A closer look at
work in Switzerland.

What job adverts reveal about opportunity, requirements and the way hiring is changing. Research from Panta, with the evidence in reach.

Market snapshot

Swiss job-market snapshot: November 2026 baseline

On 4 November, Panta observed 14,536 fresh-backed listings classified as having a physical Swiss workplace across 710 employers. We detected a below-100% workload signal in 3,938 titles or employment fields. This is an observed-inventory baseline; it does not measure November hiring or national vacancy growth.

Read the report
One advert. Several questions.
  • Where can you work?
  • Which languages do you need?
  • How much experience counts?
  • What is still unknown?

We keep the distinctions visible.

Research & reports

Market snapshot

Swiss data and AI jobs: roles and locations

Data engineering, data science, machine learning and AI engineering describe overlapping work. This dated snapshot shows which titles Panta observed and helps you choose a useful starting point for your search.

Useful numbers need a clear method.

Our snapshots describe the adverts Panta observes. They sit alongside official statistics and other research, each with its own population and purpose.

How we research the job marketFindings, data and citation guidanceReview an AI-generated job shortlistExplore our earlier source-evidence studyExplore the data and AI role snapshotExplore indexed Swiss jobs