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Press and data use

Can you quote a JobCrawls number? Usually yes. This page says what you may reuse and how to credit it, where each number comes from, and who to ask.

What you may do

  • Aggregate statistics (pay, counts, shares)Free to reuse, including commercially. You may copy, adapt, combine, publish and redistribute them.How to credit: 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 researchShare, 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.How to credit: Credit "JobCrawls Data Desk" with a link to the article page.
  • Individual job listingsNot for redistribution. Do not copy listings or their text into another service or dataset.How to credit: Link to the listing on jobcrawls.com, or to the employer's own ad, instead.
  • Job Market Finland listingsShown under Job Market Finland's own terms, which JobCrawls cannot license to you.How to credit: Credit them as the listing states.
  • Open data we republishReusable under its own licence (such as CC BY 4.0 or CC0), not ours.How to credit: Credit the original publisher, as shown under each figure.
  • Collective agreement names we translatedFree to reuse. The translations are unofficial; the Finnish name in Finlex is authoritative.How to credit: Credit "Translation: JobCrawls" with a link to the agreement page.
  • AI exposure by occupationThe 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.How to credit: Credit the OECD and the OECD publication linked under the figure.
  • Community insights about employersNot reusable. They summarise other people's writing, which is not ours to license.How to credit: 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.How to credit: 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. The same terms are section 7.5 of our Terms of Service, which is the binding English version.

Where each number comes from

Every chart and figure on JobCrawls names its source on the line beneath it. These are all the datasets those lines can name, and how each may be reused.

Our own data

Datasets JobCrawls produces
DatasetPublisherYour reuse
Job listingsEmployers and their job boardsNot reusable
Data Desk charts and researchJobCrawlsFree, with a credit link
Employer Score gradesJobCrawlsQuote with a link
Community insights about employersJobCrawlsNot reusable
English and Swedish names of collective agreementsJobCrawlsFree, credit "Translation: JobCrawls"
JobCrawls ads open at month end, by occupationJobCrawlsFree, with a credit link
JobCrawls analysis of employers' own job listingsJobCrawlsFree, with a credit link
Salary reports from JobCrawls usersJobCrawls usersFree, with a credit link
JobCrawls scan of company websitesJobCrawlsQuote with a link
JobCrawls research of company ownership (web search, checked against PRH)JobCrawlsQuote with a link
JobCrawls job ads: hiring locations and group mentionsJobCrawlsQuote with a link
JobCrawls group inference from PRH websitesJobCrawlsQuote with a link

Other data on our pages

Third-party data shown on JobCrawls with its own terms
DatasetPublisherYour reuse
Job Market Finland listingsJob Market Finland (Työmarkkinatori)Under the publisher's terms
AI exposure by occupationOECDUnder the publisher's terms
Collective agreements (Finnish text)Finlex (Ministry of Justice)Under the publisher's terms
ESCO skills and occupationsEuropean CommissionUnder the publisher's terms

Open data we republish

44 open datasets from 30 publishers. Reuse them under their own licence, credited to the publisher.

Open datasets shown on JobCrawls, by publisher
PublisherDatasetLicence
Finnish Patent and Registration Office (PRH)
Finnish Tax Administration
  • CC BY 4.0
  • Official decision (Copyright Act 404/1961, 9 §: not protected)
Statistics Finland
KEHA Centre / Ministry of Economic Affairs and Employment, via Statistics Finland
Global Legal Entity Identifier Foundation (GLEIF)
European Central Bank
Eurostat
Finlex; Kela
  • Statute and official decisions (Copyright Act 404/1961, 9 §: not protected)
European Securities and Markets Authority (ESMA)
Publications Office of the European Union
Wikidata
Yle MOT
Finnish Supervisory Agency
Finnish Transport and Communications Agency Traficom
State Treasury (Valtiokonttori)
Cities of Vantaa, Turku, Oulu, Jyväskylä and Kuopio; Pohjois-Savo and Varsinais-Suomi wellbeing services counties; HUS
European Commission (CORDIS)
European Commission
European Environment Agency
EUETS.INFO (compiled from the EU Union Registry)
Finnish Medicines Agency Fimea; Finnish Safety and Chemicals Agency Tukes
Parliament of Finland
Finlex (Ministry of Justice)
Natural Resources Institute Finland (Luke)
Finnish Meteorological Institute
Kela (Social Insurance Institution of Finland)
Fintraffic / Digitraffic
Fingrid
Bank of Finland
Finnish Customs

Some sources we use are not on this list because their licence does not allow reuse, or because we are still waiting for the publisher to confirm it. They are not covered by these terms. If you cannot find a figure's source here, ask us before reusing it.

