diff --git "a/rematch_train_candidate_field.csv" "b/rematch_train_candidate_field.csv" new file mode 100644--- /dev/null +++ "b/rematch_train_candidate_field.csv" @@ -0,0 +1,23725 @@ +User ID,candidate_field,label,hard_skill,soft_skill +1,retail & consumer products,0,"['business', 'merchandising', 'sales', 'service']",['customer service'] +2,sales,0,"['application', 'business', 'business requirements', 'category management', 'entry point', 'marketing strategies', 'remuneration', 'sales', 'service', 'track', 'excel']","['accountability', 'collaboration', 'innovation', 'management', 'negotiation', 'problem solving', 'strategic thinking', 'tenacity']" +3,healthcare & medical,0,"['application', 'cancer', 'endocrinology', 'hydrotherapy', 'liver transplantation', 'mental health', 'neurology', 'rehabilitation', 'spinal cord injuries', 'working with children']","['research', 'training and development']" +4,telecommunication,1,"['access controls', 'data', 'intrusion detection systems', 'mobile', 'operating systems', 'patch management', 'professional services', 'project management', 'security', 'system', 'technical documentation', 'workstations', 'databases']","['information technology', 'infrastructure', 'management', 'patience', 'planning', 'resourcefulness']" +5,marketing,0,"['analytics', 'blogs', 'business', 'content creation', 'content management', 'digital', 'digital content', 'digital marketing', 'digital media', 'email marketing', 'facebook insights', 'google analytics', 'graphic design', 'hubspot', 'material', 'moz', 'semrush', 'social media campaigns', 'social media content', 'social media content creation', 'wordpress']","['management', 'microsoft office', 'planning', 'social media']" +6,administration & office support,0,"['data', 'data analysis', 'heavy industry']",[] +7,marketing,0,"['aac', 'blogs', 'business', 'business development', 'cms', 'content management', 'copywriting', 'data', 'data analysis', 'digital', 'digital marketing', 'email marketing', 'google+', 'graphic design', 'newsletters', 'phase', 'photography', 'pinterest', 'remuneration', 'sales']","['collaboration', 'communications', 'management', 'social media', 'writing']" +8,telecommunication,1,"['business', 'business development', 'c', 'sales', 'stakeholder management']",['management'] +9,healthcare & medical,0,"['business', 'health promotion', 'knowledge base', 'methadone', 'reconciliation', 'registration', 'service', 'sms', 'system']","['curiosity', 'customer service', 'innovation', 'management', 'resilience']" +10,marketing,0,"['acting', 'adobe creative suite', 'adobe illustrator', 'blogger', 'brand awareness', 'content design', 'content strategy', 'cosmetics', 'css', 'fashion retail', 'graphic design', 'html', 'landscape', 'media strategy', 'photography', 'rolling', 'skin care', 'social media advertising', 'social media campaigns', 'video editing']","['collaboration', 'editing', 'enthusiasm', 'innovation', 'social media', 'sourcing', 'writing', 'written communication']" +11,healthcare & medical,0,"['business', 'fro', 'occupational therapy', 'pain management', 'palliative care', 'patient assessment', 'registration', 'rehabilitation', 'service']",['management'] +12,retail & consumer products,0,"['computers', 'electronics', 'material', 'merchandising', 'sales', 'sampling', 'service']",['customer service'] +13,telecommunication,1,"['business', 'business process', 'business process outsourcing', 'change management', 'css', 'javascript', 'net', 'outsourcing', 'read code', 'sql', 'excel']","['information technology', 'management', 'problem solving']" +14,accounting,0,"['application', 'business', 'data', 'finance', 'sales', 'excel']",['management'] +15,accounting,0,"['credit control', 'liquidation', 'sales', 'service']","['filing', 'management']" +16,healthcare & medical,0,"['eftpos', 'infection', 'infection control', 'medical', 'medicare', 'payment systems']","['management', 'numbers', 'professionalism', 'time management', 'written communication']" +17,sales,0,"['boosting', 'entrepreneurship', 'finance', 'gauge', 'investing', 'mobile', 'sales', 'excel']","['management', 'time management']" +18,telecommunication,1,"['application', 'consolidation', 'crm', 'finance', 'service', 'service provider', 'testing']","['integration', 'teaching']" +19,administration & office support,0,"['data', 'installation', 'payment processing', 'phase', 'service', 'vehicle']","['computer literacy', 'coordinating', 'customer service', 'data entry', 'literacy', 'management', 'microsoft office', 'self-motivation', 'verbal communication skills']" +20,sport & recreation,0,"['education program', 'transformation']",[] +21,sales,0,"['auctioneering', 'customer experience', 'finance', 'purchasing', 'sales', 'service', 'stock management', 'vehicle']","['customer service', 'management', 'negotiation', 'relationship management', 'time management']" +22,telecommunication,1,"['acceptance testing', 'automation', 'budgeting', 'business', 'business requirements', 'cash flows', 'credit risk', 'data', 'finance', 'financial services', 'gap analysis', 'hedge accounting', 'market risk', 'oracle', 'project management', 'receivables', 'remuneration', 'server', 'sql', 'systems integration', 'testing', 'trading', 'treasury', 'excel', 'excel vba']","['collaboration', 'integration', 'management', 'operations', 'planning', 'teamwork', 'writing']" +23,healthcare & medical,0,"['nursing', 'registration', 'service']",['written communication'] +24,sales,0,"['business', 'crm', 'data', 'data collection', 'his', 'imaging', 'medical', 'medical imaging', 'medical terminology', 'nursing', 'plan execution', 'sales', 'service', 'standard', 'salesforce']","['accountability', 'collaboration', 'computer literacy', 'customer service', 'innovation', 'literacy', 'management', 'meeting', 'microsoft office']" +25,administration & office support,0,"['application', 'continuous quality improvement', 'healing', 'home care', 'medical', 'medical terminology', 'operating system', 