{"article":{"annotation":{"article_id":"scotland-tests-bank-data-labour-market-indicator","available_at":"2026-10-15T16:15:47.509479Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"b641257098593757523763a9d8ca081ce7d63c7d66131407947285d80fbbb67f","input_sha256":"e5c8e16a372b22ee9492d8c0d56cecf96b1d3d96c52d2a5c6cc953dfab0a0020","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. 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Le jeu de données couvrait les 32 collectivités locales et représentait environ 13,3 % de la population adulte écossaise.","Smart Data Foundry a combiné des règles conçues par des experts et un regroupement non supervisé à partir de 26 caractéristiques dérivées des transactions. La situation professionnelle a été inférée, et non observée directement, pour produire des classifications indirectes de l’emploi, du chômage et de l’inactivité économique. Le gouvernement estime que la méthode doit encore être développée et validée avant un usage statistique officiel. Il ne s’agit pas d’un échantillon aléatoire de la population ; la catégorie des chômeurs ou personnes dépendantes des prestations diffère aussi de la définition du chômage de l’Organisation internationale du Travail."],"sections":[]},"corrections":[],"country":"GB","data":{"blocks":[{"description":{"ar":"دُرست بيانات نحو 575 ألف عميل لدى NatWest ضمن إثبات مفهوم لمؤشرات سوق العمل.","de":"Daten von rund 575.000 NatWest-Kunden wurden in einem Machbarkeitsnachweis für Arbeitsmarktindikatoren untersucht.","en":"Data from about 575,000 NatWest customers was examined in a proof of concept for labour-market indicators.","es":"Se estudiaron datos de unos 575.000 clientes de NatWest en una prueba de concepto de indicadores laborales.","fr":"Les données d’environ 575 000 clients de NatWest ont été étudiées dans une preuve de concept pour des indicateurs du marché du travail.","pt":"Dados de cerca de 575 mil clientes do NatWest foram analisados em uma prova de conceito de indicadores laborais.","tr":"NatWest kaynaklı yaklaşık 575.000 müşteri verisi, işgücü göstergeleri için bir kavram kanıtı çalışmasında incelendi."},"id":"reported-event","items":[{"date":"2026-10-15","description":{"ar":"دُرست بيانات نحو 575 ألف عميل لدى NatWest ضمن إثبات مفهوم لمؤشرات سوق العمل.","de":"Daten von rund 575.000 NatWest-Kunden wurden in einem Machbarkeitsnachweis für Arbeitsmarktindikatoren untersucht.","en":"Data from about 575,000 NatWest customers was examined in a proof of concept for labour-market indicators.","es":"Se estudiaron datos de unos 575.000 clientes de NatWest en una prueba de concepto de indicadores laborales.","fr":"Les données d’environ 575 000 clients de NatWest ont été étudiées dans une preuve de concept pour des indicateurs du marché du travail.","pt":"Dados de cerca de 575 mil clientes do NatWest foram analisados em uma prova de conceito de indicadores laborais.","tr":"NatWest kaynaklı yaklaşık 575.000 müşteri verisi, işgücü göstergeleri için bir kavram kanıtı çalışmasında incelendi."},"label":{"ar":"اسكتلندا تختبر البيانات المصرفية كمؤشر لسوق العمل","de":"Schottland prüft Bankdaten als Arbeitsmarktindikator","en":"Scotland tests bank data as a labour-market indicator","es":"Escocia prueba datos bancarios como indicador del mercado laboral","fr":"L’Écosse teste les données bancaires comme indicateur du marché du travail","pt":"Escócia testa dados bancários como indicador do mercado de trabalho","tr":"İskoçya, banka verilerini işgücü piyasası ölçümünde değerlendiriyor"},"status":"occurred"}],"methodology":{"ar":"لا يقيس المؤشر التوظيف مباشرة؛ بل هو تصنيف بديل مستنتج من معاملات العملاء ويحتاج إلى تحقق إضافي.","de":"Die Messung beobachtet Beschäftigung nicht direkt; sie ist eine aus