{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "CosmoQuick Career Taxonomy",
  "description": "Full machine-readable taxonomy of roles, skills, certifications, industries, countries, companies, and collections.",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "counts": {
    "roles": 194,
    "transitions": 381,
    "skills": 56,
    "certifications": 27,
    "industries": 18,
    "countries": 15,
    "companies": 175,
    "collections": 6
  },
  "roles": [
    {
      "slug": "software-engineer",
      "title": "Software Engineer",
      "industry": "technology"
    },
    {
      "slug": "senior-software-engineer",
      "title": "Senior Software Engineer",
      "industry": "technology"
    },
    {
      "slug": "solutions-architect",
      "title": "Solutions Architect",
      "industry": "technology"
    },
    {
      "slug": "engineering-manager",
      "title": "Engineering Manager",
      "industry": "technology"
    },
    {
      "slug": "machine-learning-engineer",
      "title": "Machine Learning Engineer",
      "industry": "technology"
    },
    {
      "slug": "devops-engineer",
      "title": "DevOps Engineer",
      "industry": "technology"
    },
    {
      "slug": "cloud-engineer",
      "title": "Cloud Engineer",
      "industry": "technology"
    },
    {
      "slug": "platform-engineer",
      "title": "Platform Engineer",
      "industry": "technology"
    },
    {
      "slug": "product-manager",
      "title": "Product Manager",
      "industry": "technology"
    },
    {
      "slug": "teacher",
      "title": "Teacher",
      "industry": "education"
    },
    {
      "slug": "instructional-designer",
      "title": "Instructional Designer",
      "industry": "education"
    },
    {
      "slug": "corporate-trainer",
      "title": "Corporate Trainer",
      "industry": "education"
    },
    {
      "slug": "learning-development-manager",
      "title": "Learning & Development Manager",
      "industry": "education"
    },
    {
      "slug": "hr-trainer",
      "title": "HR Trainer",
      "industry": "education"
    },
    {
      "slug": "lawyer",
      "title": "Lawyer",
      "industry": "legal"
    },
    {
      "slug": "compliance-officer",
      "title": "Compliance Officer",
      "industry": "legal"
    },
    {
      "slug": "legal-counsel",
      "title": "Legal Counsel",
      "industry": "legal"
    },
    {
      "slug": "risk-manager",
      "title": "Risk Manager",
      "industry": "finance"
    },
    {
      "slug": "policy-advisor",
      "title": "Policy Advisor",
      "industry": "legal"
    },
    {
      "slug": "civil-engineer",
      "title": "Civil Engineer",
      "industry": "construction"
    },
    {
      "slug": "project-manager",
      "title": "Project Manager",
      "industry": "construction"
    },
    {
      "slug": "construction-manager",
      "title": "Construction Manager",
      "industry": "construction"
    },
    {
      "slug": "bim-engineer",
      "title": "BIM Engineer",
      "industry": "construction"
    },
    {
      "slug": "quantity-surveyor",
      "title": "Quantity Surveyor",
      "industry": "construction"
    },
    {
      "slug": "infrastructure-consultant",
      "title": "Infrastructure Consultant",
      "industry": "construction"
    },
    {
      "slug": "registered-nurse",
      "title": "Registered Nurse",
      "industry": "healthcare"
    },
    {
      "slug": "icu-nurse",
      "title": "ICU Nurse",
      "industry": "healthcare"
    },
    {
      "slug": "clinical-educator",
      "title": "Clinical Educator",
      "industry": "healthcare"
    },
    {
      "slug": "healthcare-administrator",
      "title": "Healthcare Administrator",
      "industry": "healthcare"
    },
    {
      "slug": "case-manager",
      "title": "Case Manager",
      "industry": "healthcare"
    },
    {
      "slug": "nurse-practitioner",
      "title": "Nurse Practitioner",
      "industry": "healthcare"
    },
    {
      "slug": "pharmacist",
      "title": "Pharmacist",
      "industry": "pharma"
    },
    {
      "slug": "medical-affairs",
      "title": "Medical Affairs Manager",
      "industry": "pharma"
    },
    {
      "slug": "drug-safety",
      "title": "Drug Safety Officer",
      "industry": "pharma"
    },
    {
      "slug": "regulatory-affairs-specialist",
      "title": "Regulatory Affairs Specialist",
      "industry": "pharma"
    },
    {
      "slug": "clinical-research-associate",
      "title": "Clinical Research Associate",
      "industry": "pharma"
    },
    {
      "slug": "medical-science-liaison",
      "title": "Medical Science Liaison",
      "industry": "pharma"
    },
    {
      "slug": "frontend-engineer",
      "title": "Frontend Engineer",
      "industry": "technology"
    },
    {
      "slug": "backend-engineer",
      "title": "Backend Engineer",
      "industry": "technology"
    },
    {
      "slug": "fullstack-engineer",
      "title": "Full-Stack Engineer",
      "industry": "technology"
    },
    {
      "slug": "mobile-engineer",
      "title": "Mobile Engineer",
      "industry": "technology"
    },
    {
      "slug": "ios-engineer",
      "title": "iOS Engineer",
      "industry": "technology"
    },
    {
      "slug": "android-engineer",
      "title": "Android Engineer",
      "industry": "technology"
    },
    {
      "slug": "staff-software-engineer",
      "title": "Staff Software Engineer",
      "industry": "technology"
    },
    {
      "slug": "principal-engineer",
      "title": "Principal Engineer",
      "industry": "technology"
    },
    {
      "slug": "director-of-engineering",
      "title": "Director of Engineering",
      "industry": "technology"
    },
    {
      "slug": "vp-engineering",
      "title": "VP of Engineering",
      "industry": "technology"
    },
    {
      "slug": "cto",
      "title": "CTO",
      "industry": "technology"
    },
    {
      "slug": "sre-engineer",
      "title": "Site Reliability Engineer",
      "industry": "technology"
    },
    {
      "slug": "security-engineer",
      "title": "Security Engineer",
      "industry": "technology"
    },
    {
      "slug": "ai-engineer",
