{"id":"abad5dd9-c82c-4c7f-af3d-6d6b8f6f8787","type":"API","name":"Employment rate, 2022 - - Statistical data for Malmö's areas","slug":"employment-rate-2022-statistical-data-for-malmos-areas","description":"Shows the proportion of employed people among the population in the area aged 20–65. Data from BAS (\"Labour Market Status of the Population\"). In BAS, a person is categorized as employed if, during the month of November of the reference year, they have received compensation according to the employer's declarations reported to the Swedish Tax Agency (or equivalent for those working in the rest of the Nordic region), are considered to be active as a business owner, trading or limited partnership owner, or have previously received compensation according to the above during the year and have received certain compensation from the Swedish Social Insurance Agency during the month of November (parental benefit, pregnancy benefit, sickness benefit and similar). From the reference year 2022, a new data source is used when SCB changes the data source to BAS from the previous RAMS (\"Register-based labour market statistics\"). There are differences between how RAMS defines gainfully employed people and how BAS defines employed people. For example, RAMS classifies those working in Denmark as not gainfully employed, while in BAS they are counted as employed under certain circumstances. There is therefore a time series break for this time series starting with data from 2022. The change in source and method means that comparisons of statistics regarding daytime population in 2022 and previous reference years must be made with great caution. Read more at SCB.se. Variable description You find it here API Using the API call https://opendata%2dapi.malmo.se/api/3/action/resourcesearch?query=description:malm%C3%B6%20statistics,_ you can retrieve all data sets that contain statistical data for Malmö's areas in JSON format. In each instance of result/results in the JSON result, there is an \"id\" property for each resour.","free_access_class":"UNKNOWN","auth_type":"UNKNOWN","homepage_url":null,"docs_url":null,"repo_url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1","status":"ACTIVE","verification_state":"UNVERIFIED","tags":["employment","housing","population"],"logo_url":"https://www.google.com/s2/favicons?sz=64&domain=opendata-api.malmo.se","primary_source_url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1","extraction_confidence":"0.28","created_at":"2026-07-09T12:05:02.242Z","updated_at":"2026-10-12T20:48:52.357Z","last_verified_at":"2026-09-07T13:33:25.713Z","deprecated_at":null,"ranking_score":37,"last_ranked_at":"2026-10-10T07:21:17.685Z","last_seen_at":null,"last_validated_at":null,"last_uptime_at":"2026-10-08T01:09:54.268Z","search_vector":"'-65':428B,718B '/api/3/action/resourcesearch?query=description:malm%c3%b6%20statistics,_':258B,662B '20':23B,313B,427B,717B '2022':3A,134B,213B,229B,304B,344B,358B,407A,538B,617B,633B,708B,748B,762B '2dapi.malmo.se':257B,661B '2dapi.malmo.se/api/3/action/resourcesearch?query=description:malm%c3%b6%20statistics,_':256B,660B '65':24B,314B 'a':440B,490B,539B,605B,720B,733B,751B,793B 'above':506B 'access':401B,805B 'accord':56B,99B 'according':460B,503B 'activ':84B 'active':488B 'age':22B,312B 'aged':426B,716B 'agenc':67B,116B 'agency':471B,520B 'all':666B 'among':16B,420B 'an':691B 'and':510B,532B,573B,622B,634B,757B,777B 'api':250B,253B,387B,654B,657B,791B 'are':484B,564B,595B 'area':9A,21B,272B,318B,425B,722B 'areas':413A,676B 'as':444B,489B,587B,597B,710B 'at':646B 'author':376B 'authorities':780B 'bas':27B,35B,148B,171B,189B,322B,431B,439B,552B,575B,593B,726B 'base':155B,341B,366B 'based':559B,745B,770B 