'patient administration systems', 'private hospital', 'quality improvement', 'service', 'stewardship', 'system', 'testing', 'windows']","['customer service', 'hospitality', 'management', 'meeting', 'microsoft office', 'verbal communication skills']" +26,healthcare & medical,0,"['application', 'business', 'cancer', 'cancer care', 'oncology', 'radiation oncology', 'radiation therapy', 'registration', 'service', 'strategic planning', 'working with children']","['innovation', 'leadership', 'management', 'operations', 'planning', 'research', 'training and development']" +27,accounting,0,"['acting', 'bookkeeping', 'business', 'legislation', 'maternity', 'sales', 'excel']","['management', 'operations', 'planning', 'time constraints']" +28,administration & office support,0,"['business', 'financial services', 'investment management', 'standard', 'excel']","['management', 'microsoft office', 'operations', 'professionalism', 'time management']" +29,accounting,0,"['calculations', 'credit control', 'finance', 'fixed asset', 'fixed asset register', 'sales', 'service', 'system']","['management', 'spreadsheet']" +30,marketing,0,"['agility', 'business', 'business development', 'growth strategies', 'marketing communications', 'positioning', 'professional services', 'revenue growth', 'sales', 'service']","['communications', 'influencing skills', 'management', 'planning', 'verbal communication skills', 'virtual teams']" +31,sales,0,"['analytics', 'business', 'business analysis', 'business development', 'business planning', 'crm', 'data', 'finance', 'microsoft visio', 'power bi', 'reengineering', 'sales', 'sales operations', 'sas', 'track', 'excel']","['management', 'operations', 'planning', 'presentations', 'program management']" +32,healthcare & medical,0,"['cardiology', 'critical care', 'customer support', 'device', 'interventional cardiology', 'medical', 'medical devices', 'medical sales', 'remuneration', 'respiratory care', 'sales', 'service', 'track', 'vascular access']",['customer service'] +33,administration & office support,0,"['business', 'digital', 'embroidery', 'maternity', 'screen printing', 'excel']","['management', 'time management']" +34,telecommunication,1,"['finance', 'managed services', 'problem management', 'service', 'service desk', 'system']","['information technology', 'infrastructure', 'management', 'operations', 'problem solving', 'research']" +35,marketing,0,"['brand strategy', 'business', 'digital', 'foods', 'market share', 'marketing mix', 'sales', 'sport', 'sports nutrition', 'track']","['innovation', 'integration', 'leadership', 'research']" +36,sales,0,"['application', 'calibration', 'consultative selling', 'kpis', 'positioning', 'remuneration', 'sales', 'service', 'surveying', 'track', 'vehicle']","['listening skills', 'persistence', 'resilience']" +37,healthcare & medical,0,"['application', 'cancer', 'endocrinology', 'liver transplantation', 'mental health', 'neurology', 'nursing', 'nursing care', 'rehabilitation', 'service', 'spinal cord injuries', 'working with children']","['collaboration', 'planning', 'research']" +38,healthcare & medical,0,"['child protection', 'family therapy', 'home care', 'mental health', 'registration', 'remuneration', 'structural family therapy', 'system']",[] +39,administration & office support,0,"['finance', 'financial systems', 'procurement', 'security', 'stakeholder engagement', 'standard', 'excel']",[] +40,administration & office support,0,"['medical', 'nursing', 'service']","['computer literacy', 'customer service', 'literacy', 'management']" +41,telecommunication,1,"['business', 'digital', 'financial risk', 'financial services', 'imagine', 'project management', 'solution delivery', 'standard', 'talent management', 'toolkit', 'track']","['accountability', 'consulting', 'creative thinking', 'creativity', 'governance', 'management', 'professionalism', 'scheduling', 'written communication']" +42,healthcare & medical,0,"['application', 'integrated care', 'primary care', 'virtual reality']",['written communication'] +43,retail & consumer products,0,"['go', 'inventory', 'inventory management', 'merchandising', 'sales', 'selling techniques', 'service', 'sport', 'stock control']","['cleanliness', 'customer service', 'management', 'operations']" +44,telecommunication,1,"['business', 'cabling', 'cpr', 'installation', 'pipe', 'registration', 'splicing', 'testing', 'traffic control', 'vehicle']","['communications', 'consulting', 'first aid', 'infrastructure', 'management']" +45,accounting,0,['excel'],[] +46,accounting,0,"['agility', 'analytics', 'business', 'data', 'data analysis', 'data mining', 'economics', 'finance', 'powerpivot', 'predictive analytics', 'resourcing', 'revenue enhancement', 'spss', 'sql', 'statistical packages', 'statistics', 'databases', 'dashboards', 'excel']",['microsoft excel'] +47,telecommunication,1,"['act', 'agriculture', 'business', 'business to business', 'crm', 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'draft', 'finance', 'phase', 'refinement', 'solvency', 'technical accounting']","['leadership', 'written communication']" +51,retail & consumer products,0,"['drawing', 'fashion retail', 'indicators', 'key performance indicators', 'management training', 'merchandising', 'performance management', 'retail management', 'sales', 'service', 'trading', 'visual merchandising']","['customer service', 'management', 'training and development']" +52,administration & office support,0,"['geotechnical engineering', 'netsuite', 'sales', 'service', 'surveying', 'excel']","['customer service', 'english', 'innovation', 'leadership', 'management', 'microsoft office', 'verbal communication skills']" +53,"advertising, arts & media",0,['sales'],"['innovation', 'written communication']" +54,telecommunication,1,"['application', 'arcgis', 'business', 'business sense', 'data', 'data management', 'data manipulation', 'gis applications', 'gis mapping', 'mapping', 'qgis', 'scada', 'spatial analysis', 'technical 