      "title": "AI Engineer",
      "industry": "technology"
    },
    {
      "slug": "mlops-engineer",
      "title": "MLOps Engineer",
      "industry": "technology"
    },
    {
      "slug": "qa-engineer",
      "title": "QA Engineer",
      "industry": "technology"
    },
    {
      "slug": "test-automation-engineer",
      "title": "Test Automation Engineer",
      "industry": "technology"
    },
    {
      "slug": "technical-architect",
      "title": "Technical Architect",
      "industry": "technology"
    },
    {
      "slug": "enterprise-architect",
      "title": "Enterprise Architect",
      "industry": "technology"
    },
    {
      "slug": "developer-advocate",
      "title": "Developer Advocate",
      "industry": "technology"
    },
    {
      "slug": "senior-product-manager",
      "title": "Senior Product Manager",
      "industry": "technology"
    },
    {
      "slug": "group-product-manager",
      "title": "Group Product Manager",
      "industry": "technology"
    },
    {
      "slug": "director-of-product",
      "title": "Director of Product",
      "industry": "technology"
    },
    {
      "slug": "cpo",
      "title": "Chief Product Officer",
      "industry": "technology"
    },
    {
      "slug": "product-designer",
      "title": "Product Designer",
      "industry": "design"
    },
    {
      "slug": "senior-product-designer",
      "title": "Senior Product Designer",
      "industry": "design"
    },
    {
      "slug": "ux-designer",
      "title": "UX Designer",
      "industry": "design"
    },
    {
      "slug": "ui-designer",
      "title": "UI Designer",
      "industry": "design"
    },
    {
      "slug": "design-lead",
      "title": "Design Lead",
      "industry": "design"
    },
    {
      "slug": "design-manager",
      "title": "Design Manager",
      "industry": "design"
    },
    {
      "slug": "ux-researcher",
      "title": "UX Researcher",
      "industry": "design"
    },
    {
      "slug": "data-analyst",
      "title": "Data Analyst",
      "industry": "data"
    },
    {
      "slug": "senior-data-analyst",
      "title": "Senior Data Analyst",
      "industry": "data"
    },
    {
      "slug": "analytics-engineer",
      "title": "Analytics Engineer",
      "industry": "data"
    },
    {
      "slug": "business-intelligence-analyst",
      "title": "Business Intelligence Analyst",
      "industry": "data"
    },
    {
      "slug": "data-engineer",
      "title": "Data Engineer",
      "industry": "data"
    },
    {
      "slug": "senior-data-engineer",
      "title": "Senior Data Engineer",
      "industry": "data"
    },
    {
      "slug": "data-scientist",
      "title": "Data Scientist",
      "industry": "data"
    },
    {
      "slug": "senior-data-scientist",
      "title": "Senior Data Scientist",
      "industry": "data"
    },
    {
      "slug": "applied-scientist",
      "title": "Applied Scientist",
      "industry": "data"
    },
    {
      "slug": "research-scientist",
      "title": "Research Scientist",
      "industry": "data"
    },
    {
      "slug": "analytics-manager",
      "title": "Analytics Manager",
      "industry": "data"
    },
    {
      "slug": "head-of-data",
      "title": "Head of Data",
      "industry": "data"
    },
    {
      "slug": "product-analyst",
      "title": "Product Analyst",
      "industry": "data"
    },
    {
      "slug": "soc-analyst",
      "title": "SOC Analyst",
      "industry": "cybersecurity"
    },
    {
      "slug": "penetration-tester",
      "title": "Penetration Tester",
      "industry": "cybersecurity"
    },
    {
      "slug": "security-architect",
      "title": "Security Architect",
      "industry": "cybersecurity"
    },
    {
      "slug": "ciso",
      "title": "CISO",
      "industry": "cybersecurity"
    },
    {
      "slug": "security-consultant",
      "title": "Security Consultant",
      "industry": "cybersecurity"
    },
    {
      "slug": "grc-analyst",
      "title": "GRC Analyst",
      "industry": "cybersecurity"
    },
    {
      "slug": "identity-engineer",
      "title": "Identity Engineer",
      "industry": "cybersecurity"
    },
    {
      "slug": "sdr",
      "title": "SDR",
      "industry": "sales"
    },
    {
      "slug": "bdr",
      "title": "BDR",
      "industry": "sales"
    },
    {
      "slug": "account-executive",
      "title": "Account Executive",
      "industry": "sales"
    },
    {
      "slug": "senior-account-executive",
      "title": "Senior Account Executive",
      "industry": "sales"
    },
    {
      "slug": "enterprise-account-executive",
      "title": "Enterprise Account Executive",
      "industry": "sales"
    },
    {
      "slug": "account-manager",
      "title": "Account Manager",
      "industry": "sales"
    },
    {
      "slug": "customer-success-manager",
      "title": "Customer Success Manager",
      "industry": "sales"
    },
    {
      "slug": "sales-engineer",
      "title": "Sales Engineer",
      "industry": "sales"
    },
    {
      "slug": "sales-director",
      "title": "Sales Director",
      "industry": "sales"
    },
    {
      "slug": "vp-sales",
      "title": "VP of Sales",
      "industry": "sales"
    },
    {
      "slug": "cro",
      "title": "Chief Revenue Officer",
      "industry": "sales"
    },
    {
      "slug": "revenue-operations-manager",
      "title": "Revenue Operations Manager",
      "industry": "sales"
    },
    {
      "slug": "sales-enablement-manager",
      "title": "Sales Enablement Manager",
      "industry": "sales"
    },
    {
      "slug": "marketing-manager",
      "title": "Marketing Manager",
      "industry": "marketing"
    },
    {
      "slug": "senior-marketing-manager",
      "title": "Senior Marketing Manager",
      "industry": "marketing"
    },
    {
      "slug": "product-marketing-manager",
      "title": "Product Marketing Manager",
      "industry": "marketing"
    },
    {
      "slug": "content-marketing-manager",
      "title": "Content Marketing Manager",
      "industry": "marketing"
    },
    {
      "slug": "growth-marketing-manager",
      "title": "Growth Marketing Manager",
