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Samples: 'măţar' | 'Operator, Machine: Bakery Products' | 'Operator mesin pengolahan makanan dan ybdi bertuga'","pct_of_all_countries":71.8,"total_subcodes_across_db":1285},"urgency_score":0.6643},{"isco_code":"8131","isco_label_en":"Chemical Products Plant and Machine Operators","recommendation":"SPLIT","scores":{"adoption":0.8521,"fragmentation_norm":0.9245,"fragmentation_raw":32.11,"recency_anomaly":0.4513,"stability":0.4618},"suggested_splits":[{"concept":"Chemical Production Machine Operator","concept_source":"EN_labels_majority","digit_cluster":"81311x","labels_sample_en":["Chemical Production Machine Operator","Kiln-Operator, Chemical and Related Processes","Machine Operator Pharmaceutical Products","Machine Operator, Ammunition Products","Machine Operator, Chlorine Gas Production","Machine Operator, Coke Production","Machine Operator, Detergent Production","Machine Operator, Explosives Production"],"labels_sample_native":["Operador de calandra (química, petroquímica e afins)","Operador de extrusora (química, petroquímica e afins)","Obsluha strojů a zařízení pro zpracování chemikálií drcením, mícháním, teplem, filtrováním a destilací","Operatørarbejde ved fremstilling af kemiske produkter i medicinalindustri","ការ ើមា៉ាស្ុើន ែលិតច្ទ្យៀន"],"subcodes_sample":["711911","81311","813110","81311001","81311002"],"support_pct":72,"supporting_countries":["AE","AO","AU","BD","BR","BT","Brunei","CO","CZ","DK"]},{"concept":"Machine Operator, Lead Production","concept_source":"EN_labels_majority","digit_cluster":"81312x","labels_sample_en":["Machine Operator, Lead Production","Machine Operator, Linoleum Production","Machine Operator, Match Production","Machine Operator, Mixing and Blending/Chemical and Related Processes","Machine Operator, Mosquito Coil Production","Machine Operator, Pencil Production","Machine Operator, Pulverising/Chemical and Related Processes","Machine Operator, Sieving/Chemical Occupation Description and Related Processes"],"labels_sample_native":["Operador de produção (química, petroquímica e afins)","Operador de processo (química, petroquímica e afins)","Obsluha strojů a zařízení pro zpracování ropy a zemního plynu","Operatørarbejde ved fremstilling af kemiske produkter ekskl. medicinalindustri","ការ ើមា៉ាស្ុើន ែលិតជាតិែទុះ"],"subcodes_sample":["41312","81312","813120","81312001","81312002"],"support_pct":66,"supporting_countries":["AE","AO","BD","BR","BT","Brunei","CO","CZ","DK","Germany"]},{"concept":"Cement Furnaceman","concept_source":"EN_labels_majority","digit_cluster":"81310x","labels_sample_en":["Candle Production Machine Operator","Cement Furnaceman","Agarbati Production Machine Operator","Compounder, Match/Chemical and Related Processes","Cooker, Chemical Processes Occupation Description","Enameller, Chemical","Explosive Products Machine Operator","Foam Maker, Chemical"],"labels_sample_native":["Operadores de plantas y máquinas de productos químicos","Cilindrista (petroquímica e afins)","PRODUTOS QUÍMICOS","Küünlatootmismasina operaator","Lõhkeainete tootmise masina operaator"],"subcodes_sample":["81310","81310001","81310002","81310003","81310004"],"support_pct":57,"supporting_countries":["AE","BD","BO","BR","Cape Verde","Estonia","GT","HN","ID","IN"]},{"concept":"Maker, Soap","concept_source":"EN_labels_majority","digit_cluster":"81313x","labels_sample_en":["Machine Operators, Glue-Mixing","Machine Operators, Paint-Mixing","Maker, Soap","Operator, Acid Plant","Operator, Bleacher/Chemical","Operator, Cooking Equipment/Chemical and Related Processes","Operator, Coverter/Chemical Processes (Except Petroleum and Natural Gas)","Operator, Crusher/Chemical and Related Processes"],"labels_sample_native":["Técnico de operação (química, petroquímica e afins)","Obsluha strojů a zařízení pro farmaceutickou výrobu","ការ ើមា៉ាស្ុើន ែលិតឱ្ស្ថ ន ិងច្ក្គឿងស្មែិតស្មា ែ ងកាយ","Операторы по химической фильтрации и выделениям","Operador de instalação automática de fabrico de ampolas - 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Samples: 'gauger' | 'Machine Operator, Explosives Production' | 'Operator mesin penyulingan minyak bumi dan gas ala'","pct_of_all_countries":85.2,"total_subcodes_across_db":1509},"urgency_score":0.6059},{"isco_code":"2212","isco_label_en":"Specialist Medical Practitioners","recommendation":"SPLIT","scores":{"adoption":0.8592,"fragmentation_norm":0.7798,"fragmentation_raw":27.08,"recency_anomaly":0.4935,"stability":0.3413},"suggested_splits":[{"concept":"Neurologist","concept_source":"EN_labels_majority","digit_cluster":"22121x","labels_sample_en":["Anaesthetist","Specialist Physician (General Medicine)","Cardiologist","Clinical Haematologist","Medical Oncologist","Endocrinologist","Gastroenterologist","Intensive Care Specialist"],"labels_sample_native":["MÉDICO CIRURGIÃO","Lékaři v interních oborech","Kardiokirurg","Vaskulaarkirurg","Kardiovaskulaarkirurg (veresoontekirurgia erialal)"],"subcodes_sample":["22121","221210","2212100","22121000","22121001"],"support_pct":79,"supporting_countries":["AE","AO","AU","BD","BT","Brunei","CZ","Cape Verde","Estonia","GT"]},{"concept":"Ophthalmologist","concept_source":"EN_labels_majority","digit_cluster":"22122x","labels_sample_en":["Paediatrician","Renal Medicine Specialist","Rheumatologist","Thoracic Medicine Specialist","Vascular Surgeon","Obstetrician and Gynaecologist, Fertility","Obstetrician and Gynaecologist, Fetomaternal Medicine","Obstetrician and Gynaecologist, Oncology"],"labels_sample_native":["MÉDICO