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| # GapGuide role → O*NET-SOC code mapping | |
| # Verified against onetonline.org on 2026-04-19. See research/06-dataset-sourcing.md §1. | |
| # Composite roles list multiple SOCs; the parser unions their tech skills and dedupes. | |
| # | |
| # `industry` is GapGuide's own field (not from O*NET) — used for filtering on the Target Role page. | |
| # `description_override` is optional; if blank the parser uses Occupation Data.txt's description. | |
| roles: | |
| - name: "Data Scientist" | |
| industry: "Data Science" | |
| socs: ["15-2051.00"] | |
| description_override: "" | |
| - name: "Data Analyst" | |
| industry: "Data Science" | |
| socs: ["15-2041.00"] | |
| description_override: "Analyze data to identify patterns, generate insights, and produce reports for business decisions. Pakistan/global market role; O*NET groups under Statisticians (15-2041.00) which lists Data Analyst as a sample title." | |
| - name: "Machine Learning Engineer" | |
| industry: "AI / ML" | |
| socs: ["15-2051.00", "15-1221.00"] | |
| description_override: "Build, train, and deploy machine learning models in production. Combine data science (Data Scientists 15-2051.00) with computer science research (Computer and Information Research Scientists 15-1221.00). No dedicated O*NET SOC." | |
| - name: "Backend Developer" | |
| industry: "Software Engineering" | |
| socs: ["15-1252.00"] | |
| description_override: "" | |
| - name: "Frontend Developer" | |
| industry: "Software Engineering" | |
| socs: ["15-1254.00"] | |
| description_override: "" | |
| - name: "Full Stack Developer" | |
| industry: "Software Engineering" | |
| socs: ["15-1252.00", "15-1254.00"] | |
| description_override: "Build both server-side (Software Developers 15-1252.00) and client-side (Web Developers 15-1254.00) of web applications. Composite role — O*NET has no single SOC for full-stack." | |
| - name: "Data Engineer" | |
| industry: "Data Science" | |
| socs: ["15-1243.01", "15-1243.00"] | |
| description_override: "Design, build, and maintain data pipelines, warehouses, and ETL systems. Composite of Data Warehousing Specialists (15-1243.01) and Database Architects (15-1243.00). No dedicated O*NET SOC." | |
| - name: "DevOps Engineer" | |
| industry: "Infrastructure" | |
| socs: ["15-1299.08"] | |
| description_override: "Bridge development and operations through CI/CD, infrastructure as code, container orchestration, and cloud platform management. O*NET maps loosely to Computer Systems Engineers/Architects (15-1299.08); heavy manual augmentation needed for modern DevOps tooling." | |
| - name: "AI Engineer (GenAI / LLM)" | |
| industry: "AI / ML" | |
| socs: ["15-1221.00"] | |
| description_override: "Build applications powered by large language models, retrieval-augmented generation (RAG), and vector search. O*NET predates GenAI tooling — heavy manual augmentation required for LangChain, LlamaIndex, OpenAI/Anthropic API, prompt engineering, vector databases." | |
| - name: "Business Intelligence Analyst" | |
| industry: "Data Science" | |
| socs: ["15-2051.01"] | |
| description_override: "" | |