      "industry": "marketing"
    },
    {
      "slug": "seo-manager",
      "title": "SEO Manager",
      "industry": "marketing"
    },
    {
      "slug": "brand-manager",
      "title": "Brand Manager",
      "industry": "marketing"
    },
    {
      "slug": "demand-generation-manager",
      "title": "Demand Generation Manager",
      "industry": "marketing"
    },
    {
      "slug": "marketing-director",
      "title": "Marketing Director",
      "industry": "marketing"
    },
    {
      "slug": "cmo",
      "title": "CMO",
      "industry": "marketing"
    },
    {
      "slug": "digital-marketing-specialist",
      "title": "Digital Marketing Specialist",
      "industry": "marketing"
    },
    {
      "slug": "social-media-manager",
      "title": "Social Media Manager",
      "industry": "marketing"
    },
    {
      "slug": "community-manager",
      "title": "Community Manager",
      "industry": "marketing"
    },
    {
      "slug": "financial-analyst",
      "title": "Financial Analyst",
      "industry": "finance"
    },
    {
      "slug": "senior-financial-analyst",
      "title": "Senior Financial Analyst",
      "industry": "finance"
    },
    {
      "slug": "finance-manager",
      "title": "Finance Manager",
      "industry": "finance"
    },
    {
      "slug": "controller",
      "title": "Controller",
      "industry": "finance"
    },
    {
      "slug": "cfo",
      "title": "CFO",
      "industry": "finance"
    },
    {
      "slug": "investment-banker",
      "title": "Investment Banker",
      "industry": "finance"
    },
    {
      "slug": "private-equity-analyst",
      "title": "Private Equity Analyst",
      "industry": "finance"
    },
    {
      "slug": "venture-capital-analyst",
      "title": "Venture Capital Analyst",
      "industry": "finance"
    },
    {
      "slug": "portfolio-manager",
      "title": "Portfolio Manager",
      "industry": "finance"
    },
    {
      "slug": "quantitative-analyst",
      "title": "Quantitative Analyst",
      "industry": "finance"
    },
    {
      "slug": "actuary",
      "title": "Actuary",
      "industry": "finance"
    },
    {
      "slug": "credit-analyst",
      "title": "Credit Analyst",
      "industry": "finance"
    },
    {
      "slug": "treasury-analyst",
      "title": "Treasury Analyst",
      "industry": "finance"
    },
    {
      "slug": "tax-manager",
      "title": "Tax Manager",
      "industry": "finance"
    },
    {
      "slug": "corporate-development-manager",
      "title": "Corporate Development Manager",
      "industry": "finance"
    },
    {
      "slug": "fp-and-a-manager",
      "title": "FP&A Manager",
      "industry": "finance"
    },
    {
      "slug": "recruiter",
      "title": "Recruiter",
      "industry": "hr"
    },
    {
      "slug": "senior-recruiter",
      "title": "Senior Recruiter",
      "industry": "hr"
    },
    {
      "slug": "talent-acquisition-manager",
      "title": "Talent Acquisition Manager",
      "industry": "hr"
    },
    {
      "slug": "hr-generalist",
      "title": "HR Generalist",
      "industry": "hr"
    },
    {
      "slug": "hr-business-partner",
      "title": "HR Business Partner",
      "industry": "hr"
    },
    {
      "slug": "senior-hrbp",
      "title": "Senior HR Business Partner",
      "industry": "hr"
    },
    {
      "slug": "people-operations-manager",
      "title": "People Operations Manager",
      "industry": "hr"
    },
    {
      "slug": "head-of-people",
      "title": "Head of People",
      "industry": "hr"
    },
    {
      "slug": "chro",
      "title": "CHRO",
      "industry": "hr"
    },
    {
      "slug": "dei-manager",
      "title": "DEI Manager",
      "industry": "hr"
    },
    {
      "slug": "compensation-analyst",
      "title": "Compensation Analyst",
      "industry": "hr"
    },
    {
      "slug": "learning-experience-designer",
      "title": "Learning Experience Designer",
      "industry": "education"
    },
    {
      "slug": "operations-manager",
      "title": "Operations Manager",
      "industry": "operations"
    },
    {
      "slug": "senior-operations-manager",
      "title": "Senior Operations Manager",
      "industry": "operations"
    },
    {
      "slug": "business-operations-manager",
      "title": "Business Operations Manager",
      "industry": "operations"
    },
    {
      "slug": "chief-of-staff",
      "title": "Chief of Staff",
      "industry": "operations"
    },
    {
      "slug": "coo",
      "title": "COO",
      "industry": "operations"
    },
    {
      "slug": "program-manager",
      "title": "Program Manager",
      "industry": "operations"
    },
    {
      "slug": "technical-program-manager",
      "title": "Technical Program Manager",
      "industry": "operations"
    },
    {
      "slug": "strategy-consultant",
      "title": "Strategy Consultant",
      "industry": "operations"
    },
    {
      "slug": "supply-chain-analyst",
      "title": "Supply Chain Analyst",
      "industry": "supply-chain"
    },
    {
      "slug": "supply-chain-manager",
      "title": "Supply Chain Manager",
      "industry": "supply-chain"
    },
    {
      "slug": "procurement-manager",
      "title": "Procurement Manager",
      "industry": "supply-chain"
    },
    {
      "slug": "logistics-manager",
      "title": "Logistics Manager",
      "industry": "supply-chain"
    },
    {
      "slug": "real-estate-agent",
      "title": "Real Estate Agent",
      "industry": "real-estate"
    },
    {
      "slug": "commercial-real-estate-broker",
      "title": "Commercial Real Estate Broker",
      "industry": "real-estate"
    },
    {
      "slug": "real-estate-analyst",
      "title": "Real Estate Analyst",
      "industry": "real-estate"
    },
    {
      "slug": "property-manager",
      "title": "Property Manager",
      "industry": "real-estate"
    },
    {
      "slug": "real-estate-developer",
      "title": "Real Estate Developer",
      "industry": "real-estate"
    },
    {
      "slug": "physician-assistant",
      "title": "Physician Assistant",
      "industry": "healthcare"
    },
    {
      "slug": "nurse-manager",