CARDIOLOGISTA","Lékaři v chirurgických oborech","Oftalmoloog","Onkoloog","Ortopeed"],"subcodes_sample":["22122","221220","22122001","221221","22122101"],"support_pct":71,"supporting_countries":["AE","AO","AU","BD","BT","Brunei","CZ","Cape Verde","Estonia","GT"]},{"concept":"Rheumatologist","concept_source":"EN_labels_majority","digit_cluster":"22123x","labels_sample_en":["Paediatrician","Paediatrician, Cardiology","Paediatrician, Gastroenterology","Paediatrician, Haematology","Paediatrician, Nephrology","Paediatrician, Neurology","Paediatrician, Oncology","Paediatrician, Respiratory"],"labels_sample_native":["MÉDICO PEDIATRA","Lékaři v gynekologii a porodnictví","Reumatoloog","Sisehaiguste arst","Taastusarst"],"subcodes_sample":["22123","221230","22123001","221231","22123101"],"support_pct":60,"supporting_countries":["AE","AO","BD","BT","Brunei","CZ","Cape Verde","Estonia","GT","HN"]},{"concept":"Cardiologist","concept_source":"EN_labels_majority","digit_cluster":"22120x","labels_sample_en":["Auditors, Company Secretaries and Corporate Treasurers nfd","Anaesthetist","Haematologist","Cardiologist","Dermatologist","Doctor Medical Insurance Consultancy","Doctor Medical/Anaesthetic","Doctor Medical/Cardiology"],"labels_sample_native":["Médicos especialistas","Médicos especialistas                                                22101   Médicos generales y especialistas","Biomédico","Speciallægearbejde","Anestesioloogia ja intensiivravi arst"],"subcodes_sample":["22120","221200","221201","22120100","22120101"],"support_pct":58,"supporting_countries":["AE","AU","BD","BO","BR","CO","DK","Estonia","GT","HN"]},{"concept":"Paediatrician","concept_source":"EN_labels_majority","digit_cluster":"22124x","labels_sample_en":["Physician, Respiratory Medicine","Physician, Rheumatology","Podiatrist","Preventive Medical Specialist","Prostheist","Psychiatrist","Radiation Oncologist","Radiologist"],"labels_sample_native":["MÉDICO PNEUMOLOGISTA","Lékaři v psychiatrických oborech","ច្វជាបណឌិ ត ក្គូច្ពទ្យយជំនាញឯកច្ទ្យស្ៈ កាុងក្បពន ធ័បងកកំច្ណើ តកូន របស្់ន្តស្តើ  ការ","Врачи в области инфекционных болезней","Tiesu psihiatrijas EKSPERTS"],"subcodes_sample":["22124","221240","221241","221242","221243"],"support_pct":50,"supporting_countries":["AE","BD","Brunei","CZ","Cape Verde","GT","Germany","IQ","JM","KE"]}],"supporting_evidence":{"avg_subcodes_per_country":27.08,"countries_using_code":122,"countries_with_subcodes":48,"label_variance":"438 distinct labels from 688 sources. Samples: 'Surgeon' | 'Occupational Physician' | 'Dokter spesialis bedah umum melakukan kegiatan pem'","pct_of_all_countries":85.9,"total_subcodes_across_db":1300},"urgency_score":0.5871},{"isco_code":"2310","isco_label_en":"University and Higher Education Teachers","recommendation":"SPLIT","scores":{"adoption":0.7817,"fragmentation_norm":0.6102,"fragmentation_raw":21.19,"recency_anomaly":0.4654,"stability":0.4511},"suggested_splits":[{"concept":"Professor","concept_source":"EN_labels_majority","digit_cluster":"23101x","labels_sample_en":["University Lecturer","University Tutor","Vocational Education Teacher / Polytechnic Teacher","Associate Professor","Assistant Professor","Demonstrator","University lecturer/tutor","University/College Lecturer"],"labels_sample_native":["Profesores de universidades y de la enseñanza superior","23101   Profesores de universidades y de la enseñanza superior","Vědečtí, výzkumní a vývojoví pracovníci na vysokých školách","Undervisning og forskning ved lange videregående uddannelser","Dosen Ilmu Sosial Dan Politik"],"subcodes_sample":["23101","231010","2310100","23101000","2310101"],"support_pct":62,"supporting_countries":["AE","AU","BD","BO","BT","Brunei","CZ","DK","ID","IN"]},{"concept":"Professor","concept_source":"EN_labels_majority","digit_cluster":"23100x","labels_sample_en":["Air and Marine Transport Professionals nfd","Assistant Lecturer","Professor Emeritus","Leader, University","Lecturer, University","Lecturer, College","Lecturer, Dental","Lecturer, Medical"],"labels_sample_native":["Lektor","Dotsent","Assistent (õppejõud)","Erialainstruktor","Ülikooli koolitusspetsialist"],"subcodes_sample":["23100","231000","23100001","23100002","23100003"],"support_pct":60,"supporting_countries":["AE","AO","AU","BD","CO","Estonia","GT","HN","ID","IN"]},{"concept":"Lecturer","concept_source":"EN_labels_majority","digit_cluster":"23102x","labels_sample_en":["Other higher education institutions lecturers","Professor","Lecturer","Professor, university","Forest Sciences Professor","Aquaculture Professor","Veterinary Sciences Professor","Hotel and Tourism Professor"],"labels_sample_native":["Profesores de enseñanza superior no universitaria o técnico superior","23102   Profesores de enseñanza superior no universitaria o técnico superior","Profesoři na vysokých školách","Undervisning og forskning ved mellemlange videregående uddannelser","ស្ថន្តស្ថ ្ ចារយផែាកច្វជាស្ថន្តស្ត"],"subcodes_sample":["20172311","23102","231020","231021","23102100"],"support_pct":50,"supporting_countries":["AE","BO","BT","Brunei","CZ","DK","IQ","JM","KH","Mauritius"]},{"concept":"University and higher education teachers","concept_source":"EN_labels_majority","digit_cluster":"23109x","labels_sample_en":["Other university and higher education professionals","University and higher education teachers n.e.c.","Professors/Assistant Professors,\n Other","University and higher education teachers","University/Polytechnic/Higher education teacher n.e.c.","OTHER UNIVERSITY AND HIGHER EDUCATION