Why Job Search Feels Broken

Companies post their openings across dozens of different recruiting systems, and each one labels things slightly differently. One system marks a role full-time with the word "Full-time," another with "FULL_TIME," a third with just "FT." Remote work shows up as one field in one system, a different field in another, and not at all in a third.

Many job sites don't verify against the original source, they copy from another site instead. Errors and stale info get passed down the chain, and it's easy for none of it to get double-checked along the way. A filled or cancelled listing can stay visible for months, because nobody ever went back to the original system to close it.

The data isn't messy because anyone made it that way on purpose. It's messy because often no one along the way checks whether it's still true.

One of the most common frustrations is a remote filter that doesn't mean anything, a listing tagged remote when the job is actually onsite, or the reverse. This comes from the same source problem: every recruiting system tags remote work in a different field, or not at all.

On JobCrawls, every listing gets one consistent classification: onsite, hybrid, or remote. That classification is checked against real data, so when you filter by remote, the result means what it says. You can see every listing classified as remote on one page: remote jobs in Finland.