      "title": "Nurse Manager",
      "industry": "healthcare"
    },
    {
      "slug": "health-informatics-specialist",
      "title": "Health Informatics Specialist",
      "industry": "healthcare"
    },
    {
      "slug": "telemedicine-nurse",
      "title": "Telemedicine Nurse",
      "industry": "healthcare"
    },
    {
      "slug": "chief-nursing-officer",
      "title": "Chief Nursing Officer",
      "industry": "healthcare"
    },
    {
      "slug": "clinical-pharmacist",
      "title": "Clinical Pharmacist",
      "industry": "pharma"
    },
    {
      "slug": "hospital-pharmacist",
      "title": "Hospital Pharmacist",
      "industry": "pharma"
    },
    {
      "slug": "clinical-research-manager",
      "title": "Clinical Research Manager",
      "industry": "pharma"
    },
    {
      "slug": "senior-regulatory-affairs",
      "title": "Senior Regulatory Affairs Manager",
      "industry": "pharma"
    },
    {
      "slug": "senior-teacher",
      "title": "Senior Teacher",
      "industry": "education"
    },
    {
      "slug": "department-head",
      "title": "Department Head",
      "industry": "education"
    },
    {
      "slug": "principal",
      "title": "School Principal",
      "industry": "education"
    },
    {
      "slug": "curriculum-designer",
      "title": "Curriculum Designer",
      "industry": "education"
    },
    {
      "slug": "senior-instructional-designer",
      "title": "Senior Instructional Designer",
      "industry": "education"
    },
    {
      "slug": "chief-learning-officer",
      "title": "Chief Learning Officer",
      "industry": "education"
    },
    {
      "slug": "education-consultant",
      "title": "Education Consultant",
      "industry": "education"
    },
    {
      "slug": "senior-associate",
      "title": "Senior Legal Associate",
      "industry": "legal"
    },
    {
      "slug": "partner",
      "title": "Law Firm Partner",
      "industry": "legal"
    },
    {
      "slug": "corporate-counsel",
      "title": "Corporate Counsel",
      "industry": "legal"
    },
    {
      "slug": "general-counsel",
      "title": "General Counsel",
      "industry": "legal"
    },
    {
      "slug": "chief-compliance-officer",
      "title": "Chief Compliance Officer",
      "industry": "legal"
    },
    {
      "slug": "legal-operations-manager",
      "title": "Legal Operations Manager",
      "industry": "legal"
    },
    {
      "slug": "structural-engineer",
      "title": "Structural Engineer",
      "industry": "construction"
    },
    {
      "slug": "mep-engineer",
      "title": "MEP Engineer",
      "industry": "construction"
    },
    {
      "slug": "senior-project-manager",
      "title": "Senior Construction Project Manager",
      "industry": "construction"
    },
    {
      "slug": "program-director",
      "title": "Construction Program Director",
      "industry": "construction"
    },
    {
      "slug": "cost-consultant",
      "title": "Cost Consultant",
      "industry": "construction"
    },
    {
      "slug": "journalist",
      "title": "Journalist",
      "industry": "media"
    },
    {
      "slug": "senior-journalist",
      "title": "Senior Journalist",
      "industry": "media"
    },
    {
      "slug": "editor",
      "title": "Editor",
      "industry": "media"
    },
    {
      "slug": "video-producer",
      "title": "Video Producer",
      "industry": "media"
    },
    {
      "slug": "podcast-producer",
      "title": "Podcast Producer",
      "industry": "media"
    },
    {
      "slug": "policy-analyst",
      "title": "Policy Analyst",
      "industry": "government"
    },
    {
      "slug": "government-affairs-manager",
      "title": "Government Affairs Manager",
      "industry": "government"
    },
    {
      "slug": "public-affairs-director",
      "title": "Public Affairs Director",
      "industry": "government"
    }
  ],
  "skills": [
    {
      "slug": "python",
      "name": "Python",
      "category": "Programming"
    },
    {
      "slug": "sql",
      "name": "SQL",
      "category": "Data"
    },
    {
      "slug": "system-design",
      "name": "System Design",
      "category": "Engineering"
    },
    {
      "slug": "product-strategy",
      "name": "Product Strategy",
      "category": "Product"
    },
    {
      "slug": "stakeholder-management",
      "name": "Stakeholder Management",
      "category": "Leadership"
    },
    {
      "slug": "machine-learning",
      "name": "Machine Learning",
      "category": "AI/ML"
    },
    {
      "slug": "aws",
      "name": "AWS",
      "category": "Cloud"
    },
    {
      "slug": "kubernetes",
      "name": "Kubernetes",
      "category": "DevOps"
    },
    {
      "slug": "curriculum-design",
      "name": "Curriculum Design",
      "category": "Education"
    },
    {
      "slug": "instructional-design",
      "name": "Instructional Design",
      "category": "Education"
    },
    {
      "slug": "compliance",
      "name": "Compliance",
      "category": "Legal"
    },
    {
      "slug": "risk-management",
      "name": "Risk Management",
      "category": "Finance"
    },
    {
      "slug": "contract-law",
      "name": "Contract Law",
      "category": "Legal"
    },
    {
      "slug": "project-management",
      "name": "Project Management",
      "category": "Delivery"
    },
    {
      "slug": "autocad",
      "name": "AutoCAD",
      "category": "Engineering"
    },
    {
      "slug": "bim",
      "name": "BIM (Revit)",
      "category": "Engineering"
    },
    {
      "slug": "patient-care",
      "name": "Patient Care",
      "category": "Healthcare"
    },
    {
      "slug": "clinical-education",
      "name": "Clinical Education",
      "category": "Healthcare"
    },
    {
      "slug": "pharmacology",
      "name": "Pharmacology",
      "category": "Life Sciences"
    },
    {
      "slug": "regulatory-affairs",
      "name": "Regulatory Affairs",
      "category": "Life Sciences"
    },
    {
      "slug": "seo",
      "name": "SEO",
      "category": "Marketing"
    },
    {
      "slug": "content-strategy",
      "name": "Content Strategy",