'be':487B,639B,784B 'benefit':123B,125B,127B,527B,529B,531B 'between':566B 'break':204B,348B,608B,752B 'busi':87B 'business':491B 'call':254B,658B 'can':664B,783B 'categor':39B 'categorized':443B 'caution':239B,355B,643B,759B 'certain':109B,196B,513B,600B 'chang':143B,215B 'change':619B 'changes':547B 'circumst':197B 'circumstances':601B 'classifi':178B 'classifies':582B 'compar':357B 'comparing':761B 'comparison':222B 'comparisons':626B 'compens':55B,98B,110B,369B 'compensation':459B,502B,514B,773B 'consid':81B 'considered':485B 'contain':266B,670B 'count':192B 'counted':596B 'cover':299B 'covers':703B 'creat':346B 'creating':750B 'data':5A,25B,137B,145B,211B,263B,268B,378B,386B,409A,429B,541B,549B,615B,667B,672B,782B,790B 'dataset':294B,397B,698B,801B 'daytim':226B 'daytime':630B 'declar':61B 'declarations':465B 'defin':165B,172B,305B 'defined':709B 'defines':569B,576B 'denmark':182B,586B 'descript':245B 'description':649B 'differ':161B 'differences':565B 'draw':320B 'draws':724B 'during':447B,507B,521B 'each':681B,695B 'earlier':337B,361B,741B,765B 'employ':1A,14B,41B,59B,167B,173B,186B,194B,301B,310B,363B,402C 'employed':418B,445B,571B,577B,590B,598B,714B 'employer':463B 'employment':405A,705B,767B 'equival':69B 'equivalent':473B 'exampl':176B 'example':580B 'figur':359B 'figures':763B 'find':247B,651B 'for':410A,474B,579B,609B,673B,694B,707B,803B 'format':275B,679B 'from':430B,515B,534B,553B,616B,699B,747B,775B 'further':804B 'gain':166B,185B 'gainfully':570B,589B 'given':317B,721B 'great':238B,642B 'have':457B,499B,511B 'here':653B 'hous':403C 'how':567B,574B 'id':288B,692B 'identifi':398B 'identifiers':802B 'if':446B 'in':423B,438B,477B,585B,592B,620B,632B,677B,680B,685B,719B,753B 'instanc':278B 'instance':682B 'insur':115B,375B 'insurance':519B,779B 'is':442B,543B,603B,690B,769B 'it':652B,723B 'json':274B,283B,394B,678B,687B,798B 'labour':28B,156B,323B,432B,560B,727B 'limit':91B 'limited':495B 'made':236B,640B 'malmo':411A,674B,700B,787B 'malmö':7A,270B,296B,383B 'market':29B,157B,324B,433B,561B,728B 'mean':220B 'means':624B 'method':219B,623B 'month':45B,119B,449B,523B 'more':645B 'must':234B,638B 'new':136B,540B 'nordic':78B,482B 'not':588B 'novemb':47B,121B,368B 'november':451B,525B,772B 'of':417B,435B,450B,452B,480B,524B,627B,683B,713B,730B 'on':725B,771B 'onward':345B,749B 'open':385B,789B 'opendata':255B,659B 'or':472B,494B,498B 'owner':88B,93B,492B,497B 'parent':122B 'parental':526B 'partnership':92B,496B 'peopl':15B,168B,174B,311B 'people':419B,572B,578B,715B 'person':37B,441B 'popul':18B,33B,227B,328B,404C 'population':422B,437B,631B,732B 'pregnanc':124B 'pregnancy':528B 'previous':96B,151B,231B,555B,635B 'previously':500B 'properti':289B 'property':693B 'proport':12B 'proportion':416B 'queri':392B 'query':796B 'ram':152B,164B,177B,338B 'rams':556B,568B,581B,742B 'rate':2A,302B,406A,706B 'read':240B,644B 'receiv':54B,97B,108B 'received':458B,501B,512B 'record':370B 'records':774B 'refer':50B,132B,232B 'reference':454B,536B,636B 'regard':225B 'regarding':629B 'region':79B,483B 'regist':154B,340B 'register':558B,744B 'register-bas':153B,339B 'register-based':557B,743B 'replac':335B 'replaced':739B 'report':62B 'reported':466B 'requir':354B 'requiring':758B 'resour':292B,696B 'resourc':390B 'resource':794B 'rest':75B,479B 'result':284B,395B,688B 'result/results':280B,684B 'results':799B 'retriev':261B,381B 'retrieve':665B 'retrieved':785B 'return':393B 'returning':797B 's':412A,464B,675B,701B,788B 'scb':142B,332B,546B,736B 'scb.se':243B,647B 'search':391B,795B 'seri':203B,208B,352B 'series':607B,612B,756B 'set':264B 'sets':668B 'share':308B,712B 'show':10B 'shows':414B 'sick':126B 'sickness':530B 'similar':129B,533B 'social':114B,374B,518B,778B 