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'gps', 'life sciences', 'manufacturing', 'oil and gas', 'pharmacology', 'product quality', 'project management', 'public health', 'sas', 'server', 'service', 'sql', 'usability']","['computer literacy', 'infrastructure', 'literacy', 'management', 'negotiation', 'quality assurance', 'research']" +86,administration & office support,0,"['accounts payable', 'data', 'scale']","['computer literacy', 'data entry', 'infrastructure', 'literacy', 'management', 'verbal communication skills']" +87,retail & consumer products,0,"['business', 'employee benefits', 'mobile', 'records management', 'sales', 'sales administration', 'service', 'vehicle', 'excel']","['computer literacy', 'customer service', 'literacy', 'management', 'teamwork']" +88,healthcare & medical,0,"['audio', 'billing', 'booking', 'medical', 'practice management', 'system']","['management', 'meeting', 'scheduling', 'typing']" +89,administration & office support,0,"['application', 'business', 'client services', 'data', 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'oracle', 'oracle forms', 'product lifecycle', 'research design', 'service', 'software development', 'software engineering', 'software systems', 'system', 'system requirements', 'technology solutions', 'templates', 'testing', 'unix', 'vulnerability', 'web development', 'web parts', 'windows', 'xml']","['business ethics', 'management', 'meeting', 'planning', 'research', 'teaching', 'troubleshooting']" +14690,it jobs,1,"['act', 'ajax', 'bootstrap', 'computer hardware', 'css', 'data', 'debugging', 'hibernate', 'html5', 'information systems', 'installation', 'java', 'javascript', 'javascript frameworks', 'less', 'networking', 'oauth', 'oracle', 'payroll systems', 'reactjs', 'saml', 'scrum', 'software development', 'software development methodologies', 'spring framework', 'sql', 'sso', 'standard', 'testing', 'web design', 'web servers', 'web services', 'xml']","['infrastructure', 'management']" +14691,it jobs,1,"['act', 'ajax', 'bootstrap', 'css', 'data', 'debugging', 'hibernate', 'html5', 'information systems', 'installation', 'java', 'javascript', 'javascript frameworks', 'less', 'networking', 'oauth', 'oracle', 'reactjs', 'saml', 'scrum', 'software development', 'software development methodologies', 'spring framework', 'sql', 'sso', 'standard', 'system', 'testing', 'web design', 'web servers', 'web services', 'xml']","['information technology', 'infrastructure', 'management']" +14692,it jobs,1,"['act', 'ajax', 'business', 'catalyst', 'code reuse', 'continuous delivery', 'continuous integration', 'css', 'database schema', 'debugging', 'dotnet', 'emerging technologies', 'full stack', 'html5', 'information sharing', 'javascript', 'jquery', 'json', 'less', 'performance tuning', 'secure coding', 'server', 'service', 'software development', 'software development life cycle', 'sql', 'standard', 'system', 'testing', 'thought leadership', 'ui']","['customer service', 'english', 'english language', 'innovation', 'integration', 'leadership', 'written communication']" +14693,it jobs,1,"['act', 'ajax', 'c', 'compilers', 'debugging', 'dotnet', 'erlang', 'html5', 'intellectual property', 'java', 'javascript', 'jquery', 'knowledge base', 'operating systems', 'protocol', 'ruby', 'security', 'session', 'software development', 'technical services', 'testing', 'voice over ip', 'web development']","['communications', 'infrastructure']" +14694,it jobs,1,"['act', 'algebra', 'algorithms', 'analytics', 'augmented reality', 'bash', 'big data', 'classified information', 'computers', 'computing', 'data', 'data domain', 'data structures', 'data warehouse', 'deep learning', 'high performance computing', 'hive', 'intellectual property', 'java', 'kerberos', 'linear algebra', 'linux', 'machine learning', 'numerical linear algebra', 'pyspark', 'python', 'r', 'scala', 'security', 'statistical modeling', 'statistics', 'technical services', 'visualization', 'workflows', 'hbase']","['infrastructure', 'investigation', 'management']" +14695,it jobs,1,"['act', 'algorithm design', 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'jenkins', 'kubernetes', 'lifecycle management', 'linux', 'network architecture', 'operating system', 'operating systems', 'oracle', 'production support', 'puppet', 'python', 'relational databases', 'restful api', 'scripting', 'service', 'software architecture', 'software development', 'software engineering', 'system', 'tcp', 'tcp ip', 'terraform', 'virtualization', 'visualization', 'vm', 'vpn', 'databases']","['leadership', 'management']" +14706,it jobs,1,"['act', 'algorithms', 'analytics', 'artificial intelligence', 'c', 'computing', 'data', 'high performance computing', 'intellectual property', 'linux', 'machine learning', 'networking', 'physics', 'python', 'security', 'software defined networking', 'technical services']","['infrastructure', 'research', 'verbal communication skills']" +14707,it jobs,1,"['act', 'algorithms', 'angular', 'application', 'application development', 'application notes', 'big data', 'business', 'data', 'data ingestion', 'front-end', 'full-stack', 'health 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'integration testing', 'simulation tool', 'software development', 'software engineering', 'standard', 'system', 'system integration testing', 'testing', 'transparency', 'excel']","['accountability', 'collaboration', 'innovation', 'integration', 'teamwork']" +14710,it jobs,1,"['act', 'algorithms', 'application', 'applied mathematics', 'c', 'computing', 'computing platforms', 'distributed memory', 'glib', 'linux', 'octree', 'operating systems', 'systems implementations', 'transparency', 'unix', 'windows']","['accountability', 'collaboration', 'infrastructure', 'innovation', 'leadership', 'memory', 'teamwork', 'willingness to learn']" +14711,it jobs,1,"['act', 'algorithms', 'application', 'baud rate', 'boost', 'c', 'can bus', 'computer engineering', 'computer vision', 'computing', 'debugging', 'development