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          "rationale": null,
          "role_archetype": "Engineering",
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          "rationale": null,
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      "input_skill": "SOAP",
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      "dimension": {
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        "display_name": "Angular Component Model and Templates",
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        "rationale": "Core Angular framework surface for building reusable UI, composing views, and wiring component behavior. This is the main application substrate for browser features in this role.",
        "slug": "angular-component-model-and-templates",
        "source": "db"
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      "input_skill": "Angular",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Application Frameworks \u0026 Libraries",
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        "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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        "source": "db"
      },
      "input_skill": "Angular",
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      "roles_from_db": [
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          "display_name": "Sitecore Dev",
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      ]
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Frameworks \u0026 Libraries",
        "id": 360,
        "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
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        "source": "db"
      },
      "input_skill": "Angular",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Drupal Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
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        },
        {
          "display_name": "Engineering Manager",
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          "rationale": null,
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    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "UI Frameworks and Rendering",
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        "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
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      "input_skill": "Angular",
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      "roles_from_db": [
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          "rationale": null,
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          "display_name": "Hybrid Mobile Developer",
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          "display_name": "Ionic Developer",
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          "rationale": null,
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          "slug": "ionic-developer",
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        },
        {
          "display_name": "Web Developer",
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          "rationale": null,
          "role_archetype": null,
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        }
      ]
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        "display_name": "Cross-Platform App Languages",
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        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
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        "source": "db"
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      "input_skill": "TypeScript",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "hybrid-mobile-developer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "JavaScript and TypeScript",
        "id": 114,
        "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
        "slug": "javascript-and-typescript",
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      "input_skill": "TypeScript",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Angular Frontend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "angular-frontend-developer",
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        },
        {
          "display_name": "Frontend Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "frontend-engineer",
          "source": "db"
        },
        {
          "display_name": "Ionic Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
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        },
        {
          "display_name": "Node.js Backend Developer",
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          "rationale": null,
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        },
        {
          "display_name": "React Frontend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "react-frontend-developer",
          "source": "db"
        },
        {
          "display_name": "React Native Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "react-native-developer",
          "source": "db"
        },
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          "slug": "d_init_01",
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        },
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        "roles_from_db": [
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            "display_name": "DevOps Engineer",
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        "roles_from_db": [
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          "slug": "pega-programming-languages-dsls",
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        "roles_from_db": [
          {
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      {
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      {
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        "roles_from_db": [
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        },
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        "roles_from_db": [
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        "dimension_id": 161,
        "input_skill": "Java",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
          {
            "display_name": "Android Developer",
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          "source": "db"
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        "roles_from_db": [
          {
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            "source": "db"
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        ],
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      {
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          "difficulty_hint": "well_known",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Pega Developer",
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            "rationale": null,
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            "slug": "pega-developer",
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          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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          {
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      {
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        "roles_from_db": [
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        "roles_from_db": [
          {
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            "slug": "data-engineer",
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        ],
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      {
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          "source": "db"
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        "input_skill": "Spring Framework",
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        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [
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          {
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            "rationale": null,
            "role_archetype": "Engineering",
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          {
            "display_name": "PHP Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "display_name": "Python Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
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      },
      {
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          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
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          "source": "db"
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        "dimension_id": 3,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
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            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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            "display_name": "Fullstack Developer",
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          "slug": "api-interface-and-contract-design",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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            "display_name": "Node.js Backend Developer",
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            "display_name": "PHP Backend Developer",
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            "role_archetype": "Engineering",
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          },
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            "display_name": "Python Backend Developer",
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            "role_archetype": "Engineering",
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          },
          {
            "display_name": "Ruby Backend Developer",
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            "rationale": null,
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