'sourc':138B,146B,217B,333B 'source':542B,550B,621B,737B 'start':209B 'starting':613B 'statist':4A,158B,224B,267B,298B,330B,342B 'statistical':408A,671B 'statistics':562B,628B,702B,734B,746B 'status':30B,325B,364B,434B,729B,768B 'sweden':331B,735B 'swedish':65B,113B,469B,517B 'tax':66B,372B,470B,776B 'that':625B,669B,738B 'the':415B,421B,424B,436B,448B,453B,462B,468B,478B,481B,505B,508B,516B,522B,535B,548B,554B,618B,656B,686B,704B,711B,731B,740B,754B,781B 'there':563B,602B,689B 'therefor':200B 'therefore':604B 'they':456B,594B 'this':610B,697B 'those':475B,583B 'time':202B,207B,351B,606B,611B,755B 'to':461B,467B,486B,504B,551B 'trade':89B 'trading':493B 'under':599B 'use':140B,251B,388B 'used':544B 'using':655B,792B 'variabl':244B 'variable':648B 'via':382B,786B 'when':545B,760B 'while':591B 'with':614B,641B,764B,800B 'work':72B,180B 'working':476B,584B 'year':51B,105B,133B,233B,362B,455B,509B,537B 'years':637B,766B 'you':650B,663B","popularity_score":"0.0000","maintenance_score":"0.5000","institution_id":null,"institution_type":null,"country_code":null,"official_confidence":null,"proof_summary":null,"source_seed_url":null,"is_public_sector":true,"published_at":"2026-07-10T11:49:51.174Z","geographic_scope":"NATIONAL","name_en":null,"description_en":"This dataset from Malmö's statistics covers the employment rate for 2022, defined as the share of employed people aged 20–65 in a given area. It draws on BAS (Labour Market Status of the Population), a Statistics Sweden (SCB) source that replaced the earlier RAMS register-based statistics from 2022 onward, creating a break in the time series and requiring caution when comparing 2022 figures with earlier years. Employment status is based on November compensation records from tax and social insurance authorities. The data can be retrieved via Malmö's open data API using a resource search query, returning JSON results with dataset identifiers for further access.'","native_lang":"en","access_level":"direct","formats":[],"capability_tier":"sample","trust_score":18.5,"merged_into_entry_id":null,"identity_key":"API|https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1|employment rate, 2022 - - statistical data for malmö's areas","upstream_ref":null,"content_changed_at":null,"title_qualifier":null,"access":{"level":"direct","primary":{"kind":"query","label":"List records","method":"GET","url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20","source":"query_example","runnable":true,"direct":true},"actions":[{"kind":"query","label":"List records","method":"GET","url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20","source":"query_example","runnable":true,"direct":true},{"kind":"query","label":"Filter records","method":"GET","url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20&filters=%7B%22Huvudkategori%22%3A%22%3Cvalue%3E%22%7D","source":"query_example","runnable":true,"direct":true},{"kind":"query","label":"Run verified request","method":"GET","url":"https://opendata-api.malmo.se","source":"probe","runnable":true},{"kind":"landing","label":"Open source record","method":"GET","url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1","source":"primary_source","runnable":false}],"formats":[]},"maturity":{"entry_id":"abad5dd9-c82c-4c7f-af3d-6d6b8f6f8787","granularity":"entry","granularity_label":"One unit = one catalog entry. A PROXY for the SCOPE.md §4 ladder, which governs source families, not entries: a family with 400 entries moves this reading 400 times as much as a family with one. Never compare or combine with the source_family reading.","level":"discovered","level_index":1,"level_label":"Discovered","meaning":"Source and metadata