TEACHERS                                               -"],"labels_sample_native":["Mujal liigitamata ülikoolide ja kõrgkoolide õppejõud","Dosen Universitas Dan Pendidikan Tinggi Lainnya","Багш, хиропрактикийн","Багш, химийн","Багш, хоол зүйч, хоолны эмчилгээний"],"subcodes_sample":["23109","231090","231091","231092","231093"],"support_pct":33,"supporting_countries":["AE","Brunei","Estonia","ID","IN","IQ","Mauritius","Mongolia","PS","RS"]},{"concept":"University Tutor","concept_source":"EN_labels_majority","digit_cluster":"23103x","labels_sample_en":["University Tutor","Teaching assistant/Tutor in university","TUTOR, LAW SCHOOL                                                                          2310.30","LABOUR COLLEGE LECTURER                                                                    2310.35","THEOLOGY LECTURER/Theologian                                                               2310.40","COLLEGE INSTRUCTOR                                                                         2310.55"],"labels_sample_native":["Docenti na vysokých školách","Undervisning og forskning ved korte videregående uddannelser","ស្ថន្តស្ថ ្ ចារយ","Багш, геофизикийн","Багш, гүн ухааны"],"subcodes_sample":["23103","231030","231031","231032","231033"],"support_pct":31,"supporting_countries":["AE","CZ","DK","IQ","JM","KH","Mongolia","PS","RS","Singapore"]}],"supporting_evidence":{"avg_subcodes_per_country":21.19,"countries_using_code":111,"countries_with_subcodes":42,"label_variance":"337 distinct labels from 1252 sources. Samples: 'Docent' | 'Egyetemi, főiskolai oktató, tanár' | 'Dosen Ilmu Kedokteran dan Ilmu Hayat memberikan ku'","pct_of_all_countries":78.2,"total_subcodes_across_db":890},"urgency_score":0.4989},{"isco_code":"3435","isco_label_en":"Other Artistic and Cultural Associate Professionals","recommendation":"EMERGING","scores":{"adoption":0.662,"fragmentation_norm":0.3924,"fragmentation_raw":13.63,"recency_anomaly":0.564,"stability":0.297},"supporting_evidence":{"avg_subcodes_per_country":13.63,"countries_using_code":94,"countries_with_subcodes":35,"label_variance":"248 distinct labels from 1051 sources. 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Samples: 'Koks' | 'Ministru PREZIDENTA BIEDRA PALĪGS' | 'Duta Besar merupakan perwakilan diplomatik dalam m'","pct_of_all_countries":76.1,"total_subcodes_across_db":735},"urgency_score":0.4791},{"isco_code":"7233","isco_label_en":"Agricultural and Industrial Machinery Mechanics and Repairers","recommendation":"SPLIT","scores":{"adoption":0.831,"fragmentation_norm":0.4832,"fragmentation_raw":16.78,"recency_anomaly":0.4513,"stability":0.3446},"suggested_splits":[{"concept":"Mechanic, Mining Machinery","concept_source":"EN_labels_majority","digit_cluster":"72331x","labels_sample_en":["Textile, Clothing and Footwear Mechanic","Mechanic, Mining Machinery","Mechanic, Office Machinery","Mechanic, Plant Maintenance","Mechanic, Refrigeration and Air-Conditioning Equipment","Mechanic, Ship","Mining Machinery Fitter Occupation Description","Mining Machinery Repairer"],"labels_sample_native":["Calificación profesional","Mecánicos y reparadores de máquinas agrícolas","Pintor a pincel e rolo (exceto obras e estruturas metálicas)","Pintor de estruturas metálicas","Mechanici a opraváři lodních motorů, trupů a zařízení"],"subcodes_sample":["323215","72331","723310","72331000","72331001"],"support_pct":74,"supporting_countries":["AE","AR","AU","BD","BO","BR","BT","Brunei","CO","CZ"]},{"concept":"Stationary Engine Fitter","concept_source":"EN_labels_majority","digit_cluster":"72332x","labels_sample_en":["Stationary Engine Fitter","Stationary Engine Repairer","Train Engine Fitter","Train Engine Repairer","Mining machinery mechanic","Construction Machinery Mechanic (Heavy Equipment)","Occupations in machine-building and -operating (without specialisation)-skilled tasks","Occupations in machine-building and -operating (with specialisation, not elsewhere classified)-skilled tasks"],"labels_sample_native":[". 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Samples: 'greaser' | 'Mechanic, Earth Moving Machinery' | 'Pekerja ini mengeset, memasang, memeriksa, merawat'","pct_of_all_countries":83.1,"total_subcodes_across_db":772},"urgency_score":0.4688},{"isco_code":"7318","isco_label_en":"Handicraft Workers in Textile, Leather and Related Materials","recommendation":"REVIEW","scores":{"adoption":0.669,"fragmentation_norm":0.4717,"fragmentation_raw":16.38,"recency_anomaly":0.5217,"stability":0.4633},"supporting_evidence":{"avg_subcodes_per_country":16.38,"countries_using_code":95,"countries_with_subcodes":34,"label_variance":"337 distinct labels from 560 sources. Samples: 'Biyeci' | 'Thread and Yarn Spinner' | 'Pembuat kerajinan dari tekstil, kulit, dan bahan Y'","pct_of_all_countries":66.9,"total_subcodes_across_db":557},"urgency_score":0.4681},{"isco_code":"3115","isco_label_en":"Mechanical Engineering Technicians","recommendation":"SPLIT","scores":{"adoption":0.831,"fragmentation_norm":0.5136,"fragmentation_raw":17.84,"recency_anomaly":0.4654,"stability":0.399},"suggested_splits":[{"concept":"Marine Surveyor","concept_source":"EN_labels_majority","digit_cluster":"31151x","labels_sample_en":["Marine Surveyor","Mechanical Engineering Technician","Estimator, Mechanical Engineering","Technicians, Other Mechanical Engineering","Sub Technical Assistant, Aircraft","Sub Technical Assistant, Mechanical","Technician, Engineering/Aeronautical (Mechanical)","Technician, Engineering/Aerospace (Mechanical)"],"labels_sample_native":["Técnico