[
  {
    "id": "P001",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 5,
      "ai_use_cases": 5,
      "social_branding": 5,
      "gamification": 5,
      "iot_sensors": 5,
      "ai_drafting": 5,
      "campaign_ideation": 5,
      "vibe_coding": 5,
      "ai_media_storyboard": 5,
      "responsible_ai": 5,
      "human_judgment": 5,
      "prototype_confidence": 5
    },
    "domainScores": {
      "AI literacy": 5,
      "Digital branding": 5,
      "Gameful + sensor HR": 5,
      "AI content + media": 5,
      "Vibe prototyping": 5,
      "Responsible AI": 5
    },
    "readinessIndex": 100.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Administrative automation"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Vibe coding / app design",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P002",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 5,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge"
      ]
    }
  },
  {
    "id": "P003",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 5,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 76.7,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P004",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 3.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "HR analytics / decision support"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P005",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 1,
      "ai_use_cases": 3,
      "social_branding": 2,
      "gamification": 1,
      "iot_sensors": 1,
      "ai_drafting": 2,
      "campaign_ideation": 1,
      "vibe_coding": 2,
      "ai_media_storyboard": 3,
      "responsible_ai": 1,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 2,
      "Digital branding": 1.5,
      "Gameful + sensor HR": 1,
      "AI content + media": 2.5,
      "Vibe prototyping": 3,
      "Responsible AI": 2
    },
    "readinessIndex": 40.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": []
    }
  },
  {
    "id": "P006",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 5,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 7,
    "knowledgePct": 58.3,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P007",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 4,
    "knowledgePct": 33.3,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P008",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 2,
      "Responsible AI": 3
    },
    "readinessIndex": 56.7,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Tools and platforms",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P009",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 75.0,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P010",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P011",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 1,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 2,
      "Responsible AI": 4
    },
    "readinessIndex": 68.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P012",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 5,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 3.5
    },
    "readinessIndex": 76.7,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P013",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 4,
      "ai_drafting": 5,
      "campaign_ideation": 2,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 2,
      "Gameful + sensor HR": 3,
      "AI content + media": 4.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P014",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 2,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 2,
      "Digital branding": 2,
      "Gameful + sensor HR": 2,
      "AI content + media": 2,
      "Vibe prototyping": 2,
      "Responsible AI": 2
    },
    "readinessIndex": 40.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P015",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 2,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 3,
      "campaign_ideation": 2,
      "vibe_coding": 3,
      "ai_media_storyboard": 2,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 2,
      "AI content + media": 2.5,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 51.7,
    "knowledgeScore": 6,
    "knowledgePct": 50.0,
    "misconceptionCount": 3,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge"
      ]
    }
  },
  {
    "id": "P016",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 5,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 3,
      "Vibe prototyping": 4.5,
      "Responsible AI": 3
    },
    "readinessIndex": 68.3,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P017",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 3,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 2.5,
      "Vibe prototyping": 2.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 53.3,
    "knowledgeScore": 6,
    "knowledgePct": 50.0,
    "misconceptionCount": 4,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P018",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 1,
      "social_branding": 2,
      "gamification": 1,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 1.5,
      "Digital branding": 2,
      "Gameful + sensor HR": 1.5,
      "AI content + media": 2,
      "Vibe prototyping": 2,
      "Responsible AI": 2
    },
    "readinessIndex": 36.7,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P019",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 1,
      "social_branding": 4,
      "gamification": 5,
      "iot_sensors": 4,
      "ai_drafting": 1,
      "campaign_ideation": 1,
      "vibe_coding": 1,
      "ai_media_storyboard": 1,
      "responsible_ai": 1,
      "human_judgment": 1,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 4.5,
      "AI content + media": 1,
      "Vibe prototyping": 1,
      "Responsible AI": 1
    },
    "readinessIndex": 41.7,
    "knowledgeScore": 4,
    "knowledgePct": 33.3,
    "misconceptionCount": 5,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Discipline / grievance",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P020",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 5
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 3.5,
      "Vibe prototyping": 4.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 75.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Onboarding",
        "Training / L&D",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P021",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 4,
      "Responsible AI": 3
    },
    "readinessIndex": 75.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": []
    }
  },
  {
    "id": "P022",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 4,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 4,
      "Responsible AI": 3.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": []
    }
  },
  {
    "id": "P023",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3,
      "Vibe prototyping": 3.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 65.0,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P024",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P025",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 2,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 1,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 2,
      "Digital branding": 2,
      "Gameful + sensor HR": 2,
      "AI content + media": 1.5,
      "Vibe prototyping": 2,
      "Responsible AI": 2
    },
    "readinessIndex": 38.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P026",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Legal / accountability"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Content / communication",
        "Vibe coding / app design",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P027",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 5,
      "social_branding": 4,
      "gamification": 5,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 5,
      "vibe_coding": 5,
      "ai_media_storyboard": 5,