Transaktionen abgeleitete Näherungsklassifikation, die weiterer Validierung bedarf.","en":"The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.","es":"La medida no observa directamente el empleo; es una clasificación indirecta inferida de transacciones y requiere más validación.","fr":"La mesure n’observe pas directement l’emploi ; c’est une classification indirecte déduite des transactions, qui nécessite une validation supplémentaire.","pt":"A medida não observa diretamente o emprego; é uma classificação aproximada inferida de transações e requer validação adicional.","tr":"Gösterge, istihdamı doğrudan ölçmez; müşteri işlem verisinden çıkarılan ve ek doğrulama gerektiren vekil sınıflandırmadır."},"sourceUrls":["https://www.gov.scot/publications/using-financial-data-to-enhance-labour-market-statistics-in-scotland/"],"title":{"ar":"اسكتلندا تختبر البيانات المصرفية كمؤشر لسوق العمل","de":"Schottland prüft Bankdaten als Arbeitsmarktindikator","en":"Scotland tests bank data as a labour-market indicator","es":"Escocia prueba datos bancarios como indicador del mercado laboral","fr":"L’Écosse teste les données bancaires comme indicateur du marché du travail","pt":"Escócia testa dados bancários como indicador do mercado de trabalho","tr":"İskoçya, banka verilerini işgücü piyasası ölçümünde değerlendiriyor"},"type":"events","updatedAt":"2026-10-15T16:09:16Z"},{"columns":[{"key":"measure","label":{"ar":"المؤشر","de":"Messgröße","en":"Measure","es":"Medida","fr":"Mesure","pt":"Medida","tr":"Gösterge"},"language":"en","type":"text"},{"key":"value","label":{"ar":"القيمة","de":"Wert","en":"Value","es":"Valor","fr":"Valeur","pt":"Valor","tr":"Değer"},"type":"number","unit":"count"},{"key":"basis","label":{"ar":"الأساس","de":"Grundlage","en":"Basis","es":"Base","fr":"Base","pt":"Base","tr":"Esas"},"language":"en","type":"text"}],"description":{"ar":"مجموعة البيانات الواردة في تقرير الجدوى الرسمي.","de":"Datensatz aus dem amtlichen Machbarkeitsbericht.","en":"Dataset described in the official feasibility report.","es":"Conjunto descrito en el informe oficial de viabilidad.","fr":"Jeu de données décrit dans le rapport officiel de faisabilité.","pt":"Conjunto descrito no relatório oficial de viabilidade.","tr":"Resmî fizibilite raporunda tanımlanan veri kümesi."},"id":"reported-sample","methodology":{"ar":"لا يقيس المؤشر التوظيف مباشرة؛ بل هو تصنيف بديل مستنتج من معاملات العملاء ويحتاج إلى تحقق إضافي.","de":"Die Messung beobachtet Beschäftigung nicht direkt; sie ist eine aus Transaktionen abgeleitete Näherungsklassifikation, die weiterer Validierung bedarf.","en":"The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.","es":"La medida no observa directamente el empleo; es una clasificación indirecta inferida de transacciones y requiere más validación.","fr":"La mesure n’observe pas directement l’emploi ; c’est une classification indirecte déduite des transactions, qui nécessite une validation supplémentaire.","pt":"A medida não observa diretamente o emprego; é uma classificação aproximada inferida de transações e requer validação adicional.","tr":"Gösterge, istihdamı doğrudan ölçmez; müşteri işlem verisinden çıkarılan ve ek doğrulama gerektiren vekil sınıflandırmadır."