de utilidade (produção e distribuição de vapor, gases, óleos, combustíveis, energia)","Técnico de meteorologia","Strojírenští technici ve výzkumu a vývoji","Teknikerarbejde inden for VVS","អាកបច្ចេកច្ទ្យស្ផែាកអាកាស្ោន"],"subcodes_sample":["231215","31151","311510","31151000","31151001"],"support_pct":72,"supporting_countries":["AE","AU","BD","BR","BT","Brunei","CZ","DK","GT","IN"]},{"concept":"Dockmaster, Dry Dock","concept_source":"EN_labels_majority","digit_cluster":"31150x","labels_sample_en":["Technician, Aeronautics Engineering","Dockmaster, Dry Dock","Dockmaster, Graving Dock","Engineering Assistant, Automobile","Engineering Assistant, Marine","Engineering Assistant, Mechanical","Engineering Assistant, Mechanical, Motors and Engines (Except Marine And Aeronautical) Occupation Description","Estimator, Engineering/Mechanical"],"labels_sample_native":["Técnicos en ingeniería mecánica","Técnico de controle de meio 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техники-кораблестроители","Siltumapgādes, ventilācijas un saldēšanas TEHNIĶIS","Dzelzceļa automātisko sistēmu TEHNIĶIS"],"subcodes_sample":["23123","24423","24513","24523","24533"],"support_pct":51,"supporting_countries":["AE","Brunei","CZ","Germany","IQ","KE","KH","KZ","LV","Latvia"]},{"concept":"Other mechanical engineering technicians","concept_source":"EN_labels_majority","digit_cluster":"31159x","labels_sample_en":["Other mechanical engineering technicians","Mechanical engineering technicians n.e.c.","Mechanical Engineering Technicians, Other","Mechanical engineering technicians n.e.c","OTHER MECHANICAL ENGINEERING TECHNICIANS                                                       -"],"labels_sample_native":["Ostatní strojírenští technici","Teknikerarbejde inden for andre mekaniske områder","Mujal liigitamata masinaehitustehnikud","Teknisi Teknik Mekanis Lainnya","Другие техники-механики, н.в.д.г."],"subcodes_sample":["31159","311590","31159001","31159002","31159003"],"support_pct":35,"supporting_countries":["Brunei","CZ","DK","Estonia","ID","IN","KZ","Lithuania","MO","Mauritius"]}],"supporting_evidence":{"avg_subcodes_per_country":17.84,"countries_using_code":118,"countries_with_subcodes":43,"label_variance":"430 distinct labels from 916 sources. 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Samples: 'Bizoteci' | 'Operator, Machine: Cutting (Glass)' | 'Operator mesin pencampur bahan kaca mengoperasikan'","pct_of_all_countries":74.7,"total_subcodes_across_db":693},"urgency_score":0.4597},{"isco_code":"8121","isco_label_en":"Metal Processing Plant Operators","recommendation":"SPLIT","scores":{"adoption":0.8239,"fragmentation_norm":0.5375,"fragmentation_raw":18.67,"recency_anomaly":0.409,"stability":0.4434},"suggested_splits":[{"concept":"Annealer, Metal","concept_source":"EN_labels_majority","digit_cluster":"81210x","labels_sample_en":["Annealer, Metal","Continuous-Mill Roller, Steel/Cold-Roller, Steel","Converter Blowing Operator, Steel Converting","Drawer, Metal","Drawer, Seamless Pipe and Tube","Drawer, Wire","Extruder Metal","Furnace-Operator, Case-Hardening/Metal"],"labels_sample_native":["Operadores de instalaciones de procesamiento de metales (operador de trituradora de metal)","81201   (quebrantadoras, trituradoras, mescladoras, tratamiento término,","Pirotécnico","Operatørarbejde ved forarbejdning af metal","Valukopa operaator"],"subcodes_sample":["81210","812100","81210001","81210002","81210003"],"support_pct":67,"supporting_countries":["AE","BD","BO","BR","CO","DK","Estonia","GT","HN","ID"]},{"concept":"Furnace-Operator, Melting/Metal","concept_source":"EN_labels_majority","digit_cluster":"81211x","labels_sample_en":["Furnace-Operator, Melting/Metal","Furnace-Operator, Refining/Non-Ferrous Metal Occupation Description","Furnace-Operator, Refining/Steel (Open-Hearth Furnace)","Furnace-Operator, Reheating/Metal","Furnace-Operator, Smelting/Metal (Blast-Furnace)","Hot-Roller, Steel","Ladle Pourer","Machine Operator, Barbed-Wire"],"labels_sample_native":["Trabalhador da fabricação de munição e explosivos","Obsluha zařízení na hutní zpracování kovů (obsluha pecí a konvertorů)","អាកចាក់បងាូរច្លាហធា តុរលាយ","Операторы рудообжигательной и металообжигательной печи (включая плавильщика, стекловара)","Gumator produse metalice"],"subcodes_sample":["81211","812110","81211001","81211002","81211003"],"support_pct":56,"supporting_countries":["AE","AO","BD","BR","BT","Brunei","CZ","HN","IQ","KE"]},{"concept":"Machine Operator, Die-Casting","concept_source":"EN_labels_majority","digit_cluster":"81212x","labels_sample_en":["Machine Operator, Casting/Continuous Rod (Non-Ferrous Metal)","Machine Operator, Die-Casting","Machine Operator, Drawing/Metal","Machine Operator, Drawing/Wire","Machine Operator, Extruding/Wire","Machine Operator, Insulating","Machine Operator, Seamless Pipe and Tube","Machine Operator, Stripping and Cutting/Wire"],"labels_sample_native":["Obsluha zařízení ve slévárenství (taviči, slévači)","ការ ើច្ោងចក្កហូតច្លាហធាតុ","Операторы машин для центробежного литья","Operator/operatoare la cuptoare și instalații pentru turnarea și laminarea metalelor","Operator/operatoare la instalaţii de prelucrare a metalelor"],"subcodes_sample":["24112","24122","24132","81212","812120"],"support_pct":47,"supporting_countries":["AO","BD","BT","Brunei","CZ","Germany","IN","KE","KH","KZ"]},{"concept":"Steel Roller Occupation Description","concept_source":"EN_labels_majority","digit_cluster":"81213x","labels_sample_en":["Metal Heat Treating Operator","Operator, Mill