{"schema_version":"panta-insights-analysis-v1","snapshot_at":"2026-11-04T06:48:51.234Z","collection_completed_at":"2026-11-04T06:49:02.837Z","input_sha256":"5a2b87871b4c0662b64a3087db01a8b365bfcb03b1931d23cd5f564751868a5a","query_sha256":"f850a384c0b15bdc41a9959bc8079d82eef8da77fd72e6e7e932c18a3d4ccc04","eligibility_predicate_sha256":"19ca3901600cfc4a0b1726a3d13bf63978882f10d0eefdf37cc61b7aa19c7c06","category_version":"2026-10-27.2","read_only_receipt":{"rows_written":0,"changed_db":false},"scope":"Active canonical Swiss-eligible inventory with a trusted enabled source. Main analysis requires at least one fresh source and physical_ch geography. Observation stock at collection, not new ads, hires or a representative national sample.","inventory":{"selected":15582,"selected_employers":729,"selected_sources":739,"fresh_backed":15037,"without_fresh_backing":545,"fresh_employers":724,"fresh_sources":734,"fresh_location_classes":{"physical_ch":14536,"remote_ch_eligible":34,"multi_country_ch":467},"physical":14536,"physical_employers":710},"physical":{"language_metadata":{"de":8327,"unknown":4477,"en":836,"fr":845,"it":51},"geography":{"physical":13954,"hybrid":532,"remote":50},"entry_labels":{"trial_apprenticeship":579,"no_entry_label_detected":11223,"apprenticeship":2231,"internship":423,"junior_graduate_trainee":80},"workload":{"100_only":2476,"no_percentage_detected":8103,"below_100_option":3938,"ambiguous_signals":19},"roles":{"ai":63,"data":88,"pharma":29},"missing":{"language":4477,"description":871,"publication_date":1209,"canton":6127,"salary_text":14533},"top_employers":[{"company":"Coop-Gruppe","domain":"coopjobs.ch","jobs":2843},{"company":"LANDI","domain":null,"jobs":717},{"company":"Stadt Zürich","domain":"stadt-zuerich.ch","jobs":529},{"company":"Volg","domain":"volg.ch","jobs":447},{"company":"Swiss Federal Administration","domain":"admin.ch","jobs":399}],"sensitivity":{"excluded_employer":"Coop-Gruppe","excluded_jobs":2843,"remaining":11693,"language_metadata":{"de":5835,"unknown":4477,"en":836,"fr":532,"it":13},"workload":{"no_percentage_detected":7674,"below_100_option":3032,"100_only":970,"ambiguous_signals":17},"entry_labels":{"no_entry_label_detected":9763,"apprenticeship":1367,"internship":415,"trial_apprenticeship":72,"junior_graduate_trainee":76}}},"definitions":{"language_metadata":"Source language metadata normalized by primary subtag; not independently detected advert language, a language requirement or English-only eligibility.","workload":"Explicit percentages in title/employment_type only. Dash ranges with minimum below 100 count as a below-100 option. Multiple signals including standalone 100 and below-100 values stay ambiguous; this includes some ranges written with words. Missing is not full-time. All signals need contextual validation before describing actual workload availability.","entry_labels":"Ordered lexical labels in title/employment_type: trial apprenticeship, apprenticeship, internship, junior/graduate/trainee, no entry label detected. No label does not mean senior. Mixed roles require review.","roles":"Reviewed Panta title families v2026-10-27.2; AI/data/pharma overlap, omit other occupations, and cannot be summed as a market taxonomy.","freshness":"At least one active trusted-enabled source has a successful sync within its configured freshness window at collection; field content and application acceptance are not independently verified."}}