environment', 'electrical', 'electrical engineering', 'embedded software', 'fpga', 'gpu', 'high performance computing', 'inter-process communication', 'linux', 'opencl', 'polling', 'prototype', 'qt', 'security', 'serial port', 'software development', 'soldering', 'standard', 'systems development', 'video processing', 'zeromq']","['management', 'research', 'teamwork', 'written communication']" +14712,it jobs,1,"['act', 'algorithms', 'application', 'business', 'complexity', 'computer systems', 'configuration management', 'data', 'data processing', 'gradle', 'groovy', 'his', 'java', 'jenkins', 'json', 'nosql', 'prototype', 'research and development', 'security', 'software coding', 'software design', 'software development', 'spring boot', 'sql', 'standard', 'system', 'system software', 'systems engineering', 'testing', 'tests', 'xml']","['integration', 'management', 'planning', 'research', 'written communication']" +14713,it jobs,1,"['act', 'algorithms', 'application', 'cae', 'cae software', 'computer aided engineering', 'data', 'data structures', 'glib', 'javascript', 'mechanical', 'object-oriented programming', 'object-oriented programming language', 'product 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'mobility', 'networking', 'security', 'security domain', 'session', 'software development', 'technical services']",[] +14718,it jobs,1,"['act', 'algorithms', 'business', 'change control', 'database engines', 'engines', 'html', 'java', 'javascript', 'microsoft visual studio', 'mysql', 'software development', 'sql', 'system', 'testing', 'ui']","['coordinating', 'creativity', 'written communication']" +14719,it jobs,1,"['act', 'algorithms', 'business', 'commercial software', 'data', 'data structures', 'debugging', 'design flow', 'device', 'electrical', 'electrical engineering', 'electromigration', 'electronic design', 'electrostatic discharge', 'glib', 'linux', 'logic synthesis', 'manufacturing', 'market share', 'nodes', 'operating system', 'physical design', 'physics', 'python', 'research and development', 'san', 'software development', 'system', 'tests', 'transistor', 'transparency']","['accountability', 'collaboration', 'innovation', 'leadership', 'memory', 'reliability', 'research', 'teamwork']" +14720,it jobs,1,"['act', 'algorithms', 'business', 'computer networking', 'game engine', 'go', 'medical', 'networking', 'project management', 'python', 'san', 'simulation software', 'switch', 'system', 'ubuntu', 'unity', 'unix', 'vehicle', 'web services', 'databases']","['consulting', 'management', 'organizational skills', 'writing']" +14721,it jobs,1,"['act', 'algorithms', 'caliburn', 'cascading', 'cascading style sheets', 'complexity', 'computer engineering', 'control systems', 'css', 'data', 'data analysis', 'dotnet', 'entity framework', 'graphics', 'his', 'information systems', 'javascript', 'microsoft visio', 'military', 'nhibernate', 'object model', 'operating systems', 'rendering', 'requirements analysis', 'sales', 'software development', 'software engineering', 'sql', 'style sheets', 'systems engineering', 'testing', 'version control', 'visual basic']","['microsoft office', 'teamwork', 'willingness to learn']" +14722,it jobs,1,"['act', 'algorithms', 'caliburn', 'cascading', 'cascading style sheets', 'complexity', 'computer engineering', 'control systems', 'css', 'data', 'data analysis', 'dotnet', 'entity framework', 'graphics', 'his', 'information systems', 'javascript', 'microsoft visio', 'military', 'nhibernate', 'object model', 'operating systems', 'rendering', 'requirements analysis', 'sales', 'software development', 'software engineering', 'sql', 'style sheets', 'systems engineering', 'testing', 'version control']","['microsoft office', 'teamwork', 'willingness to learn']" +14723,it jobs,1,"['act', 'algorithms', 'computer engineering', 'configuration management', 'data', 'data structures', 'git', 'glib', 'graphical', 'graphical user interface', 'linux', 'mechanical', 'numerical analysis', 'python', 'qt', 'scripting', 'software development', 'tcl', 'tk', 'toolkit', 'transparency', 'user interface', 'windows']","['accountability', 'collaboration', 'innovation', 'management', 'teamwork']" +14724,it jobs,1,"['act', 'algorithms', 'data', 'data structures', 'debugging', 'electronics', 'glib', 'linux', 'object-oriented design', 'product support', 'software design', 'software development', 'software development methodologies', 'software engineering', 'system', 'testing', 'transparency', 'triage', 'user experience', 'user interface', 'windows']","['accountability', 'collaboration', 'innovation', 'planning', 'quality assurance', 'research', 'teamwork']" +14725,it jobs,1,"['act', 'alice', 'authorization', 'aws lambda', 'backend', 'big data', 'booking', 'business', 'business requirements', 'clickstream', 'customer support', 'data', 'data mapping', 'data modeling', 'data streaming', 'database development', 'e-commerce', 'elasticsearch', 'emr', 'etl', 'etl tools', 'genetics', 'git', 'go', 'java', 'linux', 'mapping', 'mongodb', 'nosql', 'prototype', 'python', 'real time data', 'scala', 'scale', 'scrum', 'security', 'security administration', 'service', 'social security', 'software development', 'software engineering', 'spark streaming', 'sql', 'system', 'technical information', 'unix', 'user story', 'workflows', 'aws', 'hbase']","['collaboration', 'humility', 'written communication']" +14726,it jobs,1,"['act', 'alm', 'angular', 'application', 'backend', 'bioinformatics', 'biology', 'biomedical informatics', 'biomedical sciences', 'bootstrap', 'cancer', 'compliance requirements', 'computing', 'continuous integration', 'data', 'data presentation', 'data science', 'encapsulation', 'full-stack', 'git', 'higher education', 'imaging', 'infectious diseases', 'informatics', 'java', 'jquery', 'medicine', 'modularization', 'mongodb', 'mysql', 'neo4j', 'nosql', 'object-oriented programming', 'oracle', 'performance tuning', 'php', 'python', 'react', 'scientific computing', 