Table","Operator, Rolling Mill/Non-Ferrous Metal","Other Metal Processing and Finishing Plant Operators","Steel Roller Occupation Description","Temperer, Metal","Metal-heat-treating-plant operator","Ladle Pourer"],"labels_sample_native":["Obsluha zařízení na tepelné zpracování kovů","ការ ើពិន ិតយកច្ តច្លាហធា តុ","Операторы литейной машины для литья под давлением","Pregătitor/pregătitoare amestec de formare în producţia de piese turnate în prelucrarea metalelor","Pregătitor/pregătitoare de canale pentru turnarea oţelului"],"subcodes_sample":["81213","812130","81213000","81213001","81213002"],"support_pct":38,"supporting_countries":["AO","BD","BT","Brunei","CZ","IN","KE","KH","KZ","MD"]},{"concept":"Wire drawer","concept_source":"EN_labels_majority","digit_cluster":"81214x","labels_sample_en":["Wire drawer","Steel Roller","Die Casting Machine Operator","Pressure Die Casting Operator\n (PDC)","Casting Machine Operator (NonFerrous Metal)","Casting-Operator Helper \n (Nonferrous Metal)","Spun Pipe Machine Operator","Core Maker, Machine"],"labels_sample_native":["Obsluha zařízení na tažení a protlačování kovů","Операторы литьевых машин для цветных металлов","Turnător/turnătoare la maşini de turnat sub presiune în prelucrarea metalelor","Turnător/turnătoare metale şi aliaje","călitor scule"],"subcodes_sample":["81214","812140","81214001","81214002","81214003"],"support_pct":31,"supporting_countries":["AO","BT","Brunei","CZ","IN","KE","KZ","MD","Mauritius","RO"]}],"supporting_evidence":{"avg_subcodes_per_country":18.67,"countries_using_code":117,"countries_with_subcodes":45,"label_variance":"419 distinct labels from 651 sources. 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Samples: 'TEHNIĶIS' | 'Environmental Engineering Technician' | 'Meliputi teknisi ilmu fisika dan teknik yang tidak'","pct_of_all_countries":78.9,"total_subcodes_across_db":597},"urgency_score":0.4294},{"isco_code":"1120","isco_label_en":"Managing Directors and Chief Executives","recommendation":"SPLIT","scores":{"adoption":0.7676,"fragmentation_norm":0.3308,"fragmentation_raw":11.49,"recency_anomaly":0.4795,"stability":0.3396},"suggested_splits":[{"concept":"Director, Organization","concept_source":"EN_labels_majority","digit_cluster":"11201x","labels_sample_en":["Director, Organization","Director General, Enterprise","Director General, Organization","Manager, Airport","Manager, Broadcasting, Radio and Television","Manager, Port/Harbor","Manager, Program/Radio and Television","Manager, Sports"],"labels_sample_native":["Calificación profesional","11200   Directores generales y gerentes generales de empresas","Nejvyšší představitelé velkých společností a institucí","Øverste administrerende virksomhedsledelse","នាយកក្គប់ក្គង"],"subcodes_sample":["11201","112010","11201000","112011","11201100"],"support_pct":65,"supporting_countries":["AR","BD","BO","BT","Brunei","CA","CZ","DK","FR","IN"]},{"concept":"Chairman, Enterprise","concept_source":"EN_labels_majority","digit_cluster":"11200x","labels_sample_en":["Chairman, Enterprise","Chairman, Organization","Chief Executive","Chief Executive Officer","Chief Executive, Organization","Chief Finance Officer","Chief Operating Officer","Company Director"],"labels_sample_native":["Directores generales y gerentes generales de empresas","Suurettevõtte juht","Suurettevõtte tegevdirektor","Tervishoiuasutuse tegevdirektor või tippjuht","Ülikooli rektor"],"subcodes_sample":["11200","11200001","11200002","11200003","11200004"],"support_pct":63,"supporting_countries":["AE","AO","BD","BO","CA","CO","Estonia","FR","GT","HN"]},{"concept":"President, Enterprise","concept_source":"EN_labels_majority","digit_cluster":"11202x","labels_sample_en":["Deputy Managing Director","President, Enterprise","President, Organization","Manager, Regional/Area Occupation Description","Managing Director / General Manager","Corporate Director (e.g. BPC, DGPC etc.)","Professional occupations in advertising, marketing and public relations","Working Proprietor, Retail\n Trade/Proprietor, Retail Trade"],"labels_sample_native":["Calificación técnica","11200   Directores generales y gerentes generales de empresas","Nejvyšší představitelé středních společností a institucí","Virksomhedsledelse af tværgående funktioner","នាយកក្បតិបតតិ"],"subcodes_sample":["11202","112020","11202000","112021","11202100"],"support_pct":58,"supporting_countries":["AR","BD","BO","BT","Brunei","CA","CZ","DK","FR","IN"]},{"concept":"Director","concept_source":"EN_labels_majority","digit_cluster":"11203x","labels_sample_en":["Director","General Manager","Director, Lodging and Catering\n Services/Director Food and\n Beverage Service","Executive Chef","Working Proprietor, Recreation and\n Entertainment","Director, Recreation and\n Entertainment","Station Director, Radio/TV","Account Director (Advertising\n Agency)"],"labels_sample_native":["11200   Directores generales y gerentes generales de empresas","Nejvyšší představitelé malých společností a institucí","Захирал, гүйцэтгэх захирал, газар тариалангийн","Захирал, гүйцэтгэх захирал, аялал жуулчлалын","Захирал, гүйцэтгэх захирал, биеийн тамир, спортын"],"subcodes_sample":["11203","112030","11203000","112031","11203100"],"support_pct":35,"supporting_countries":["BO","BT","Brunei","CZ","FR","IN","IQ","MO","Mongolia","RO"]},{"concept":"Managing directors and executive board members-highly complex tasks","concept_source":"EN_labels_majority","digit_cluster":"11204x","labels_sample_en":["Managing directors and executive board members-highly complex tasks","Managers at universities and colleges"],"labels_sample_native":["de producción y distribución de electricidad, gas, vapor","Členové statutárních orgánů","Захирал, гүйцэтгэх захирал, ойн аж ахуйн","Захирал, гүйцэтгэх захирал, радио, телевизийн","Захирал, дарга, төмөр замын"],"subcodes_sample":["11204","112040","112041","112042","112043"],"support_pct":21,"supporting_countries":["BO","CZ","FR","Germany","MO","Mongolia","TH","TR","Ukraine"]}],"supporting_evidence":{"avg_subcodes_per_country":11.49,"countries_using_code":109,"countries_with_subcodes":43,"label_variance":"305 distinct labels from 496 sources. 