recorded","counts_as_coverage":false,"blocked_by":"verified","rungs":[{"level":"discovered","level_index":1,"label":"Discovered","meaning":"Source and metadata recorded","evidence":"membership of the named population the ladder is taken over","counts_as_coverage":false,"met":true,"reached":true,"criterion":"TRUE"},{"level":"verified","level_index":2,"label":"Verified","meaning":"Access tested successfully","evidence":"entries.verification_state = 'VERIFIED'","counts_as_coverage":false,"met":false,"reached":false,"criterion":"entries.verification_state = 'VERIFIED'"},{"level":"profiled","level_index":3,"label":"Profiled","meaning":"Schema, dimensions and licence understood","evidence":"a data profile with at least one field (entry_data_profiles.field_count > 0)","counts_as_coverage":false,"met":true,"reached":false,"criterion":"EXISTS (SELECT 1 FROM entry_data_profiles p WHERE p.entry_id = entries.id AND COALESCE(p.field_count, 0) > 0)"},{"level":"executable","level_index":4,"label":"Executable","meaning":"Queries run through Commodity","evidence":"entries.capability_tier = 'live' — today's proxy for \"queryable through us\"","counts_as_coverage":true,"met":false,"reached":false,"criterion":"entries.capability_tier = 'live'"},{"level":"joinable","level_index":5,"label":"Joinable","meaning":"Canonical identifiers and concepts mapped","evidence":"a field link to a canonical identifier whose sampled VALUES match its format","counts_as_coverage":true,"met":false,"reached":false,"criterion":"EXISTS (SELECT 1 FROM entry_field_links efl WHERE efl.entry_id = entries.id AND efl.identifier_id IS NOT NULL AND efl.value_status = 'match')"},{"level":"reproducible","level_index":6,"label":"Reproducible","meaning":"Snapshots and transformation evidence retained","evidence":"at least one retained evidence manifest (migration 078)","counts_as_coverage":true,"met":false,"reached":false,"criterion":"EXISTS (SELECT 1 FROM evidence_manifests em WHERE em.entry_id = entries.id)"},{"level":"guaranteed","level_index":7,"label":"Guaranteed","meaning":"Monitored against an operational reliability target","evidence":"an active reliability target with a named monitor (migration 096)","counts_as_coverage":true,"met":false,"reached":false,"criterion":"EXISTS (SELECT 1 FROM entry_reliability_targets rt WHERE rt.entry_id = entries.id AND rt.is_active = true)"}],"officialness":{"basis":"catalog_inherited","label":"Inherited from the upstream catalog: this item came from a trusted official government catalog, and that provenance — not per-item proof — is the warrant. Its own proof score is below 80 or it matched no registered institution (apps/worker/src/connectors/catalog/qualify-store.ts).","proof_confidence":null,"proven_threshold":80,"institution_id":null,"definition":"CASE WHEN COALESCE(entries.is_public_sector, false) IS NOT TRUE THEN 'not_official' WHEN COALESCE(entries.official_confidence, 0) >= 80 AND entries.institution_id IS NOT NULL THEN 'per_item_proven' ELSE 'catalog_inherited' END"},"source_family":{"key":"opendata-api.malmo.se","label":"One unit = one source family, approximated by the serving host of the entry's primary source URL (e.g. bdl.stat.gov.pl). A COMPUTED stand-in for the curated families of SCOPE.md §5, which no table holds yet. A family sits at the highest level any of its entries has reached, because a family is integrated to the depth of its deepest working integration. Never compare or combine with the entry reading."