Latest figures

The October 2026 edition of the JobCrawls Data Desk. Each chart is updated monthly; download the chart or its figures as a CSV file.

  • 76% of job ads in Finland don't say what the job pays

    Only 24% of active job ads in Finland state a salary, and the best-paid fields are the quietest. Monthly data from JobCrawls.

    Chart (PNG)Figures (CSV)Method and findings

  • 87% of jobs in Finland require Finnish. Here's where English is enough.

    87% of jobs in Finland require Finnish. The 1,665 English-only jobs cluster in a few fields. Field by field, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • 13% of jobs in Finland let you work from home at all

    Just 13% of jobs located in Finland are remote or hybrid, and only 3% fully remote. See which fields let you work from home.

    Chart (PNG)Figures (CSV)Method and findings

  • Senior jobs pay 96% more than junior ones in Finland

    A typical junior job ad in Finland offers €2,119 a month, a senior one €4,156. What each career step is worth, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • 24% of jobs in Finland are in Helsinki. How the biggest cities compare.

    24% of jobs in Finland are in Helsinki. Jobs, median pay, remote work and English-only jobs in 9 cities, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • 14 of the 15 biggest job posters in Finland are staffing agencies

    14 of the 15 companies with the most open job ads in Finland are staffing agencies. Who's actually posting jobs, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • 3,977+ jobs in Finland you won't find on Työmarkkinatori

    At least 3,977 active jobs in Finland don't appear on Työmarkkinatori, the government job portal. How we measured it.

    Chart (PNG)Figures (CSV)Method and findings

  • 42% of retail jobs in Finland are part-time

    In Finland the lowest-paid fields are the likeliest to offer only part-time work. Retail: 42% part-time. Monthly JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • Only 9% of jobs in Finland are open to interns or juniors

    1,271 jobs in Finland are open to interns or juniors, fewer than senior roles alone. The job market by seniority, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

  • Which line can you stand in? Jobs in Finland by required language

    65% of jobs in Finland need Finnish only, 22% both Finnish and English, 12% English only. Where you can apply depends on your languages.

    Chart (PNG)Figures (CSV)Method and findings

  • 50% of non-senior jobs in hands-on fields come through a staffing agency

    50% of non-senior jobs in Finland's hands-on fields are posted by staffing agencies. How we measured it, and what it means for job seekers.

    Chart (PNG)Figures (CSV)Method and findings

  • In 9 of 12 big Finnish cities, a typical job leaves you more than in Greater Helsinki

    In 9 of 12 big Finnish cities, a typical job leaves more after tax and rent than in Greater Helsinki. City by city, from JobCrawls data.

    Chart (PNG)Figures (CSV)Method and findings

All Data Desk research →

Methodology

  • Salary methodologyHow pay figures from job ads are collected, normalised to monthly euros and trimmed.
  • Employer ScoreHow the letter grade for each employer is built from pay, flexibility, hiring stability and growth.
  • Data Desk researchEach article states what was counted, on which day, and the caveats.
  • Editorial standardsHow we source, check and correct what we publish.

Press contact

For interviews, custom figures or questions about our data, write to:

press@jobcrawls.com

A person reads every message. We reply to press and research requests within two business days.

Found an error in a published figure? Write to corrections@jobcrawls.com.

For AI assistants

The same terms in machine-readable form: in llms.txt, as a schema.org Dataset licence on our job search, salary, place and research pages, and in the description of the JobCrawls connector. If you cite a figure for someone, link to the page it came from.

Reuse terms, plain text
- 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.