'security', 'software modules', 'sql', 'system', 'system testing', 'systems biology', 'testing', 'unit testing', 'usability', 'workflows', 'databases']","['collaboration', 'coordinating', 'critical thinking', 'innovation', 'integration', 'quality assurance', 'research', 'verbal communication skills']" +14727,it jobs,1,"['act', 'amazon alexa', 'amazon web services', 'analytics', 'application', 'audio', 'audio signal processing', 'big data', 'business', 'c', 'capitalization', 'computer vision', 'computing', 'data', 'data mining', 'device', 'digital', 'distributed computing', 'distributed file systems', 'file systems', 'internet of things', 'iot', 'java', 'javascript', 'machine learning', 'natural language understanding', 'prototype', 'python', 'ruby', 'ruby on rails', 'sales', 'scalability', 'scale', 'scrum', 'signal processing', 'software development', 'software engineering', 'software systems', 'speech recognition', 'system', 'tablets', 'technical communication', 'track', 'web services', 'aws', 'ml']","['infrastructure', 'leadership', 'management', 'teamwork']" +14728,it jobs,1,"['act', 'amazon alexa', 'audio', 'c', 'core product', 'disabilities', 'electrical', 'hibernate', 'java', 'javascript', 'linux', 'machine learning', 'natural language understanding', 'opengl', 'python', 'scalability', 'service', 'sqlite', 'system', 'technical communication']",['infrastructure'] +14729,it jobs,1,"['act', 'amazon redshift', 'analytics', 'business', 'business intelligence', 'data', 'data science', 'data structures', 'data warehouse', 'data wrangling', 'digital', 'etl', 'google analytics', 'oracle', 'python', 'r', 'security', 'sql', 'ssis', 'tableau', 'dashboards', 'excel']","['innovation', 'meeting']" +14730,it jobs,1,"['act', 'amazon s3', 'analytical thinking', 'business', 'cloud computing', 'computing', 'data', 'data processing', 'distributed computing', 'project management', 'regulatory requirements', 'scale', 'service', 'aws']","['coordinating', 'infrastructure', 'management', 'program management']" +14731,it jobs,1,"['act', 'amazon web services', 'analytics', 'application', 'business', 'css', 'database design', 'debugging', 'front end', 'git', 'google analytics', 'html', 'javascript', 'jira', 'medical', 'medicine', 'mental health', 'mongodb', 'postgresql', 'psychiatry', 'python', 'react', 'ruby', 'ruby on rails', 'service', 'testing', 'ui', 'user interface', 'ux', 'web development', 'web pages', 'web project', 'web services']","['collaboration', 'leadership', 'management', 'operations', 'planning', 'research', 'time management', 'writing']" +14732,it jobs,1,"['act', 'amazon web services', 'analytics', 'business', 'data', 'data processing', 'data processing systems', 'etl', 'instrumentation', 'java', 'scalability', 'scale', 'service', 'software development', 'sql', 'stream processing', 'web services', 'dashboards']",['troubleshooting'] +14733,it jobs,1,"['act', 'amazon web services', 'application', 'application development', 'automation', 'computer engineering', 'couchdb', 'css', 'data', 'design specifications', 'devops', 'django', 'electronic portfolio', 'emerging technologies', 'experience design', 'fair credit reporting act', 'flask', 'html5', 'javascript', 'jquery', 'js', 'mariadb', 'milestones', 'modularity', 'mongodb', 'mysql', 'nosql', 'oracle', 'perspective', 'postgresql', 'python', 'react', 'redis', 'ruby', 'scale', 'software architecture', 'software development', 'sustainability', 'usability', 'user experience', 'user experience design', 'web application', 'web services']","['creativity', 'decision making', 'innovation', 'problem solving', 'research']" +14734,it jobs,1,"['act', 'amazon web services', 'application', 'application development', 'automation', 'computer engineering', 'couchdb', 'css', 'data', 'design specifications', 'django', 'electronic portfolio', 'emerging technologies', 'fair credit reporting act', 'flask', 'full-stack', 'html', 'html5', 'investments', 'javascript', 'jquery', 'js', 'mariadb', 'mongodb', 'mysql', 'nosql', 'oracle', 'personalization', 'postgresql', 'python', 'react', 'redis', 'ruby', 'scale', 'software architecture', 'software development', 'user experience', 'web application', 'web applications', 'web services']","['creativity', 'decision making', 'innovation', 'problem solving', 'research']" +14735,it jobs,1,"['act', 'amazon web services', 'application', 'application firewall', 'business', 'c', 'firewall', 'java', 'linux', 'mitigation', 'object-oriented design', 'object-oriented programming', 'python', 'security', 'service', 'software development', 'testing', 'user experience', 'web application', 'web services', 'aws']","['infrastructure', 'leadership', 'research']" +14736,it jobs,1,"['act', 'amazon web services', 'application', 'automation', 'computer engineering', 'couchdb', 'css', 'data', 'design specifications', 'django', 'electronic portfolio', 'emerging technologies', 'fair credit reporting act', 'flask', 'full-stack', 'html', 'html5', 'investments', 'javascript', 'jquery', 'mariadb', 'milestones', 'mongodb', 'mysql', 'nosql', 'oracle', 'personalization', 'postgresql', 'python', 'react', 'redis', 'ruby', 'scale', 'software architecture', 'user experience', 'web application', 'web applications', 'web services']","['creativity', 'decision making', 'innovation', 'problem solving', 'research']" +14737,it jobs,1,"['act', 'amazon web services', 'bash', 'business', 'business intelligence', 'crm', 'data', 'data engineering', 'data ingestion', 'data modeling', 'data processing', 'data transformation', 'data warehouse', 'devops', 'dynamo', 'java', 'python', 'scripting', 'shell script', 'software development', 'standard', 'telephony', 'testing', 'trajectory', 'transformation', 'warehousing', 'web services', 'aws']",['operations'] +14738,it jobs,1,"['act', 'analytics', 'angular', 'ansible', 'api', 'application', 'artifactory', 'back end', 'bitbucket', 'business', 'computer engineering', 'correlation analysis', 'data', 'data modeling', 'devops', 