About our data

Everything on DeUnemployment comes from a single live index of 8,946,879 job postings (8,946,879 of them with full descriptions), refreshed daily from public sources. Here is exactly how it works — for job seekers, researchers, and the press.

The live index right now

8,946,879live with full descriptions
8,946,879crawled and indexed
159job categories
82countries with jobs
35+hiring platforms
–job data from

What we index

DeUnemployment aggregates publicly available job postings from ATS and job-board feeds and company career pages. The index is refreshed daily, so listings reflect what employers are hiring for right now. We are a search engine, not a recruiter: we never take a cut of your salary, and applying always happens directly on the employer's own website.

How ranking works

Jobs are ranked with AI semantic matching. When you describe what you are looking for in plain words, we embed that description and compare it to every posting's content — so a role that "fits what you do" surfaces even if the exact title never matches your words. This is the same technique used across the search index: no keyword stuffing required.

How salary estimates work

Salary figures on DeUnemployment (including the salary guide pages) are model estimates. Only postings that state a pay figure can feed that model, so how much of the market states pay at all is itself a measurement: see pay transparency across the whole index. A model trained on the postings estimates a typical range for each role, and we report the 10th–90th percentile. Estimates vary by location and experience and are indicative — always confirm with the employer before relying on them.

Remote work & locations

Each posting is parsed for location, country, region, and whether it allows remote or hybrid work. You can see the split on any category page or filter for remote-only roles in search. The index-wide split, measured over the whole crawl rather than one category, is in how many postings allow remote or hybrid work.

Live postings by country

How the current index is spread across the 82 countries we find job postings in. Tap a country to browse its jobs.

CountryPostingsShare
United States · US2,747,95051.1%
Germany · DE728,96913.6%
Netherlands · NL235,9914.4%
United Kingdom · GB168,6723.1%
Singapore · SG165,7813.1%
Belgium · BE149,6982.8%
India · IN145,5682.7%
France · FR123,3482.3%
Canada · CA112,1222.1%
Brazil · BR76,9901.4%
Austria · AT66,9791.2%
Switzerland · CH48,0930.9%
Poland · PL45,5570.8%
Spain · ES38,0950.7%
Hong Kong · HK35,7960.7%
Australia · AU33,5960.6%
Sweden · SE30,8210.6%
Philippines · PH26,8250.5%
Mexico · MX24,4400.5%
UAE · AE22,4090.4%
China · CN17,4500.3%
Japan · JP17,0880.3%
Malaysia · MY17,0090.3%
Indonesia · ID16,3460.3%
South Africa · ZA15,7630.3%
Ireland · IE14,5910.3%
Italy · IT14,3850.3%
Saudi Arabia · SA13,0540.2%
Slovakia · SK13,0270.2%
Kenya · KE11,2280.2%
Norway · NO10,9210.2%
Portugal · PT10,7350.2%
Colombia · CO10,1380.2%
Nigeria · NG9,8330.2%
Czechia · CZ9,5960.2%
Finland · FI9,4580.2%
Taiwan · TW7,1630.1%
Thailand · TH7,1470.1%
Argentina · AR7,0310.1%
Vietnam · VN6,8480.1%
Greece · GR6,6100.1%
Slovenia · SI6,2670.1%
Malta · MT5,7630.1%
South Korea · KR5,5080.1%
Worldwide · WW5,3870.1%
Romania · RO5,3780.1%
Croatia · HR5,1880.1%
Egypt · EG5,0700.1%
Peru · PE4,8390.1%
Hungary · HU4,5620.1%
Chile · CL4,4410.1%
Israel · IL4,2420.1%
Denmark · DK4,1520.1%
Qatar · QA3,6630.1%
Morocco · MA3,2690.1%
Bulgaria · BG3,2440.1%
Costa Rica · CR3,1100.1%
New Zealand · NZ2,9690.1%
Pakistan · PK2,8780.1%
Ukraine · UA2,8490.1%
Luxembourg · LU2,7960.1%
Türkiye · TR2,4860.0%
Cyprus · CY1,8820.0%
Estonia · EE1,8600.0%
Serbia · RS1,8480.0%
Armenia · AM1,6850.0%
Latvia · LV1,5310.0%
Sri Lanka · LK1,5270.0%
Lithuania · LT1,3940.0%
Uruguay · UY1,0550.0%
Kazakhstan · KZ7170.0%
North Macedonia · MK6670.0%
Bangladesh · BD4100.0%
Moldova · MD3060.0%
Azerbaijan · AZ2480.0%
Bosnia and Herzegovina · BA2350.0%
Albania · AL2120.0%
Uzbekistan · UZ1930.0%
Montenegro · ME1430.0%
Iceland · IS1410.0%
Kosovo · XK1280.0%
Belarus · BY1050.0%

For press & researchers

We publish a monthly State of Jobs report with remote-work share, top hiring companies, countries, and cities. Topic-level measurements are published separately, each with its own method and sample — one example is how much of the open-jobs count is the same role on several boards. Data is refreshed daily and figures are citable. If you are writing about the job market and need fresh numbers, contact us — we can usually run a custom query within hours.

Embed the report on your site:

<iframe src="https://deunemployment.com/report" width="100%" height="700" style="border:0" title="State of Jobs report"></iframe>

Suggested citation:
DeUnemployment State of Jobs report, https://deunemployment.com/report (accessed [date]).

Questions about the data? Contact us — we read every message.

Seen on JobBoardSearch