      "category": "Marketing"
    },
    {
      "slug": "financial-modeling",
      "name": "Financial Modeling",
      "category": "Finance"
    },
    {
      "slug": "communication",
      "name": "Communication",
      "category": "Soft Skills"
    },
    {
      "slug": "leadership",
      "name": "Leadership",
      "category": "Soft Skills"
    },
    {
      "slug": "agile",
      "name": "Agile / Scrum",
      "category": "Delivery"
    },
    {
      "slug": "react",
      "name": "React",
      "category": "Programming"
    },
    {
      "slug": "typescript",
      "name": "TypeScript",
      "category": "Programming"
    },
    {
      "slug": "go",
      "name": "Go",
      "category": "Programming"
    },
    {
      "slug": "rust",
      "name": "Rust",
      "category": "Programming"
    },
    {
      "slug": "java",
      "name": "Java",
      "category": "Programming"
    },
    {
      "slug": "spark",
      "name": "Apache Spark",
      "category": "Data"
    },
    {
      "slug": "airflow",
      "name": "Airflow",
      "category": "Data"
    },
    {
      "slug": "dbt",
      "name": "dbt",
      "category": "Data"
    },
    {
      "slug": "snowflake",
      "name": "Snowflake",
      "category": "Data"
    },
    {
      "slug": "tableau",
      "name": "Tableau",
      "category": "Data"
    },
    {
      "slug": "figma",
      "name": "Figma",
      "category": "Design"
    },
    {
      "slug": "user-research",
      "name": "User Research",
      "category": "Design"
    },
    {
      "slug": "growth",
      "name": "Growth Marketing",
      "category": "Marketing"
    },
    {
      "slug": "paid-ads",
      "name": "Paid Advertising",
      "category": "Marketing"
    },
    {
      "slug": "brand",
      "name": "Brand Strategy",
      "category": "Marketing"
    },
    {
      "slug": "sales-execution",
      "name": "Sales Execution",
      "category": "Sales"
    },
    {
      "slug": "sales-enablement",
      "name": "Sales Enablement",
      "category": "Sales"
    },
    {
      "slug": "recruiting",
      "name": "Full-cycle Recruiting",
      "category": "HR"
    },
    {
      "slug": "people-ops",
      "name": "People Operations",
      "category": "HR"
    },
    {
      "slug": "supply-chain",
      "name": "Supply Chain Ops",
      "category": "Operations"
    },
    {
      "slug": "security-engineering",
      "name": "Security Engineering",
      "category": "Security"
    },
    {
      "slug": "incident-response",
      "name": "Incident Response",
      "category": "Security"
    },
    {
      "slug": "grc",
      "name": "GRC",
      "category": "Security"
    },
    {
      "slug": "sql-analytics",
      "name": "Analytics SQL",
      "category": "Data"
    },
    {
      "slug": "ml-ops",
      "name": "MLOps",
      "category": "AI/ML"
    },
    {
      "slug": "llm-engineering",
      "name": "LLM Engineering",
      "category": "AI/ML"
    },
    {
      "slug": "product-analytics",
      "name": "Product Analytics",
      "category": "Data"
    },
    {
      "slug": "coaching",
      "name": "Coaching",
      "category": "Soft Skills"
    },
    {
      "slug": "negotiation",
      "name": "Negotiation",
      "category": "Soft Skills"
    },
    {
      "slug": "storytelling",
      "name": "Storytelling",
      "category": "Soft Skills"
    }
  ],
  "certifications": [
    {
      "slug": "pmp",
      "name": "PMP",
      "provider": "PMI"
    },
    {
      "slug": "aws-saa",
      "name": "AWS Solutions Architect Associate",
      "provider": "AWS"
    },
    {
      "slug": "cka",
      "name": "CKA",
      "provider": "CNCF"
    },
    {
      "slug": "cipm",
      "name": "CIPM",
      "provider": "IAPP"
    },
    {
      "slug": "cscp",
      "name": "CSCP",
      "provider": "APICS"
    },
    {
      "slug": "cfa",
      "name": "CFA",
      "provider": "CFA Institute"
    },
    {
      "slug": "prince2",
      "name": "PRINCE2",
      "provider": "AXELOS"
    },
    {
      "slug": "raps-rac",
      "name": "RAC (Regulatory Affairs)",
      "provider": "RAPS"
    },
    {
      "slug": "atd-ctdp",
      "name": "CTDP",
      "provider": "ATD"
    },
    {
      "slug": "csm",
      "name": "CSM",
      "provider": "Scrum Alliance"
    },
    {
      "slug": "sie",
      "name": "SIE",
      "provider": "FINRA"
    },
    {
      "slug": "google-analytics",
      "name": "Google Analytics Certification",
      "provider": "Google"
    },
    {
      "slug": "google-pm",
      "name": "Google Project Management Certificate",
      "provider": "Coursera / Google"
    },
    {
      "slug": "ccna",
      "name": "Cisco CCNA",
      "provider": "Cisco"
    },
    {
      "slug": "cissp",
      "name": "CISSP",
      "provider": "ISC2"
    },
    {
      "slug": "ceh",
      "name": "Certified Ethical Hacker",
      "provider": "EC-Council"
    },
    {
      "slug": "sec-plus",
      "name": "CompTIA Security+",
      "provider": "CompTIA"
    },
    {
      "slug": "azure-admin",
      "name": "Azure Administrator",
      "provider": "Microsoft"
    },
    {
      "slug": "gcp-ace",
      "name": "GCP Associate Cloud Engineer",
      "provider": "Google Cloud"
    },
    {
      "slug": "shrm-cp",
      "name": "SHRM-CP",
      "provider": "SHRM"
    },
    {
      "slug": "phr",
      "name": "PHR",
      "provider": "HRCI"
    },
    {
      "slug": "series-7",
      "name": "Series 7",
      "provider": "FINRA"
    },
    {
      "slug": "hubspot-inbound",
      "name": "HubSpot Inbound Marketing",
      "provider": "HubSpot"
    },
    {
      "slug": "meta-blueprint",
      "name": "Meta Blueprint",
      "provider": "Meta"
    },
    {
      "slug": "gaiq",
      "name": "Google Ads Certification",
      "provider": "Google"
    },
    {
      "slug": "leed-ap",
      "name": "LEED AP",
      "provider": "USGBC"
    },
    {
      "slug": "safe",
      "name": "SAFe Agilist",
      "provider": "Scaled Agile"
    }
  ],
  "industries": [
    {
      "slug": "technology",
      "name": "Technology",
      "description": "Software, cloud, data, and AI companies driving digital transformation across every sector."
