Investigation
80% jobs in Switzerland: what adverts say about working days
A dated review of 22 employer-diverse records separates workload percentages, working days, office attendance, travel and flexible-hours statements.
What job adverts reveal about opportunity, requirements and the way hiring is changing. Research from Panta, with the evidence in reach.
Market snapshot
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 reportWe keep the distinctions visible.
Investigation
A dated review of 22 employer-diverse records separates workload percentages, working days, office attendance, travel and flexible-hours statements.
Investigation
An original audit of 50 remote-tagged records separates homeoffice options, customer-site work, fully remote wording and geography conflicts, with a 60-record diagnostic sample.
Investigation
Panta reviewed numerical pay evidence in Swiss-linked job records, separating source-stated pay, stipends, total compensation, estimates and benefits.
Evidence review
A source-led review of Swiss junior-job and AI research: what the studies measure, where the evidence differs, and what applicants can use.
Investigation
Original analysis of Swiss job adverts separates exact 80% workloads, ranges, missing information and leadership-title signals, with employer sensitivity and audited examples.
Investigation
An original audit of 40 English-tagged listings from 40 employers separates source metadata, written language and explicit German requirements.
Investigation
An original review of 69 junior and early-career-labelled listings separates required years, preferred experience, training pathways and ambiguous wording.
Market snapshot
A dated analysis of 14,536 fresh-backed Swiss workplace listings: workload options, language metadata, entry routes and the limits of the observed inventory.
Market snapshot
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.
Our snapshots describe the adverts Panta observes. They sit alongside official statistics and other research, each with its own population and purpose.