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Samples: 'Patroller' | 'Asfaltbetona gatavošanas iekārtu OPERATORS' | 'Operator mesin pengolahan semen, batu dan mineral '","pct_of_all_countries":76.1,"total_subcodes_across_db":473},"urgency_score":0.4168},{"isco_code":"2320","isco_label_en":"Vocational Education Teachers","recommendation":"SPLIT","scores":{"adoption":0.7958,"fragmentation_norm":0.4228,"fragmentation_raw":14.68,"recency_anomaly":0.4231,"stability":0.4526},"suggested_splits":[{"concept":"Teacher, Commercial","concept_source":"EN_labels_majority","digit_cluster":"23200x","labels_sample_en":["Architects, Designers, Planners and Surveyors nfd","Automotive Technology Instructor","Other Vocational Education Teacher","Teacher, Commercial","Teacher, Technical","Teacher, Vocational","Vocational Education Teachers","Automotive technology instructor"],"labels_sample_native":["Profesores de enseñanza técnica media (de oficios)","23200   Profesores de enseñanza técnica media (de oficios)","Autoõpetuse õpetaja","Iluteeninduse õpetaja","Kutseõpetaja"],"subcodes_sample":["23200","232000","23200001","23200002","23200003"],"support_pct":68,"supporting_countries":["AE","AO","AU","BD","BO","CO","Estonia","GT","HN","ID"]},{"concept":"Vocational Education Teacher","concept_source":"EN_labels_majority","digit_cluster":"23201x","labels_sample_en":["Technical and vocational education teacher","Vocational Education Teacher","Vocational Centre Instructors","Instructor, Polytechnic","Technical College Instructor","Instructor, Automotive Technology","Instructor, Cosmetology","Teacher, vocational education"],"labels_sample_native":["Učitelé odborných předmětů (kromě pro žáky se speciálními vzdělávacími potřebami)","Undervisning ved erhvervsuddannelser for unge","ក្គូបច្ក្ងៀនបច្ចេកច្ទ្យស្","Багш, нийгмийн ухааны","Багш, мэдээлэл зүйн"],"subcodes_sample":["23201","232010","2320100","23201001","23201002"],"support_pct":39,"supporting_countries":["AE","BT","Brunei","CZ","DK","IQ","KE","KH","Mauritius","Mongolia"]},{"concept":"Technical/Skills Trainer","concept_source":"EN_labels_majority","digit_cluster":"23202x","labels_sample_en":["Secondary school teacher","Technical/Skills Trainer","Instructor, sea training","TVET Educator","Adult Education Teacher","Community College Educator"],"labels_sample_native":["Učitelé praktického vyučování (kromě pro žáky se speciálními vzdělávacími potřebami)","Undervisning ved arbejdsmarkedsuddannelser","ក្គូបច្ក្ងៀន អប់រ ំវ ិជាាជើវៈ","Багш, дуулах урлагийн","Багш, бүжгийн"],"subcodes_sample":["20172321","23202","232020","23202001","23202002"],"support_pct":29,"supporting_countries":["BT","Brunei","CZ","DK","KH","Mauritius","Mongolia","RS","South Africa","TH"]},{"concept":"In-company instructors in vocational training-complex tasks","concept_source":"EN_labels_majority","digit_cluster":"23203x","labels_sample_en":["Teachers for occupation-specific subjects at vocational schools-complex tasks","In-company instructors in vocational training-complex tasks"],"labels_sample_native":["Učitelé odborného výcviku (kromě pro žáky se speciálními vzdělávacími potřebami)","Undervisning ved voksenerhvervsuddannelser","Багш, уран сийлбэрийн","Багш, монгол дарханы","Багш, шавар, керамик эдлэлийн"],"subcodes_sample":["23203","232030","23203001","23203002","23203003"],"support_pct":20,"supporting_countries":["CZ","DK","Germany","Mongolia","RS","TH","TR","UZ"]},{"concept":"Title Examiners, Abstractors, and Searchers","concept_source":"EN_labels_majority","digit_cluster":"23209x","labels_sample_en":["Vocational education teachers n.e.c.","Vocational education teachers n.e.c","OTHER VOCATIONAL EDUCATION TEACHERS                                                          -","Title Examiners, Abstractors, and Searchers","Legal Support Workers, All Other"],"labels_sample_native":["Mujal liigitamata kutseõpetajad","Pengajar Pendidikan Kejuruan Lainnya","Багш, хүнсний үйлдвэрлэлийн тоног төхөөрөмжийн","Багш, микробиологийн","Багш, хоол шйлдвэрлэлийн"],"subcodes_sample":["23209","232090","232091","232092","232093"],"support_pct":20,"supporting_countries":["Estonia","ID","Mauritius","Mongolia","TH","TR","TT","US"]}],"supporting_evidence":{"avg_subcodes_per_country":14.68,"countries_using_code":113,"countries_with_subcodes":41,"label_variance":"227 distinct labels from 727 sources. Samples: 'ICT Trainer' | 'Çocuk Gelişimi Ve Eğitimi Öğretmeni' | 'Instruktur teknik otomotif mengajar keterampilan d'","pct_of_all_countries":79.6,"total_subcodes_across_db":602},"urgency_score":0.4165},{"isco_code":"7412","isco_label_en":"Electrical Mechanics and Fitters","recommendation":"SPLIT","scores":{"adoption":0.838,"fragmentation_norm":0.3679,"fragmentation_raw":12.78,"recency_anomaly":0.4513,"stability":0.3628},"suggested_splits":[{"concept":"Electrical Mechanic","concept_source":"EN_labels_majority","digit_cluster":"74120x","labels_sample_en":["Armature Builder","Automotive