    },
    {
      "slug": "healthcare",
      "name": "Healthcare",
      "description": "Hospitals, clinics, pharma, medical devices, and health-tech reshaping patient care."
    },
    {
      "slug": "finance",
      "name": "Finance",
      "description": "Banking, insurance, fintech, and capital markets — one of the highest-paying industries globally."
    },
    {
      "slug": "education",
      "name": "Education",
      "description": "Schools, universities, EdTech, and corporate learning teams building the future workforce."
    },
    {
      "slug": "legal",
      "name": "Legal & Compliance",
      "description": "Law firms, in-house counsel, regulatory, risk, and policy roles across regulated industries."
    },
    {
      "slug": "construction",
      "name": "Construction & Infrastructure",
      "description": "Civil, structural, MEP, and project delivery for buildings, transport, and energy."
    },
    {
      "slug": "pharma",
      "name": "Pharma & Life Sciences",
      "description": "Drug discovery, clinical research, regulatory affairs, and medical affairs."
    },
    {
      "slug": "marketing",
      "name": "Marketing & Growth",
      "description": "Brand, product marketing, growth, and demand generation across B2B and B2C."
    },
    {
      "slug": "sales",
      "name": "Sales & Business Development",
      "description": "Revenue-driving roles across SaaS, enterprise, and B2C."
    },
    {
      "slug": "hr",
      "name": "People & HR",
      "description": "Talent, culture, and people operations across every industry."
    },
    {
      "slug": "operations",
      "name": "Operations & Strategy",
      "description": "Business operations, chief-of-staff, and cross-functional strategy."
    },
    {
      "slug": "design",
      "name": "Design & UX",
      "description": "Product design, brand, and user research shaping how software is used."
    },
    {
      "slug": "data",
      "name": "Data & Analytics",
      "description": "Analysts, engineers, and scientists turning data into decisions."
    },
    {
      "slug": "cybersecurity",
      "name": "Cybersecurity",
      "description": "Defensive and offensive security, GRC, and identity across the enterprise."
    },
    {
      "slug": "real-estate",
      "name": "Real Estate & PropTech",
      "description": "Brokerage, development, asset management, and technology reshaping property."
    },
    {
      "slug": "supply-chain",
      "name": "Supply Chain & Logistics",
      "description": "Global operations, procurement, and last-mile logistics."
    },
    {
      "slug": "media",
      "name": "Media, Content & Publishing",
      "description": "Journalism, editorial, video, and creator economy roles."
    },
    {
      "slug": "government",
      "name": "Public Sector & Policy",
      "description": "Government, non-profit, and policy roles across regulation and delivery."
    }
  ],
  "countries": [
    {
      "slug": "australia",
      "name": "Australia"
    },
    {
      "slug": "canada",
      "name": "Canada"
    },
    {
      "slug": "eu",
      "name": "EU"
    },
    {
      "slug": "germany",
      "name": "Germany"
    },
    {
      "slug": "hong-kong",
      "name": "Hong Kong"
    },
    {
      "slug": "india",
      "name": "India"
    },
    {
      "slug": "israel",
      "name": "Israel"
    },
    {
      "slug": "netherlands",
      "name": "Netherlands"
    },
    {
      "slug": "poland",
      "name": "Poland"
    },
    {
      "slug": "saudi-arabia",
      "name": "Saudi Arabia"
    },
    {
      "slug": "singapore",
      "name": "Singapore"
    },
    {
      "slug": "switzerland",
      "name": "Switzerland"
    },
    {
      "slug": "uae",
      "name": "UAE"
    },
    {
      "slug": "uk",
      "name": "UK"
    },
    {
      "slug": "usa",
      "name": "USA"
    }
  ],
  "companies": [
    {
      "slug": "a16z",
      "name": "a16z"
    },
    {
      "slug": "accel",
      "name": "Accel"
    },
    {
      "slug": "accenture",
      "name": "Accenture"
    },
    {
      "slug": "aecom",
      "name": "AECOM"
    },
    {
      "slug": "agencies",
      "name": "Agencies"
    },
    {
      "slug": "airbnb",
      "name": "Airbnb"
    },
    {
      "slug": "amazon",
      "name": "Amazon"
    },
    {
      "slug": "amgen",
      "name": "Amgen"
    },
    {
      "slug": "amwell",
      "name": "Amwell"
    },
    {
      "slug": "anthropic",
      "name": "Anthropic"
    },
    {
      "slug": "apple",
      "name": "Apple"
    },
    {
      "slug": "arcadis",
      "name": "Arcadis"
    },
    {
      "slug": "arup",
      "name": "Arup"
    },
    {
      "slug": "asset-managers",
      "name": "Asset managers"
    },
    {
      "slug": "astrazeneca",
      "name": "AstraZeneca"
    },
    {
      "slug": "atlassian",
      "name": "Atlassian"
    },
    {
      "slug": "aws",
      "name": "AWS"
    },
    {
      "slug": "bain",
      "name": "Bain"
    },
    {
      "slug": "balfour-beatty",
      "name": "Balfour Beatty"
    },
    {
      "slug": "banks",
      "name": "Banks"
    },
    {
      "slug": "barclays",
      "name": "Barclays"
    },
    {
      "slug": "bcg",
      "name": "BCG"
    },
    {
      "slug": "bechtel",
      "name": "Bechtel"
    },
    {
      "slug": "big-four",
      "name": "Big Four"
    },
    {
      "slug": "big-tech-policy-teams",
      "name": "Big Tech policy teams"
    },
    {
      "slug": "bishop-fox",
      "name": "Bishop Fox"
    },
    {
      "slug": "blackstone",
      "name": "Blackstone"
    },
    {
      "slug": "boots",
      "name": "Boots"
    },
