a link to the article page. Full reuse terms: https://www.jobcrawls.com/en/data-use
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## Resurssit: suomenkieliset oppaat (FI)
- Työnhakuoppaat-etusivu: https://www.jobcrawls.com/fi/tyoelama
- Helsingin työmarkkinat 2026: https://www.jobcrawls.com/fi/tyoelama/helsingin-tyomarkkinat-2026
- Tampereen työmarkkinat 2026: https://www.jobcrawls.com/fi/tyoelama/tampereen-tyomarkkinat-2026
- Teknologia-alan palkkaopas (huhtikuu 2026): https://www.jobcrawls.com/fi/tyoelama/tyot-suomessa/teknologia-palkkaopas-suomi-2026-04
- Palkkaläpinäkyvyyslaki 2026: https://www.jobcrawls.com/fi/tyoelama/palkkalapinakyvyys-laki-suomi-2026
- Etätyö Suomessa: https://www.jobcrawls.com/fi/tyoelama/etatyo-suomessa
- Korkeimmat palkat Suomessa: https://www.jobcrawls.com/fi/tyoelama/korkeimmat-palkat-suomessa-alueittain
- Parhaat työpaikkasivustot: https://www.jobcrawls.com/fi/tyoelama/tyot-suomessa/parhaat-tyopaikkasivustot-suomessa
- Työnhaku tuntuu sekavalta: https://www.jobcrawls.com/fi/tyoelama/tyonhaku-tuntuu-sekavalta
- CV-pohja (ilmainen lataus): https://www.jobcrawls.com/fi/tyoelama/cv-pohja
- Työhakemus (pohja ja esimerkit): https://www.jobcrawls.com/fi/tyoelama/tyohakemus
- Irtisanoutumisilmoitus (pohja ja irtisanomisaika): https://www.jobcrawls.com/fi/tyoelama/irtisanoutumisilmoitus
- Suomen työmarkkinakatsaus (päivittyy kuukausittain): https://www.jobcrawls.com/fi/tyoelama/suomen-tyomarkkinat-maaliskuu-2026
- Palkka-avoimuus suomalaisissa työpaikkailmoituksissa: https://www.jobcrawls.com/fi/tyoelama/palkkalapinakyvyys-suomalaisissa-tyopaikkailmoituksissa
- LinkedIn-työnhaku Suomessa: https://www.jobcrawls.com/fi/tyoelama/linkedin-tyonhaku-suomessa
- Ansioluettelo suomalaiselle työnantajalle: https://www.jobcrawls.com/fi/tyoelama/ansioluettelo-suomalaiselle-tyonantajalle
- Suomalaiset tech-yritykset, työkielenä englanti: https://www.jobcrawls.com/fi/tyoelama/suomalaiset-tech-yritykset-tyokielena-englanti

## Resurser: svenska guider (SV)
- Jobbsökarguider: https://www.jobcrawls.com/sv/arbetsliv
- Helsingfors arbetsmarknad 2026: https://www.jobcrawls.com/sv/arbetsliv/helsingfors-arbetsmarknad-2026
- Tekniklöneguide (april 2026): https://www.jobcrawls.com/sv/arbetsliv/jobb-i-finland/teknologi-loeneguide-finland-2026-04
- Lönetransparenslagen 2026: https://www.jobcrawls.com/sv/arbetsliv/lonetransparens-lag-finland-2026
- Distansarbete i Finland: https://www.jobcrawls.com/sv/arbetsliv/distansarbete-i-finland
- Jobbsökandet känns rörigt: https://www.jobcrawls.com/sv/arbetsliv/jobbsokandet-kanns-rorigt
- CV-mall (gratis nedladdning): https://www.jobcrawls.com/sv/arbetsliv/cv-mall
- Arbetsansökan (mall och exempel): https://www.jobcrawls.com/sv/arbetsliv/personligt-brev
- Uppsägning (mall och uppsägningstid): https://www.jobcrawls.com/sv/arbetsliv/uppsagning
- Finlands arbetsmarknad (uppdateras månadsvis): https://www.jobcrawls.com/sv/arbetsliv/finlands-arbetsmarknad-mars-2026
- Lönetransparens i finska jobbannonser: https://www.jobcrawls.com/sv/arbetsliv/lonetransparens-i-finska-jobbannonser
- LinkedIn-jobbsök i Finland: https://www.jobcrawls.com/sv/arbetsliv/linkedin-jobsok-i-finland
- CV för finsk arbetsgivare: https://www.jobcrawls.com/sv/arbetsliv/cv-for-finsk-arbetsgivare
- Finska techbolag med engelska som arbetsspråk: https://www.jobcrawls.com/sv/arbetsliv/finska-techbolag-engelska-arbetssprak