Electrician","Chargeman, High Voltage/Restriction","Electrical Mechanics and Fitters","Electrical Chargeman","Electrical Generator Fitter","Electrical Mechanic","Appliance"],"labels_sample_native":["Mecánicos y ajustadores electricistas","ELÉCTRICOS","Elektromekanikerarbejde","Autoelektrik","Elektrigeneraatorite paigaldaja"],"subcodes_sample":["74120","741200","74120001","74120002","74120003"],"support_pct":62,"supporting_countries":["AE","AO","BD","BO","Cape Verde","DK","Estonia","GT","HN","ID"]},{"concept":"Automotive Electrician","concept_source":"EN_labels_majority","digit_cluster":"74121x","labels_sample_en":["Automotive Electrician","Electrician (General)","Electrician (Special Class)","Lift Mechanic","Electrician, Maintenance","Electrician, Ship","Electrician, Stage and Studio","Electrician, Vehicle"],"labels_sample_native":["Elektromechanici elektrických zařízení (kromě zařízení v dopravních prostředcích)","អាកច្រៀបចំចរន តអគាិស្ន ើ","Электромонтеры (общий профиль)","Pasažieru vilciena elektroMEHĀNIĶIS","AutoDIAGNOSTIĶIS"],"subcodes_sample":["321111","341111","341112","341113","74121"],"support_pct":62,"supporting_countries":["AE","AU","BD","BT","Brunei","CO","CZ","HN","IQ","JM"]},{"concept":"Foreman, Maintenance","concept_source":"EN_labels_majority","digit_cluster":"74122x","labels_sample_en":["Foreman, Maintenance","Fitter, Generator","Lift Mechanic","Water Pumps Mechanic and Fitter","Wireman","Electrical fitter","Electrical Household Appliance Repairer","Technical service staff in maintenance and repair-skilled tasks"],"labels_sample_native":["Elektromechanici elektrických zařízení v dopravních prostředcích","អាកជំនាញអគាិស្ន ើ","Механики и монтеры лифтов, экскаваторов и прочих подъемников","Electromecanic de tren","Electromecanic echipamente electrice"],"subcodes_sample":["25132","26112","26222","26242","26252"],"support_pct":53,"supporting_countries":["BD","BT","Brunei","CO","CZ","Germany","HN","JM","KE","KH"]},{"concept":"Electrical Generator Fitter","concept_source":"EN_labels_majority","digit_cluster":"74123x","labels_sample_en":["Electrical lift, escalator and related equipment fitter","Electrical Generator Fitter","Elevator Technician/Elevator Erector/Elevator Installer","Mechanic, Wheelchair: Motorized","Mechanic, Electrical","Mechanic, Lift","Mechanic, Wheelchair: Electric","Repairer, Wheelchair: Motorized"],"labels_sample_native":["Provozní elektromechanici","ជាងមា៉ាស្ុើន ច្ភលើង","Механики и монтеры бытовых электроприборов","Electromontator la exploatarea contoarelor electrice","Electromontator la încercare/testare şi măsurare a utilajelor electrice"],"subcodes_sample":["74123","741230","74123001","74123002","74123003"],"support_pct":40,"supporting_countries":["BT","Brunei","CO","CZ","JM","KE","KH","KZ","MD","MO"]},{"concept":"Electrical mechanics and fitters n.e.c.","concept_source":"EN_labels_majority","digit_cluster":"74129x","labels_sample_en":["Other electrical mechanics and fitters","Electrical mechanics and fitters n.e.c.","Electrical Mechanics and Fitters n.e.c.","Mechanic and fitter, electrical n.e.c","OTHER ELECTRICAL MECHANICS AND FITTERS                                                              -"],"labels_sample_native":["Mujal liigitamata elektriseadmete mehaanikud ja paigaldajad","Mekanik Dan Pemasang Peralatan Listrik Lainnya","Другие электромеханики и электромонтеры, кроме линий электропередач, н.в.д.г.","Kiti elektromechanikai ir elektromonteriai","ผู้ทําผลิตภัณฑ์ จากแป้งและนํ้าตาลอื่น ๆ"],"subcodes_sample":["74129","741290","74129001","74129002","74129003"],"support_pct":27,"supporting_countries":["Brunei","Estonia","ID","JM","KZ","Lithuania","Mauritius","TH","TJ","TT"]}],"supporting_evidence":{"avg_subcodes_per_country":12.78,"countries_using_code":119,"countries_with_subcodes":45,"label_variance":"296 distinct labels from 678 sources. Samples: 'Wireman' | 'Elektromehānisko iekārtu MEHĀNIĶIS' | 'Pekerja ini bertugas memasang dan menyambungkan ge'","pct_of_all_countries":83.8,"total_subcodes_across_db":575},"urgency_score":0.4159},{"isco_code":"3339","isco_label_en":"Business Services Agents Not Elsewhere Classified","recommendation":"RELABEL","scores":{"adoption":0.7183,"fragmentation_norm":0.2432,"fragmentation_raw":8.45,"recency_anomaly":0.5358,"stability":0.3111},"supporting_evidence":{"avg_subcodes_per_country":8.45,"countries_using_code":102,"countries_with_subcodes":38,"label_variance":"227 distinct labels from 584 sources. Samples: 'Gidas' | 'Satış Koordinatörü (İnşaat)' | 'Agen teater memasarkan dan promosikan program teat'","pct_of_all_countries":71.8,"total_subcodes_across_db":321},"urgency_score":0.4139},{"isco_code":"7523","isco_label_en":"Woodworking Machine Tool Setters and Operators","recommendation":"REVIEW","scores":{"adoption":0.6972,"fragmentation_norm":0.2926,"fragmentation_raw":10.16,"recency_anomaly":0.5358,"stability":0.4055},"supporting_evidence":{"avg_subcodes_per_country":10.16,"countries_using_code":99,"countries_with_subcodes":37,"label_variance":"242 distinct labels from 459 sources. Samples: 'Sawyer' | 'tâmplar mecanic la frezat şi găurit' | 'Pekerja ini mengatur, memrogram, mengoperasikan da'","pct_of_all_countries":69.7,"total_subcodes_across_db":376},"urgency_score":0.4095},{"isco_code":"8111","isco_label_en":"Miners and Quarriers","recommendation":"SPLIT","scores":{"adoption":0.8521,"fragmentation_norm":0.2954,"fragmentation_raw":10.26,"recency_anomaly":0.4513,"stability":0.2854},"suggested_splits":[{"concept":"Quarrier","concept_source":"EN_labels_majority","digit_cluster":"81111x","labels_sample_en":["Driller","Miner","Quarrier","Sampler, Mine","Timberman, Underground","Mining