    {
      "slug": "brookfield",
      "name": "Brookfield"
    },
    {
      "slug": "carlyle",
      "name": "Carlyle"
    },
    {
      "slug": "cbre",
      "name": "CBRE"
    },
    {
      "slug": "cerner",
      "name": "Cerner"
    },
    {
      "slug": "citadel",
      "name": "Citadel"
    },
    {
      "slug": "cleveland-clinic",
      "name": "Cleveland Clinic"
    },
    {
      "slug": "clifford-chance",
      "name": "Clifford Chance"
    },
    {
      "slug": "cloudflare",
      "name": "Cloudflare"
    },
    {
      "slug": "coldwell-banker",
      "name": "Coldwell Banker"
    },
    {
      "slug": "community-health-orgs",
      "name": "Community health orgs"
    },
    {
      "slug": "compass",
      "name": "Compass"
    },
    {
      "slug": "coursera",
      "name": "Coursera"
    },
    {
      "slug": "cpg",
      "name": "CPG"
    },
    {
      "slug": "creator-economy",
      "name": "Creator economy"
    },
    {
      "slug": "crowdstrike",
      "name": "CrowdStrike"
    },
    {
      "slug": "cushman-and-wakefield",
      "name": "Cushman & Wakefield"
    },
    {
      "slug": "cvs",
      "name": "CVS"
    },
    {
      "slug": "databricks",
      "name": "Databricks"
    },
    {
      "slug": "datadog",
      "name": "Datadog"
    },
    {
      "slug": "dbt-labs",
      "name": "dbt Labs"
    },
    {
      "slug": "deepmind",
      "name": "DeepMind"
    },
    {
      "slug": "deloitte",
      "name": "Deloitte"
    },
    {
      "slug": "digital-media",
      "name": "Digital media"
    },
    {
      "slug": "dtc",
      "name": "DTC"
    },
    {
      "slug": "duolingo",
      "name": "Duolingo"
    },
    {
      "slug": "ecommerce",
      "name": "Ecommerce"
    },
    {
      "slug": "edtech",
      "name": "EdTech"
    },
    {
      "slug": "enterprise-saas",
      "name": "Enterprise SaaS"
    },
    {
      "slug": "epic",
      "name": "Epic"
    },
    {
      "slug": "ey-parthenon",
      "name": "EY-Parthenon"
    },
    {
      "slug": "fashion",
      "name": "Fashion"
    },
    {
      "slug": "fedex",
      "name": "FedEx"
    },
    {
      "slug": "figma",
      "name": "Figma"
    },
    {
      "slug": "financial-services",
      "name": "Financial services"
    },
    {
      "slug": "financial-services-tech",
      "name": "Financial services tech"
    },
    {
      "slug": "fintech",
      "name": "Fintech"
    },
    {
      "slug": "fivetran",
      "name": "Fivetran"
    },
    {
      "slug": "fortune-500",
      "name": "Fortune 500"
    },
    {
      "slug": "fortune-500-hr-teams",
      "name": "Fortune 500 HR teams"
    },
    {
      "slug": "fortune-500-tech",
      "name": "Fortune 500 tech"
    },
    {
      "slug": "foster-partners",
      "name": "Foster + Partners"
    },
    {
      "slug": "gitlab",
      "name": "GitLab"
    },
    {
      "slug": "goldman-sachs",
      "name": "Goldman Sachs"
    },
    {
      "slug": "google",
      "name": "Google"
    },
    {
      "slug": "google-cloud",
      "name": "Google Cloud"
    },
    {
      "slug": "governments",
      "name": "Governments"
    },
    {
      "slug": "greystar",
      "name": "Greystar"
    },
    {
      "slug": "growth-stage-tech",
      "name": "Growth-stage tech"
    },
    {
      "slug": "gsk",
      "name": "GSK"
    },
    {
      "slug": "hashicorp",
      "name": "HashiCorp"
    },
    {
      "slug": "hca",
      "name": "HCA"
    },
    {
      "slug": "health-systems",
      "name": "Health systems"
    },
    {
      "slug": "hedge-funds",
      "name": "Hedge funds"
    },
    {
      "slug": "hines",
      "name": "Hines"
    },
    {
      "slug": "home-health-agencies",
      "name": "Home health agencies"
    },
    {
      "slug": "hospitals",
      "name": "Hospitals"
    },
    {
      "slug": "hsbc",
      "name": "HSBC"
    },
    {
      "slug": "hubspot",
      "name": "HubSpot"
    },
    {
      "slug": "ibm",
      "name": "IBM"
    },
    {
      "slug": "icon",
      "name": "Icon"
    },
    {
      "slug": "independent-schools",
      "name": "Independent schools"
    },
    {
      "slug": "insurers",
      "name": "Insurers"
    },
    {
      "slug": "international-schools",
      "name": "International schools"
    },
    {
      "slug": "iqvia",
      "name": "IQVIA"
    },
    {
      "slug": "jandj",
      "name": "J&J"
    },
    {
      "slug": "jane-street",
      "name": "Jane Street"
    },
    {
      "slug": "jll",
      "name": "JLL"
    },
    {
      "slug": "jpmorgan",
      "name": "JPMorgan"
    },
    {
      "slug": "kaiser",
      "name": "Kaiser"
    },
    {
      "slug": "kaiser-permanente",
      "name": "Kaiser Permanente"
    },
    {
      "slug": "keller-williams",
      "name": "Keller Williams"
    },
    {
      "slug": "kirkland-and-ellis",
      "name": "Kirkland & Ellis"
    },
    {
      "slug": "kkr",
      "name": "KKR"
    },
    {
      "slug": "kpmg",
      "name": "KPMG"
    },
    {
      "slug": "latham-and-watkins",
      "name": "Latham & Watkins"
    },
    {
      "slug": "linear",
      "name": "Linear"
    },
    {
      "slug": "linkedin-learning",
      "name": "LinkedIn Learning"
    },
    {
      "slug": "mace",
      "name": "Mace"
    },
    {
      "slug": "major-publishers",
      "name": "Major publishers"
    },
    {
      "slug": "mayo-clinic",
      "name": "Mayo Clinic"
    },
    {
      "slug": "mckinsey",
      "name": "McKinsey"
    },
    {
      "slug": "media",
      "name": "Media"
    },
    {
      "slug": "medtech-companies",
      "name": "MedTech companies"
    },
    {
      "slug": "merck",