},"rowTranslations":[{"basis":{"ar":"نحو","de":"rund","en":"approximately","es":"aproximadamente","fr":"environ","pt":"cerca de","tr":"yaklaşık"},"measure":{"ar":"عملاء NatWest المعرّفون بأسماء مستعارة","de":"Pseudonymisierte NatWest-Kunden","en":"NatWest pseudonymised customers","es":"Clientes seudonimizados de NatWest","fr":"Clients pseudonymisés de NatWest","pt":"Clientes pseudonimizados do NatWest","tr":"Kimlikleri takma kodlarla değiştirilmiş NatWest müşterileri"}},{"basis":{"ar":"الكل","de":"alle","en":"all","es":"todas","fr":"toutes","pt":"todas","tr":"tümü"},"measure":{"ar":"السلطات المحلية الاسكتلندية المشمولة","de":"Abgedeckte schottische Kommunalbehörden","en":"Scottish local authorities covered","es":"Autoridades locales escocesas cubiertas","fr":"Collectivités locales écossaises couvertes","pt":"Autoridades locais escocesas abrangidas","tr":"Kapsanan İskoç yerel yönetimleri"}},{"basis":{"ar":"استُخدمت في النموذج","de":"im Modell verwendet","en":"used in model","es":"usadas en el modelo","fr":"utilisées dans le modèle","pt":"usadas no modelo","tr":"modelde kullanıldı"},"measure":{"ar":"سمات مشتقة من المعاملات","de":"Transaktionsbasierte Merkmale","en":"Transaction-derived features","es":"Características derivadas de transacciones","fr":"Caractéristiques dérivées des transactions","pt":"Características derivadas de transações","tr":"İşlemden türetilen özellikler"}}],"rows":[{"basis":"approximately","measure":"NatWest pseudonymised customers","value":575000},{"basis":"all","measure":"Scottish local authorities covered","value":32},{"basis":"used in model","measure":"Transaction-derived features","value":26}],"sourceUrls":["https://www.gov.scot/publications/using-financial-data-to-enhance-labour-market-statistics-in-scotland/"],"title":{"ar":"بيانات العينة","de":"Stichprobendaten","en":"Study 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هو تصنيف بديل مستنتج من معاملات العملاء ويحتاج إلى تحقق إضافي.","de":"Die Messung beobachtet Beschäftigung nicht direkt; sie ist eine aus Transaktionen abgeleitete Näherungsklassifikation, die weiterer Validierung bedarf.","en":"The measure does not directly observe employment; it is a proxy classification inferred from customer transaction data and requires further validation.","es":"La medida no observa directamente el empleo; es una clasificación indirecta inferida de transacciones y requiere más validación.","fr":"La mesure n’observe pas directement l’emploi ; c’est une classification indirecte déduite des transactions, qui nécessite une validation supplémentaire.","pt":"A medida não observa diretamente o emprego; é uma classificação aproximada inferida de transações e requer validação adicional.","tr":"Gösterge, istihdamı doğrudan ölçmez; müşteri işlem verisinden çıkarılan ve ek doğrulama gerektiren vekil sınıflandırmadır."},"rowTranslations":[{"measure":{"ar":"حصة السكان البالغين 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Government","publishedAt":"2026-10-15","url":"https://www.gov.scot/publications/using-financial-data-to-enhance-labour-market-statistics-in-scotland/"}],"summary":"Une étude de faisabilité du gouvernement écossais a examiné les données de transactions pseudonymisées comme complément possible aux statistiques d’emploi issues d’enquêtes.","text":"Une étude de faisabilité du gouvernement écossais a examiné les données de transactions pseudonymisées comme complément possible aux statistiques d’emploi issues d’enquêtes.\n\nLe gouvernement écossais a évalué si les données financières pseudonymisées d’environ 575 000 clients de NatWest pouvaient enrichir les statistiques du marché du travail. Le jeu de données couvrait les 32 collectivités locales et représentait environ 13,3 % de la population adulte écossaise.\n\nSmart Data Foundry a combiné des règles conçues par des experts et un regroupement non supervisé à partir de 26 caractéristiques dérivées des transactions. La situation professionnelle a été inférée, et non observée directement, pour produire des classifications indirectes de l’emploi, du chômage et de l’inactivité économique. Le gouvernement estime que la méthode doit encore être développée et validée avant un usage statistique officiel. 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