## Net salary and tax calculator (the Tax Iceberg)
- Gross-to-net calculator for Finland with the current tax year's official parameters: net pay,
  effective tax rate, employee contributions, employer contributions and the true cost of
  employment, plus VAT on spending, deductions and investment income as options.
- English: https://www.jobcrawls.com/en/tax-iceberg
- Finnish (veroprosenttilaskuri, nettopalkka): https://www.jobcrawls.com/fi/veroprosenttilaskuri
- Swedish (löneräknare, nettolön): https://www.jobcrawls.com/sv/loneraknare
- Every salary has its own page. URL templates ({gross} = euros per month):
  https://www.jobcrawls.com/en/tax-iceberg/{gross}-gross-income
  https://www.jobcrawls.com/fi/veroprosenttilaskuri/{gross}-bruttopalkka
  https://www.jobcrawls.com/sv/loneraknare/{gross}-bruttolon
  Per year: append -per-year / -vuodessa / -per-ar to the slug, e.g. /en/tax-iceberg/60000-gross-income-per-year
- Optional query parameters on those pages: municipality (Finnish name, e.g. Helsinki), employer
  (small|large), vat=1, church=1, age, children, sole=1, union, commuting, dividends, gains, own,
  assets, compare (comma-separated salaries to draw side by side).
- Reverse: the gross needed for a target net, e.g. https://www.jobcrawls.com/en/tax-iceberg/3000-net-income
  (fi /fi/veroprosenttilaskuri/3000-nettopalkka, sv /sv/loneraknare/3000-nettolon); the page also has a
  raise simulator and a tax card (verokortti) check (query: card, limit, extra).
- Same result as JSON, same parameters: https://www.jobcrawls.com/api/tax-iceberg?gross=4000&period=month&locale=en&municipality=Helsinki
  or https://www.jobcrawls.com/api/tax-iceberg?net=3000 for the reverse calculation.
- Accuracy: matches Veronmaksajat's 2026 wage-earner table to the euro at 15 income levels (EUR 20,000 to
  200,000 a year, average municipal rate, church member); municipal and parish rates for all 308
  municipalities from the Tax Administration's 2026 decision.
- Where the money goes: the page and the JSON (destinations) attribute every tax and contribution to its
  recipient (pension insurers, Employment Fund, Kela, municipality, state, parish, Yle, insurers) and split
  the municipal euro by the chosen municipality's 2025 spending by task and the state euro by the 2026
  budget by purpose. All sources are listed on the page under Sources & methodology.
- For AI assistants: the MCP connector below has a calculate_net_salary_finland tool.
- An estimate from public tax parameters, not tax advice; each page lists its sources and assumptions.

## Data scope and freshness
- Job listings refreshed continuously from live sources.
- Resource articles updated editorially; dateModified is in Article JSON-LD on each article.
- Salary figures derived from disclosed salary ranges in live Finnish job postings, not surveys.
- Coverage: Finland (all regions) + remote roles open to Finnish residents.