},"generated_at":"2026-10-12T22:46:52.441Z"},"api_details":{"id":"92f0da59-e7b8-49f1-8075-9f6386f57e9c","entry_id":"abad5dd9-c82c-4c7f-af3d-6d6b8f6f8787","base_url":"https://opendata-api.malmo.se","openapi_url":null,"graphql_url":null,"api_version":null,"spec_format":"rest","endpoints_count":null,"endpoints":[],"rate_limit_info":null,"free_tier_limits":null,"ping_url":null,"created_at":"2026-07-09T12:05:02.433Z","updated_at":"2026-07-09T12:05:02.433Z"},"dataset_details":null,"license":null,"reuse":{"license_id":null,"license_name":null,"license_url":null,"commercial_use":{"status":"unknown","value":null},"redistribution":{"status":"unknown","value":null},"attribution_required":{"status":"unknown","value":null},"share_alike":{"status":"unknown","value":null},"personal_data_warning":{"status":"unknown","value":null},"cache_and_mirror":{"status":"unknown","value":null},"undetermined":["commercial_use","redistribution","attribution_required","share_alike","personal_data_warning","cache_and_mirror"],"basis":"unverified","confidence":0.1,"confidence_tier":"low","source_text":null,"source_url":null,"reviewed_at":null},"license_raw":null,"latest_check":{"id":"b9712762-3673-4ecc-9df8-5c24f660e470","entry_id":"abad5dd9-c82c-4c7f-af3d-6d6b8f6f8787","status":"UNVERIFIED","last_checked_at":"2026-10-12T19:56:22.080Z","p50_latency_ms":5493,"p95_latency_ms":null,"last_error":"Source URL is HTML, not a machine-readable API — possible mis-classification","consecutive_failures":1,"created_at":"2026-07-09T12:07:31.430Z","updated_at":"2026-10-12T19:56:22.080Z","consecutive_successes":0,"probe_url":"https://opendata-api.malmo.se","probe_method":"GET","probe_http_status":200,"probe_content_type":"text/html; charset=utf-8","probe_succeeded_at":"2026-09-07T13:33:25.446Z"},"data_profile":{"id":"3b0a36ed-2203-4e1f-84e1-3fd297754ee6","entry_id":"abad5dd9-c82c-4c7f-af3d-6d6b8f6f8787","profile_source":"ckan_datastore","profile_kind":"dataset","dataset_id":"fb8c2776-ea14-41b2-b3ba-a4152881c6f1","fields":[{"name":"Huvudkategori","type":"text","label":null,"filterable":true,"description":null,"description_en":"Main category of the statistic, e.g. labour market."},{"name":"Ar","type":"text","label":null,"filterable":true,"description":null,"description_en":"Reference year of the data."},{"name":"Geografityp","type":"text","label":null,"filterable":true,"description":null,"description_en":"Type of geographic area used for the statistic."},{"name":"Geografikod","type":"text","label":null,"filterable":true,"description":null,"description_en":"Code identifying the specific geographic statistical area."},{"name":"Omrade","type":"text","label":null,"filterable":true,"description":null,"description_en":"Name of the Malmö area the data refers to."},{"name":"Underkategori","type":"text","label":null,"filterable":true,"description":null,"description_en":"Subcategory specifying the statistic, e.g. employment rate."},{"name":"Kon","type":"text","label":null,"filterable":true,"description":null,"description_en":"Gender group the figure applies to."},{"name":"Andel","type":"text","label":null,"filterable":true,"description":null,"description_en":"Share of employed people aged 20–65 in the area, as a decimal fraction."}],"field_count":8,"sample_records":[{"Ar":"2024","Kon":"Män","_id":4525,"Andel":"0.8106811640550048","Omrade":"1: Västra hamnen, Gamla staden m fl","Geografikod":"GESO01","Geografityp":"Geografiska statistikområden","Huvudkategori":"Arbetsmarknad","Underkategori":"Sysselsättningsgrad"},{"Ar":"2024","Kon":"Män","_id":4526,"Andel":"0.7450336845741924","Omrade":"2: Kirsebergsstaden, Värnhem m fl","Geografikod":"GESO02","Geografityp":"Geografiska statistikområden","Huvudkategori":"Arbetsmarknad","Underkategori":"Sysselsättningsgrad"},{"Ar":"2024","Kon":"Män","_id":4527,"Andel":"0.8090739945613282","Omrade":"3: Riseberga, Jägersro m fl","Geografikod":"GESO03","Geografityp":"Geografiska