      "name": "Merck"
    },
    {
      "slug": "meta",
      "name": "Meta"
    },
    {
      "slug": "microsoft",
      "name": "Microsoft"
    },
    {
      "slug": "moderna",
      "name": "Moderna"
    },
    {
      "slug": "mongodb",
      "name": "MongoDB"
    },
    {
      "slug": "morgan-stanley",
      "name": "Morgan Stanley"
    },
    {
      "slug": "mssps",
      "name": "MSSPs"
    },
    {
      "slug": "ncc-group",
      "name": "NCC Group"
    },
    {
      "slug": "netflix",
      "name": "Netflix"
    },
    {
      "slug": "nhs",
      "name": "NHS"
    },
    {
      "slug": "nhs-trusts",
      "name": "NHS Trusts"
    },
    {
      "slug": "notion",
      "name": "Notion"
    },
    {
      "slug": "novartis",
      "name": "Novartis"
    },
    {
      "slug": "nursing-schools",
      "name": "Nursing schools"
    },
    {
      "slug": "nvidia",
      "name": "Nvidia"
    },
    {
      "slug": "okta",
      "name": "Okta"
    },
    {
      "slug": "openai",
      "name": "OpenAI"
    },
    {
      "slug": "oracle",
      "name": "Oracle"
    },
    {
      "slug": "pandg",
      "name": "P&G"
    },
    {
      "slug": "palo-alto",
      "name": "Palo Alto"
    },
    {
      "slug": "parexel",
      "name": "Parexel"
    },
    {
      "slug": "pfizer",
      "name": "Pfizer"
    },
    {
      "slug": "pmi-certified-consultancies",
      "name": "PMI-certified consultancies"
    },
    {
      "slug": "ppd",
      "name": "PPD"
    },
    {
      "slug": "public-school-systems",
      "name": "Public school systems"
    },
    {
      "slug": "publishers",
      "name": "Publishers"
    },
    {
      "slug": "pwc",
      "name": "PwC"
    },
    {
      "slug": "regulated-tech",
      "name": "Regulated tech"
    },
    {
      "slug": "related",
      "name": "Related"
    },
    {
      "slug": "roche",
      "name": "Roche"
    },
    {
      "slug": "saas",
      "name": "SaaS"
    },
    {
      "slug": "saas-companies",
      "name": "SaaS companies"
    },
    {
      "slug": "salesforce",
      "name": "Salesforce"
    },
    {
      "slug": "sap",
      "name": "SAP"
    },
    {
      "slug": "school-systems",
      "name": "School systems"
    },
    {
      "slug": "schools",
      "name": "Schools"
    },
    {
      "slug": "sequoia",
      "name": "Sequoia"
    },
    {
      "slug": "series-b-saas",
      "name": "Series-B+ SaaS"
    },
    {
      "slug": "series-b-startups",
      "name": "Series-B+ startups"
    },
    {
      "slug": "series-c-saas",
      "name": "Series-C+ SaaS"
    },
    {
      "slug": "series-c-startups",
      "name": "Series-C+ startups"
    },
    {
      "slug": "shell",
      "name": "Shell"
    },
    {
      "slug": "shopify",
      "name": "Shopify"
    },
    {
      "slug": "skanska",
      "name": "Skanska"
    },
    {
      "slug": "skidmore-owings-and-merrill",
      "name": "Skidmore Owings & Merrill"
    },
    {
      "slug": "smb",
      "name": "SMB"
    },
    {
      "slug": "snap",
      "name": "Snap"
    },
    {
      "slug": "snowflake",
      "name": "Snowflake"
    },
    {
      "slug": "spotify",
      "name": "Spotify"
    },
    {
      "slug": "startups",
      "name": "Startups"
    },
    {
      "slug": "stripe",
      "name": "Stripe"
    },
    {
      "slug": "teladoc",
      "name": "Teladoc"
    },
    {
      "slug": "think-tanks",
      "name": "Think tanks"
    },
    {
      "slug": "turner",
      "name": "Turner"
    },
    {
      "slug": "turner-and-townsend",
      "name": "Turner & Townsend"
    },
    {
      "slug": "two-sigma",
      "name": "Two Sigma"
    },
    {
      "slug": "uber",
      "name": "Uber"
    },
    {
      "slug": "unilever",
      "name": "Unilever"
    },
    {
      "slug": "ups",
      "name": "UPS"
    },
    {
      "slug": "vercel",
      "name": "Vercel"
    },
    {
      "slug": "walgreens",
      "name": "Walgreens"
    },
    {
      "slug": "walmart",
      "name": "Walmart"
    },
    {
      "slug": "web3",
      "name": "Web3"
    },
    {
      "slug": "wsp",
      "name": "WSP"
    }
  ],
  "collections": [
    {
      "slug": "high-paying-transitions",
      "title": "High-Paying Career Transitions",
      "description": "Career moves with the largest salary increases — every transition here comes with a +25% or greater compensation delta."
    },
    {
      "slug": "remote-friendly-transitions",
      "title": "Remote-Friendly Career Transitions",
      "description": "Every transition here leads to a role that is fully remote or hybrid at most modern employers."
    },
    {
      "slug": "no-degree-career-switches",
      "title": "Career Switches That Don't Require a New Degree",
      "description": "Realistic career changes you can make with certifications and portfolio work — no return to school required."
    },
    {
      "slug": "beginner-friendly-transitions",
      "title": "Beginner-Friendly Career Transitions",
      "description": "Easy transitions with high skill overlap and short runways — ideal for professionals early in their careers."
    },
    {
      "slug": "ai-recommended-transitions",
      "title": "AI-Recommended Career Transitions",
      "description": "Transitions our career graph identifies as high-signal moves — strong skill overlap, growing demand, and durable outlook."
    },
    {
      "slug": "international-career-transitions",
      "title": "International Career Transitions",
      "description": "Transitions with strong global hiring intent across multiple regions — ideal for professionals open to relocation or global-remote work."
    }
  ]
}