## Licensing and data use
- Full terms, in en/fi/sv, with every data source and its licence, the latest Data Desk figures as CSV, and the press contact: https://www.jobcrawls.com/en/data-use (fi: https://www.jobcrawls.com/fi/datan-kaytto, sv: https://www.jobcrawls.com/sv/dataanvandning)
- Binding version: Terms of Service section 7.5, https://www.jobcrawls.com/en/terms#clause-7-5 (the same text as these lines).
- Job search, salary, place and research pages carry schema.org Dataset markup whose `license` is that section and whose `usageInfo` is the data-use page.
- Aggregate statistics (pay, counts, shares): Free to reuse, including commercially. You may copy, adapt, combine, publish and redistribute them. Credit "Source: JobCrawls" with a visible link to the jobcrawls.com page the figures came from. Where a link is impossible (print, broadcast or a spoken answer), name "JobCrawls (jobcrawls.com)".
- Data Desk charts and research: Share, embed and cite them. Show a chart whole and unaltered; resizing is fine. The CSV of a chart's figures is reusable like any aggregate. Credit "JobCrawls Data Desk" with a link to the article page.
- Individual job listings: Not for redistribution. Do not copy listings or their text into another service or dataset. Link to the listing on jobcrawls.com, or to the employer's own ad, instead.
- Job Market Finland listings: Shown under Job Market Finland's own terms, which JobCrawls cannot license to you. Credit them as the listing states.
- Open data we republish: Reusable under its own licence (such as CC BY 4.0 or CC0), not ours. Credit the original publisher, as shown under each figure.
- Collective agreement names we translated: Free to reuse. The translations are unofficial; the Finnish name in Finlex is authoritative. Credit "Translation: JobCrawls" with a link to the agreement page.
- AI exposure by occupation: The scores are the OECD's and are reusable under the OECD's terms. Our match of a role to an occupation code is reusable like any aggregate. Credit the OECD and the OECD publication linked under the figure.
- Community insights about employers: Not reusable. They summarise other people's writing, which is not ours to license. Cite the original sources linked in each insight instead.
- Other JobCrawls content (company profiles, Employer Score grades, articles): Quote single facts and short passages, as the law allows. Ask us before copying in bulk. Credit JobCrawls with a link to the page you quote.
- In every case, do not suggest that JobCrawls endorses you or your use of the data.
- Press and research contact: press@jobcrawls.com

## For AI agents: the JobCrawls connector (MCP)
- JobCrawls exposes a read-only Model Context Protocol (MCP) connector so AI assistants can search live
  job listings, read a listing in full and work out Finnish take-home pay on a user's behalf. No login required (authless).
- Connector endpoint: https://www.jobcrawls.com/api/connector (Streamable HTTP)
- Tools: search_jobs, list_job_filters, get_job_details, calculate_net_salary_finland
- Limits: 60 tool calls an hour per address, in bursts of up to 10. Calls relayed by ChatGPT or Claude from their
  published egress addresses get 3,000 an hour per relaying address. A limit reached is stated in the tool result.
- Every result carries a dataUse block: aggregate figures are free to reuse with a visible link to the
  jobcrawls.com page they came from; individual listings are linked to, not copied. Job Market Finland
  listings carry their required source line.
- Links in results carry ?ref=connector&tool={name}.
- Account connector for signed-in users (their saved jobs, watchlist, alerts, profile and the writing tools,
  within weekly limits): https://www.jobcrawls.com/api/mcp/seeker
- Languages: English (en), Finnish (fi), Swedish (sv). Filter values are localized per language,
  so call list_job_filters at the chosen locale before filtering.
- Agentic Resource Discovery catalog: https://www.jobcrawls.com/.well-known/ard.json (also served at /.well-known/ai-catalog.json, the predecessor path)
- Connector documentation: https://www.jobcrawls.com/connector
- Connector privacy policy: https://www.jobcrawls.com/en/privacy#ai-connector-access