'full stack', 'full-stack', 'git', 'information systems', 'java', 'jenkins', 'jira', 'js', 'linux', 'manufacturing', 'maternity', 'microservices', 'netbeans', 'react', 'react js', 'relational databases', 'scale', 'scripting', 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development', 'web services', 'workflows', 'aws', 'azure', 'databases']","['integration', 'management', 'relationship management']" +14926,it jobs,1,"['act', 'business', 'complexity', 'data', 'development support', 'disabilities', 'entity framework', 'git', 'html', 'javascript', 'microsoft visual studio', 'performance improvement', 'production systems', 'project management', 'proofreading', 'registration', 'server', 'service', 'sql', 'standard', 'testing', 'unit testing', 'web applications']","['customer service', 'english', 'leadership', 'management', 'meeting', 'research', 'timelines', 'writing', 'written communication']" +14927,it jobs,1,"['act', 'business', 'computer programming', 'data', 'information systems', 'java', 'object-oriented programming', 'program development', 'revisions', 'service', 'tests', 'xml']","['management', 'problem solving', 'punctuality', 'time management']" +14928,it jobs,1,"['act', 'business', 'criminal justice', 'css', 'disaster recovery', 'dotnet', 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jobs,1,"['algorithms', 'amazon elastic compute cloud', 'amazon web services', 'big data', 'complexity', 'customer experience', 'data', 'debugging', 'golang', 'implement projects', 'java', 'linux', 'scale', 'software development', 'track', 'web services', 'windows']","['management', 'problem solving']" +17135,it jobs,1,"['algorithms', 'amazon elastic compute cloud', 'amazon web services', 'complexity', 'customer experience', 'debugging', 'golang', 'implement projects', 'java', 'linux', 'scale', 'software development', 'track', 'web services', 'windows']","['management', 'problem solving']" +17136,it jobs,1,"['algorithms', 'amazon elastic compute cloud', 'big data', 'c', 'computer engineering', 'customer support', 'data', 'data analysis', 'data structures', 'emr', 'fault', 'hive', 'java', 'linux', 'machine learning', 'mitigation', 'object-oriented programming', 'operating systems', 'perl', 'python', 'ruby', 'scalability', 'scale', 'scripting', 'security', 'software development', 'sql', 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'workflows']","['infrastructure', 'integration', 'investigation', 'leadership', 'management', 'problem solving', 'troubleshooting', 'writing']" +17158,it jobs,1,"['algorithms', 'amazon web services', 'analytics', 'analytics software', 'automation', 'back-end', 'big data', 'c', 'computing', 'data', 'data structures', 'device', 'distributed computing', 'embedded software', 'front-end', 'java', 'linux', 'network automation', 'networking', 'object-oriented design', 'perl', 'phase', 'react', 'ruby', 'scale', 'software development', 'software systems', 'topology', 'virtualization', 'web services', 'aws']","['innovation', 'problem solving', 'troubleshooting']" +17159,it jobs,1,"['algorithms', 'amazon web services', 'analytics', 'analytics software', 'automation', 'back-end', 'big data', 'c', 'computing', 'data', 'data structures', 'device', 'distributed computing', 'embedded software', 'front-end', 'java', 'linux', 'network automation', 'networking', 'object-oriented design', 'perl', 'phase', 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services', 'aws']","['integration', 'management', 'people management', 'planning', 'problem solving', 'visionary', 'written communication']" +17167,it jobs,1,"['algorithms', 'amazon web services', 'analytics', 'big data', 'business', 'career management', 'cloud computing', 'computer engineering', 'computing', 'data', 'data mining', 'data processing', 'dynamo', 'information retrieval', 'machine learning', 'scale', 'scrum', 'software development', 'statistics', 'system', 'track', 'web services', 'aws']","['leadership', 'management', 'operations', 'problem solving', 'written communication']" +17168,it jobs,1,"['algorithms', 'amazon web services', 'analytics', 'business', 'c', 'customer experience', 'data', 'data science', 'data structures', 'java', 'machine learning', 'scale', 'shipping', 'software development', 'track', 'web services', 'aws']","['infrastructure', 'problem solving']" +17169,it jobs,1,"['algorithms', 'amazon web services', 'analytics', 'data', 'data science', 'emotional 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services', 'aws']","['communications', 'infrastructure', 'integration', 'investigation']" +17174,it jobs,1,"['algorithms', 'amazon web services', 'api', 'application', 'business', 'continuous integration', 'couchdb', 'custom software', 'data', 'data structures', 'devops', 'digital', 'docker', 'full stack', 'full-stack', 'genetics', 'github', 'ios', 'j2ee', 'java', 'javascript', 'javascript frameworks', 'jira', 'mobile', 'mongodb', 'new relic', 'nodejs', 'nosql', 'object-oriented design', 'scale', 'scrum', 'security', 'server', 'softlayer', 'software development', 'standard', 'testing', 'transformation', 'trello', 'typescript', 'web applications', 'web development', 'web platforms', 'web services', 'databases']","['integration', 'mobile devices']" +17175,it jobs,1,"['algorithms', 'amazon web services', 'api', 'application', 'business', 'continuous integration', 'couchdb', 'custom software', 'data', 'data structures', 'digital', 'docker', 'full stack', 'full-stack', 'genetics', 'github', 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solving', 'written communication']" +17244,it jobs,1,"['algorithms', 'amazon web services', 'cloud services', 'java', 'object oriented programming language', 'scale', 'service', 'software development', 'system', 'track', 'transcoding', 'video processing', 'web services', 'workflows', 'aws']",[] +17245,it jobs,1,"['algorithms', 'amazon web services', 'code review', 'data', 'data structures', 'design review', 'engineering support', 'scale', 