{
  "resource": "skills",
  "exported_at": "2026-06-15",
  "count": 10,
  "license": "CC BY 4.0",
  "data": [
    {
      "skill_id": "S001",
      "skill_en": "AI literacy",
      "skill_ar": "الثقافة العامة في الذكاء الاصطناعي",
      "category": "Foundation",
      "level": "Beginner",
      "example_use_case": "Understand AI opportunities and risks before adopting tools"
    },
    {
      "skill_id": "S002",
      "skill_en": "Prompt engineering",
      "skill_ar": "هندسة الأوامر",
      "category": "Foundation",
      "level": "Beginner",
      "example_use_case": "Create reliable customer-service and marketing prompts"
    },
    {
      "skill_id": "S003",
      "skill_en": "Data analysis",
      "skill_ar": "تحليل البيانات",
      "category": "Data",
      "level": "Intermediate",
      "example_use_case": "Analyze sales demand and customer segments"
    },
    {
      "skill_id": "S004",
      "skill_en": "Data governance",
      "skill_ar": "حوكمة البيانات",
      "category": "Data",
      "level": "Intermediate",
      "example_use_case": "Prepare trusted datasets for AI use"
    },
    {
      "skill_id": "S005",
      "skill_en": "Machine learning",
      "skill_ar": "تعلم الآلة",
      "category": "Technical",
      "level": "Advanced",
      "example_use_case": "Build predictive maintenance or demand forecasting models"
    },
    {
      "skill_id": "S006",
      "skill_en": "Natural language processing",
      "skill_ar": "معالجة اللغة الطبيعية",
      "category": "Technical",
      "level": "Advanced",
      "example_use_case": "Classify Arabic and English customer feedback"
    },
    {
      "skill_id": "S007",
      "skill_en": "Computer vision",
      "skill_ar": "الرؤية الحاسوبية",
      "category": "Technical",
      "level": "Advanced",
      "example_use_case": "Inspect products, assets, documents, and safety conditions"
    },
    {
      "skill_id": "S008",
      "skill_en": "AI product management",
      "skill_ar": "إدارة منتجات الذكاء الاصطناعي",
      "category": "Business",
      "level": "Intermediate",
      "example_use_case": "Turn business problems into measurable AI pilots"
    },
    {
      "skill_id": "S009",
      "skill_en": "Responsible AI",
      "skill_ar": "الذكاء الاصطناعي المسؤول",
      "category": "Governance",
      "level": "Intermediate",
      "example_use_case": "Assess bias, privacy, transparency, and accountability"
    },
    {
      "skill_id": "S010",
      "skill_en": "AI cybersecurity",
      "skill_ar": "أمن الذكاء الاصطناعي",
      "category": "Cybersecurity",
      "level": "Advanced",
      "example_use_case": "Secure AI workflows, APIs, models, and data pipelines"
    }
  ]
}