Data partnership
Finland's job market data, ready to publish
jobcrawls.com offers Finnish media an ongoing supply of labour-market data: weekly snapshots, salary benchmarks, trend stories, and ready-to-run guest posts. All we ask for is attribution.
Daily
Index refresh across the sources we track
15+
Structured data points per listing
3
Languages: EN · FI · SV
jobcrawls.com aggregates publicly advertised job listings in Finland plus international remote roles accessible to Finland-based workers, and enriches each one with structured data fields. The result is a frequent, structured read on the Finnish labour market.
What we provide
Weekly Market Pulse
Structured data every Monday: fields, volumes, week-on-week change. Drop into a recurring column with zero research time.
Salary benchmarks
P25 / median / P75 by role and seniority, in EUR.
On-demand story queries
Pitch a story angle; we typically pull the data within 48 hours. Reserved for your outlet for the agreed window.
Guest posts
Fully written, bylined articles ready to publish. Editorial control stays with you. One link back is all we ask.
Why jobcrawls.com
- Frequent signal: refreshed daily from the sources we track
- International remote: we track roles from global employers open to people in Finland
- Data depth: 15+ structured fields per listing
- Trilingual: content ready for English, Finnish, and Swedish audiences out of the box
What we capture per listing
Most job boards expose a handful of fields in their search UI. jobcrawls.com runs a structured extraction pipeline across all sources, normalising and enriching every listing into a consistent schema. This is what makes multi-dimensional analysis possible.
| Data point | What it tells you | Example values |
|---|---|---|
| Salary range | Advertised min/max in EUR + pay period | €4,200–€5,800 · monthly |
| Seniority level | Role tier for career-stage analysis | Junior · Senior · Lead · Director |
| Work arrangement | Remote / hybrid / on-site split | Remote 13% · Hybrid 29% · On-site 58% |
| Contract type | Hiring intent signal | Full-time · Contract · Internship |
| Industry sector | Demand by sector, 20+ categories | Healthcare · Technology · Logistics |
| Company headcount | SME vs. enterprise hiring trends | 50–200 · 1,000–5,000 |
| All listed cities | Multi-city jobs counted correctly per city | Helsinki, Tampere, Oulu |
| Education required | Qualification demand trends | Bachelor · Master · No requirement |
| People management | Leadership role prevalence | IC · Team lead · Dept. head |
| Normalised title | Consistent taxonomy across all boards | "Software Engineer" not 100 variants |
| Job source | Which board or career page | TE-palvelut · LinkedIn · company site |
| Active / closed | Tracks when roles go dark | is_active: true / false |
| International remote | Flags non-Finnish employers | true / false |
| Posted / first seen | Time-series and trend analysis | 2026-03-17 |
| Listing language | EN / FI / SV content mix | fi · en · sv |
This schema is queryable via our API: group by any dimension, filter by any field, compute salary percentiles, and slice by time window. A data editor can get a precise answer to many labour-market questions in under a minute.
Illustrative sample data
Illustrative figures from the jobcrawls.com API for a recent 30-day window, Finland + international remote, active listings only. Figures change as the market moves. Municipal and public-sector postings from kuntarekry.fi are not included.
Most in-demand fields (by listing volume)
- Healthcare2,742 · 27%
- Technology2,659 · 26%
- Education1,447 · 14%
- Construction1,286 · 13%
- Customer service770 · 8%
- Logistics620 · 6%
Work arrangement split
Active listings · last 30 days (illustrative)
- On-site 58%
- Hybrid 29%
- Remote 13%
Top cities by listing volume
Active listings · last 30 days (illustrative)
- Helsinki4,820 · 48%
- Tampere1,340 · 13%
- Espoo980 · 10%
- Oulu710 · 7%
- Turku650 · 6%
Monthly salary benchmarks by seniority (EUR)
Approximate figures. Monthly salaries. Finland only. Excludes listings with no salary disclosure. Illustrative snapshot.
| Level | P25 | Median | P75 | n |
|---|---|---|---|---|
| Lead / Principal | €5,400 | €6,200 | €7,800 | 312 |
| Senior | €4,200 | €5,100 | €6,400 | 874 |
| Manager | €3,900 | €4,800 | €6,000 | 528 |
| Mid-level | €3,300 | €4,100 | €5,200 | 1,140 |
| Junior | €2,600 | €3,200 | €4,000 | 642 |
Stories we can power
Each can be delivered as a data package (tables + charts) or as a fully written guest post, ready to publish.
Is Helsinki's tech sector still hiring or cooling?
Week-by-week trend for software engineering roles: Helsinki vs. rest of Finland.
What Finnish job ads actually promise in salary
P25/P75 by field with commentary.
Remote work in Finland: the numbers behind the hype
Remoteness split nationally, by city, and over time, including international remote open to Finns.
Finland's hidden hiring boom: which cities are growing fastest?
City-level ranking with field breakdown.
Junior vs. senior: how wide is Finland's salary ladder?
Seniority comparison across the top fields. Sharp numbers, shareable format.
Which industries are stockpiling talent in 2026?
90-day trend for fast-growing fields, with employer-level detail available.
Partnership terms
- Basis
- Data and guest posts in exchange for attribution
- Attribution
- “Data: jobcrawls.com” with a hyperlink, our only requirement
- Exclusivity
- Non-exclusive. We may partner with multiple outlets
- Frequency
- Weekly pulse minimum; monthly reports and guest posts as agreed
- Formats
- JSON, CSV, HTML chart cards, PDF infographic, or written article
- Lead time
- Typically 24–48 hours for bespoke queries; weekly cadence pre-scheduled
- Editorial
- All publish decisions and edits remain with your team
- Guest posts
- Bylined to jobcrawls.com; one live link within the article
Ready to try it?
We can send a sample data package for any story angle, typically within 48 hours, with no commitment. Reach out and we will tailor the first delivery to a topic your audience cares about.
Email: partners@jobcrawls.com
jobcrawls.com · TechTactics Oy · Finland · Data from publicly listed job postings.