statistikområden","Huvudkategori":"Arbetsmarknad","Underkategori":"Sysselsättningsgrad"},{"Ar":"2024","Kon":"Män","_id":4528,"Andel":"0.7645107794361525","Omrade":"4: Oxie Kyrkby, Oxievång m fl","Geografikod":"GESO04","Geografityp":"Geografiska statistikområden","Huvudkategori":"Arbetsmarknad","Underkategori":"Sysselsättningsgrad"},{"Ar":"2024","Kon":"Män","_id":4529,"Andel":"0.8490501454732158","Omrade":"5: Bunkeflostrand, Tygelsjö by m fl","Geografikod":"GESO05","Geografityp":"Geografiska statistikområden","Huvudkategori":"Arbetsmarknad","Underkategori":"Sysselsättningsgrad"}],"record_count":"1503","data_size_bytes":null,"dataset_count":null,"query_examples":[{"url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20","curl":"curl -s 'https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20' -H 'Accept: application/json'","label":"List records","method":"GET","description":"First rows of the resource with the field list (DataStore JSON)."},{"url":"https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20&filters=%7B%22Huvudkategori%22%3A%22%3Cvalue%3E%22%7D","curl":"curl -s 'https://opendata-api.malmo.se/api/action/datastore_search?resource_id=fb8c2776-ea14-41b2-b3ba-a4152881c6f1&limit=20&filters=%7B%22Huvudkategori%22%3A%22%3Cvalue%3E%22%7D' -H 'Accept: application/json'","label":"Filter records","method":"GET","description":"Filter rows where Huvudkategori equals a value (CKAN DataStore filters= syntax)."}],"status":"ok","error_message":null,"profiled_at":"2026-10-07T11:07:11.639Z","run_id":"6f8d006f-c5d4-4e6d-abc3-16ef9e8d21f1","created_at":"2026-07-18T14:17:47.490Z","updated_at":"2026-10-07T11:07:11.639Z","license_raw":null,"license_id":null,"consecutive_failure_count":0,"last_error_at":null,"last_error_message":null,"previewable":true,"personal_data":{"status":"none","basis":"no_person_column_cited","grain":"none","allowed":true,"columns":{"direct_identifiers":[],"family_names":[],"given_names":[],"attributes":[],"unresolved_names":[],"measures":[],"entity_identifiers":[]},"publication":null,"publication_evidence":null,"notice":"personal data: no cited column names a natural person (the cited columns are all this reads)"}},"datasets":[],"limits":[],"manifest":{"answer_sha256":"444c72b2d8a25b8738cfd798a04b710ed8aa7524e2b4fa8b4105808b45fba9f5","answer_sha256_rule":"sha256 (hex, UTF-8) of JSON.stringify(this body) after deleting the keys listed in manifest.stamped_keys from manifest, and deleting manifest itself if it is then empty. The hash was computed before the stamp existed, so no field of the stamp is inside it.","stamped_keys":["answer_sha256","answer_sha256_rule","stamped_keys","row_count","row_count_basis","live","live_basis","created_at","created_at_basis","durable_citation"],"row_count":26,"row_count_basis":"Objects that are elements of a JSON array anywhere in this body, excluding manifest. Not a claim about which collection is the answer. Largest single collection: data_profile.fields[] (8 rows).","live":true,"live_basis":"This body was produced by executing the request.","created_at":"2026-10-12T22:46:52.448Z","created_at_basis":"When this response body was assembled, deliberately OUTSIDE the hashed bytes so the same answer hashes identically on every request. Not the upstream read time — that is provenance[].retrieved_at. A zone-cached replay carries the assembly time, not your receipt time.","durable_citation":"This manifest is produced at response time and is NOT stored. A durable, replayable citation is persisted only on an explicit cite: GET /api/v1/entries/{id-or-slug}/evidence, or the MCP cite_query tool. Both are entry-scoped, because evidence_manifests is entry-shaped; a domain answer spanning several sources has no single entry and cannot be persisted through that path."}}