'software development', 'standard', 'technical supervision', 'web services', 'aws', 'databases']","['leadership', 'problem solving', 'written communication']" +17246,it jobs,1,"['algorithms', 'amazon web services', 'code review', 'data', 'data structures', 'design review', 'engineering support', 'scale', 'software development', 'standard', 'technical supervision', 'web services', 'aws']","['leadership', 'problem solving', 'written communication']" +17247,it jobs,1,"['algorithms', 'amazon web services', 'code review', 'data', 'data structures', 'design 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development', 'software systems', 'usability', 'xml']","['innovation', 'writing']" +17254,it jobs,1,"['algorithms', 'analytical thinking', 'application', 'back-end', 'business', 'career development', 'data', 'data structures', 'front-end', 'intellectual property', 'internet security', 'java', 'ruby', 'scalability', 'scale', 'security', 'service', 'software architecture', 'software development', 'sql', 'system', 'track']","['creativity', 'research']" +17255,it jobs,1,"['algorithms', 'analytical thinking', 'back-end', 'business', 'career development', 'data', 'data structures', 'front-end', 'intellectual property', 'internet security', 'java', 'ruby', 'scalability', 'scale', 'security', 'service', 'software architecture', 'sql', 'system', 'track']","['creativity', 'research']" +17256,it jobs,1,"['algorithms', 'analytical thinking', 'back-end', 'business', 'computers', 'computing', 'data', 'data mining', 'data structures', 'e-commerce', 'front-end', 'machine learning', 'pattern matching', 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'innovation', 'management', 'microsoft office', 'problem solving', 'written communication']" +17271,it jobs,1,"['algorithms', 'analytics', 'api', 'api management', 'big data', 'business', 'business process', 'business requirements', 'cloud migration', 'computer programming', 'customer satisfaction', 'data', 'data analysis', 'data engineering', 'data mining', 'debugging', 'dependency injection', 'devops', 'eclipse', 'emerging technologies', 'engines', 'enterprise architecture', 'financial services', 'fullstack', 'git', 'hibernate', 'hive', 'information retrieval', 'investment management', 'investments', 'java', 'java 8', 'jenkins', 'jms', 'machine learning', 'marketing materials', 'medical', 'mulesoft', 'natural language processing', 'netbeans', 'pattern recognition', 'prescription', 'probability', 'profiling', 'python', 'query tuning', 'r', 'research design', 'sales', 'service', 'software development', 'spring boot', 'spring cloud', 'spring framework', 'sql', 'tableau', 'technical 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'integration', 'investigation', 'management', 'microsoft office', 'planning', 'research']" +17273,it jobs,1,"['algorithms', 'analytics', 'api', 'application', 'automation', 'backend', 'big data', 'business', 'business intelligence', 'business requirements', 'complexity', 'data', 'data centers', 'data engineering', 'data modeling', 'data science', 'disabilities', 'electrical', 'electrical engineering', 'frontend', 'full-stack', 'hdfs', 'hive', 'information systems', 'java', 'javascript', 'js', 'object-oriented software development', 'performance tuning', 'php', 'productivity software', 'python', 'react', 'react js', 'react native', 'scale', 'scripting', 'software development', 'software requirements', 'sql', 'statistics', 'system', 'systems design']","['infrastructure', 'integration', 'operations', 'planning']" +17274,it jobs,1,"['algorithms', 'analytics', 'api', 'application', 'azure data lake', 'big data', 'business', 'continuous delivery', 'data', 'data management', 'data 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'production systems', 'profiling', 'python', 'react', 'redis', 'sampling', 'scale', 'service', 'software development', 'test-driven development', 'web applications']","['collaboration', 'curiosity', 'innovation', 'writing']" +17281,it jobs,1,"['algorithms', 'analytics', 'application', 'computer engineering', 'data', 'data structures', 'device', 'electrical', 'energy storage', 'integration testing', 'java', 'jvm', 'linux', 'smart grid', 'software development', 'storage systems', 'testing', 'turnkey', 'unit testing']","['critical thinking', 'integration', 'management', 'operations']" +17282,it jobs,1,"['algorithms', 'analytics', 'application', 'css', 'data', 'data structures', 'experimentation', 'html', 'javascript', 'machine learning', 'sampling', 'service', 'statistics', 'tests', 'throughput', 'ui', 'ux']","['collaboration', 'curiosity', 'innovation', 'teamwork']" +17283,it jobs,1,"['algorithms', 'analytics', 'artificial intelligence', 'backup and restore', 'c', 'computing', 'data', 'data processing', 'data structures', 'debugging', 'disaster recovery', 'distributed computing', 'fault', 'fault tolerance', 'full-stack', 'java', 'machine learning', 'networking', 'nodes', 'nosql', 'push technology', 'scale', 'server', 'service', 'service design', 'software development', 'software development life cycle', 'software engineering', 'software systems', 'sql', 'system', 'system software', 'testing', 'track', 'web services', 'workflows', 'aws']","['leadership', 'management']" +17284,it jobs,1,"['algorithms', 'analytics', 'artificial intelligence', 'backup and restore', 'c', 'computing', 'data', 'data processing', 'data structures', 'debugging', 'disaster recovery', 'distributed computing', 'fault', 'fault tolerance', 'full-stack', 'java', 'machine learning', 'networking', 'nodes', 'nosql', 'operating systems', 'push technology', 'scale', 'server', 'service', 'service design', 'software development', 'software development life cycle', 'software engineering', 'software 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'numpy', 'object-oriented programming', 'pandas', 'plotly', 'positioning', 'predictive analytics', 'prototype', 'python', 'pytorch', 'r', 'scale', 'scikit-learn', 'software