{"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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مستعارة لنحو 575 ألف عميل لدى NatWest قد تضيف معلومات إلى إحصاءات سوق العمل. وشملت البيانات السلطات المحلية الـ32 ومثلت نحو 13.3% من السكان البالغين في اسكتلندا.","جمعت Smart Data Foundry بين قواعد وضعها خبراء والتجميع غير الخاضع للإشراف عبر 26 سمة مشتقة من المعاملات. واستُنتجت حالة سوق العمل بدلاً من رصدها مباشرة، ما أفضى إلى تصنيفات بديلة للتوظيف والبطالة والخمول الاقتصادي. وقالت الحكومة إن المنهج يحتاج إلى مزيد من التطوير والتحقق قبل استخدام مخرجاته كإحصاءات رسمية. وليست هذه عينة عشوائية من السكان؛ كما أن تصنيف العاطلين أو المعتمدين على الإعانات يختلف عن تعريف البطالة لدى منظمة العمل الدولية."],"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 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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 sample","es":"Datos de la muestra","fr":"Données de l’échantillon","pt":"Dados da amostra","tr":"Örneklem 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