plant operator","Bogger Operator","Quarryman, Other"],"labels_sample_native":["Mineros y operadores de instalaciones mineras y canteras","Operador de britadeira (tratamentos químicos e afins)","Operador de máquina misturadeira (tratamentos químicos e afins)","MINEIRO","Horníci v uhelných dolech (převážně ruční)"],"subcodes_sample":["712211","712212","81111","811110","81111000"],"support_pct":63,"supporting_countries":["AO","AU","BD","BO","BR","BT","Brunei","CO","CZ","Cape Verde"]},{"concept":"Miner","concept_source":"EN_labels_majority","digit_cluster":"81110x","labels_sample_en":["Bogger Operator","Continuous Miner Operator","Dragline Operator (Mining)","Driller (Mining)","Jumbo Operator","Machine Operator, Cutting/Mine","Miner","Mining Plant Operator"],"labels_sample_native":["Moleiro (tratamentos químicos e afins)","Mine- og stenbrudsarbejde","Pidevkaevandusseadme operaator","Kaevur","Kaevandusseadmete operaator"],"subcodes_sample":["81110","811100","81110001","81110002","81110003"],"support_pct":57,"supporting_countries":["AE","BD","BR","DK","Estonia","GT","HN","ID","IN","IQ"]},{"concept":"Miner","concept_source":"EN_labels_majority","digit_cluster":"81112x","labels_sample_en":["Miner","Driller","Occupations in underground and surface mining-skilled tasks","Groove Cutter, Mining","Bratticeman","Driller, Hand","Shaft Worker","Banksman"],"labels_sample_native":["Trabajadores en la extracción de minerales con herramientas manuales (palliri, barranquillero)","Operador de concentração","Trabalhador da fabricação de resinas e vernizes","TRABALHADOR DE PEDREIRA","Horníci v rudných dolech (převážně ruční)"],"subcodes_sample":["21112","81112","811120","81112000","81112001"],"support_pct":50,"supporting_countries":["AO","BO","BR","BT","Brunei","CO","CZ","Cape Verde","Germany","IN"]},{"concept":"Other miners and quarriers","concept_source":"EN_labels_majority","digit_cluster":"81119x","labels_sample_en":["Other miners and quarriers","Miners and quarriers n.e.c.","Mines, Quarrymen and Related \n Workers, Other","Miners and quarriers n.e.c","OTHER MINERS AND QUARRIERS                                                                    -"],"labels_sample_native":["Obsluha ostatních důlních zařízení","Mujal liigitamata kaevurid ja karjääritöölised, mäeseadmete operaatorid","Pekerja Tambang dan Pekerja Penggalian Lainnya","ការ ើមា៉ាស្ុើន ច្ក្គឿងចក្ករុករក ជើកយកផរ ៉ា ន ិងរុករក ទា ញយកថមពាក់ពនធ័","Другие машинисты буровых установок (бурильщики), н.в.д.г."],"subcodes_sample":["81119","811190","81119001","81119002","81119003"],"support_pct":33,"supporting_countries":["Brunei","CZ","Estonia","ID","IN","KH","KR","KZ","Lithuania","MO"]},{"concept":"Mining driller","concept_source":"EN_labels_majority","digit_cluster":"81113x","labels_sample_en":["Mining driller","Mining Machine Operator","Industrial Compressor Operator","Operator Machine, raise drill: mines and quarries","Operator long wall mine","Operator mechanical bugger: mining","Operator underground truck: mining","Operator mineral crush machine"],"labels_sample_native":["Trabalhador de fabricação de tintas","Horníci v dolech jiných než uhelných a rudných, kamenolamači (převážně ruční)","ការ ើមា៉ាស្ុើន យិតច្ោ ង ស្ទូច (ជើកផរ ៉ា)","Машинисты буровых установок (бурильщики) в горной промышленности","Ороомогчин, хөдөлгүүрийн"],"subcodes_sample":["81113","811130","81113001","81113002","81113003"],"support_pct":30,"supporting_countries":["BR","BT","Brunei","CO","CZ","JM","KE","KH","KR","KZ"]}],"supporting_evidence":{"avg_subcodes_per_country":10.26,"countries_using_code":121,"countries_with_subcodes":46,"label_variance":"229 distinct labels from 419 sources. Samples: 'Miner' | 'Continuous Miner Operator' | 'Pekerja penggalian menggali batu granit, batu kapu'","pct_of_all_countries":85.2,"total_subcodes_across_db":472},"urgency_score":0.4073},{"isco_code":"1345","isco_label_en":"Education Managers","recommendation":"RELABEL","scores":{"adoption":0.7183,"fragmentation_norm":0.2429,"fragmentation_raw":8.44,"recency_anomaly":0.4935,"stability":0.3236},"supporting_evidence":{"avg_subcodes_per_country":8.44,"countries_using_code":102,"countries_with_subcodes":39,"label_variance":"226 distinct labels from 479 sources. Samples: 'Dean' | 'Kiti švietimo srities vadovai' | 'Kepala sekolah Kelompok Bermain/PAUD mempunyai tug'","pct_of_all_countries":71.8,"total_subcodes_across_db":329},"urgency_score":0.4058},{"isco_code":"5223","isco_label_en":"Shop Sales Assistants","recommendation":"STABLE","scores":{"adoption":0.7394,"fragmentation_norm":0.3675,"fragmentation_raw":12.76,"recency_anomaly":0.5217,"stability":0.486},"supporting_evidence":{"avg_subcodes_per_country":12.76,"countries_using_code":105,"countries_with_subcodes":38,"label_variance":"294 distinct labels from 1188 sources. Samples: 'Seller' | 'Ahşap Malzemeler Satış Elemanı' | 'Pelayan toko (asisten penjual toko) menjual berbag'","pct_of_all_countries":73.9,"total_subcodes_across_db":485},"urgency_score":0.4055},{"isco_code":"2423","isco_label_en":"Personnel and Careers Professionals","recommendation":"RELABEL","scores":{"adoption":0.7817,"fragmentation_norm":0.2414,"fragmentation_raw":8.38,"recency_anomaly":0.5076,"stability":0.2925},"supporting_evidence":{"avg_subcodes_per_country":8.38,"countries_using_code":111,"countries_with_subcodes":39,"label_variance":"230 distinct labels from 479 sources. 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