architecture', 'sql', 'statistics', 'storytelling', 'tableau', 'tensorflow', 'text files', 'unstructured data', 'visualization', 'web applications', 'databases', 'dashboards', 'visualizations']","['adaptability', 'collaboration', 'critical thinking', 'information technology', 'innovation', 'leadership', 'research', 'social skills', 'written communication']" +17287,it jobs,1,"['algorithms', 'analytics', 'artificial intelligence', 'cloud computing', 'computing', 'cosmetics', 'data', 'data mining', 'diving', 'electronics', 'iaas', 'information extraction', 'java', 'machine learning', 'paas', 'saas', 'scala', 'scale', 'software development', 'statistics', 'system', 'workflows', 'aws']",[] +17288,it jobs,1,"['algorithms', 'analytics', 'audience analysis', 'behavioral analytics', 'big data', 'c', 'competitive 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'performance measurement', 'perl', 'python', 'rust', 'sdes', 'service', 'software engineering', 'software testing', 'statistical inference', 'statistics', 'tcp', 'tcp ip', 'testing', 'track', 'traffic engineering', 'unit testing', 'unix', 'web services', 'aws']","['communications', 'curiosity', 'innovation', 'problem solving', 'troubleshooting']" +17291,it jobs,1,"['algorithms', 'analytics', 'backend', 'big data', 'control systems', 'css', 'data', 'development management', 'exploitation', 'git', 'github', 'html5', 'javascript', 'jira', 'json', 'microservices', 'military', 'mongodb', 'service', 'software development', 'software systems', 'statistical software', 'web applications', 'websocket', 'xml', 'databases', 'hbase']",['management'] +17292,it jobs,1,"['algorithms', 'analytics', 'backend', 'big data', 'control systems', 'css', 'data', 'exploitation', 'git', 'github', 'html5', 'java', 'javascript', 'jira', 'json', 'microservices', 'military', 'mongodb', 'python', 'service', 'statistical software', 'web applications', 'websocket', 'xml', 'databases', 'hbase']",[] +17293,it jobs,1,"['algorithms', 'analytics', 'back-end', 'business', 'c', 'cloud computing', 'complexity', 'computing', 'control systems', 'data', 'data structures', 'deep learning', 'dimensionality reduction', 'e-commerce', 'investing', 'java', 'linux', 'machine learning', 'netflow', 'network performance', 'networking', 'object-oriented design', 'ospf', 'performance measurement', 'perl', 'python', 'recommender systems', 'reduction', 'sdes', 'software defined networking', 'software development', 'software engineering', 'software systems', 'statistical inference', 'systems development', 'testing', 'throughput', 'track', 'traffic engineering', 'unit testing', 'web services', 'aws', 'databases']","['curiosity', 'problem solving', 'reliability', 'troubleshooting']" +17294,it jobs,1,"['algorithms', 'analytics', 'back-end', 'business', 'c', 'cloud computing', 'complexity', 'computing', 'control 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'software development', 'software development methodologies', 'software engineering', 'sql', 'system', 'target audience', 'technical information', 'test automation', 'test case', 'test planning', 'testing', 'tests', 'track', 'tracking', 'uft', 'windows', 'windows shell', 'excel']","['business administration', 'consulting', 'information technology', 'integration', 'management', 'planning', 'problem solving', 'quality assurance', 'writing', 'written communication']" +17817,it jobs,1,"['alm', 'application', 'application development', 'application lifecycle management', 'application testing', 'automation', 'business', 'change management', 'compatibility testing', 'computer engineering', 'configuration management', 'data', 'defect tracking', 'electrical', 'exploratory testing', 'file system', 'financial services', 'functional testing', 'information systems', 'jira', 'lifecycle management', 'load testing', 'management information systems', 'mobile', 'project management', 'server', 'software 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'linux', 'manufacturing', 'operating systems', 'oracle', 'peer review', 'perl', 'pl sql', 'production support', 'server', 'service', 'servicenow', 'software development', 'software platform', 'software systems', 'sql', 'sql server integration services', 'ssi', 'ssis', 'system', 'systems analysis', 'tableau', 'technical assistance', 'test case', 'test data', 'testing', 'track', 'unix', 'vulnerability', 'warehousing', 'windows', 'workflows', 'excel']","['consulting', 'customer service', 'integration', 'management', 'problem solving', 'scheduling', 'writing', 'written communication']" +17822,it jobs,1,"['alm', 'application', 'automation', 'business', 'conceptual design', 'cucumber', 'git', 'java', 'javascript', 'jenkins', 'jira', 'jquery', 'peer-to-peer', 'scale', 'scrum', 'selenium', 'servicenow', 'software design', 'software design patterns', 'software development', 'software development life cycle', 'software systems', 'software testing', 'software testing tools', 'sql', 'testing']","['collaboration', 'leadership', 'problem solving', 'quality assurance']" +17823,it jobs,1,"['alm', 'application', 'business', 'business requirements', 'debugging', 'hcm', 'java', 'kronos', 'sap hana', 'sap successfactors', 'scrum', 'software design', 'testing', 'unit testing', 'windows', 'dashboards']","['information technology', 'integration', 'scheduling']" +17824,it jobs,1,"['alm', 'application', 'business', 'business requirements', 'enterprise risk management', 'military', 'pathfinder', 'project management', 'risk management', 'risk management framework', 'service', 'system', 'technical assistance']","['complex problem solving', 'infrastructure', 'management', 'problem solving', 'troubleshooting']" +17825,it jobs,1,"['alm', 'application', 'business', 'c', 'functional testing', 'java', 'lifecycle management', 'mobility', 'office equipment', 'professional services', 'scrum', 'security', 'service', 'testing', 'transportation', 'turnkey', 'uft', 'vbscript', 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