      "responsible_ai": 5,
      "human_judgment": 4,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 4.5,
      "AI content + media": 4.5,
      "Vibe prototyping": 4,
      "Responsible AI": 4.5
    },
    "readinessIndex": 86.7,
    "knowledgeScore": 4,
    "knowledgePct": 33.3,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P028",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 3
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Tools and platforms",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P029",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 2.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 60.0,
    "knowledgeScore": 6,
    "knowledgePct": 50.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Recruitment bias misconception",
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P030",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 60.0,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P031",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Promotion / compensation"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P032",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 2,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 3,
      "Vibe prototyping": 2.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P033",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 5,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 2.5,
      "Responsible AI": 3
    },
    "readinessIndex": 66.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Onboarding"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P034",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P035",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 66.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P036",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 3.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P037",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 2,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3.5
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 2,
    "misconceptions": [
      "Recruitment bias misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": []
    }
  },
  {
    "id": "P038",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 5,
      "campaign_ideation": 3,
      "vibe_coding": 4,
      "ai_media_storyboard": 3,
      "responsible_ai": 5,
      "human_judgment": 5,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 5
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P039",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 4,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 2.5
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Onboarding",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P040",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 4,
      "iot_sensors": 5,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 4.5,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 4
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Onboarding",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P041",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 5,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 4.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P042",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 2,
      "AI content + media": 4,
      "Vibe prototyping": 2,
      "Responsible AI": 3.5
    },
    "readinessIndex": 60.0,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P043",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 5,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Tools and platforms",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P044",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 3.5,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P045",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Administrative automation"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P046",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 1,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 2,
      "Vibe prototyping": 2,
      "Responsible AI": 1.5
    },
    "readinessIndex": 46.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P047",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 2.5,
      "Responsible AI": 4
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P048",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 2,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 2,
      "Gameful + sensor HR": 2,
      "AI content + media": 2,
      "Vibe prototyping": 2,
      "Responsible AI": 2
    },
    "readinessIndex": 41.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P049",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 75.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Legal / accountability"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P050",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 1,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 1,
      "ai_media_storyboard": 1,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 2,
      "AI content + media": 2.5,
      "Vibe prototyping": 2.5,
      "Responsible AI": 4
    },
    "readinessIndex": 58.3,
    "knowledgeScore": 7,
    "knowledgePct": 58.3,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception",
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P051",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 1,
      "ai_use_cases": 1,
      "social_branding": 1,
      "gamification": 1,
      "iot_sensors": 1,
      "ai_drafting": 1,
      "campaign_ideation": 1,
      "vibe_coding": 1,
      "ai_media_storyboard": 1,
      "responsible_ai": 1,
      "human_judgment": 1,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 1,
      "Digital branding": 1,
      "Gameful + sensor HR": 1,
      "AI content + media": 1,
      "Vibe prototyping": 1,
      "Responsible AI": 1
    },
    "readinessIndex": 20.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P052",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction",
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P053",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Promotion / compensation",
        "Performance evaluation",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P054",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 2,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P055",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 2,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 5
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 2,
      "AI content + media": 3,
      "Vibe prototyping": 3.5,
      "Responsible AI": 2
    },
    "readinessIndex": 51.7,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P056",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 2.5
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P057",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 3,
      "ai_drafting": 2,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 2,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 2,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P058",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 5,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 2,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 4.5,
      "AI content + media": 2.5,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 66.7,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 2,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Promotion / compensation",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P059",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 76.7,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Onboarding"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Employee recognition and engagement"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Vibe coding / app design",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P060",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 2,
      "social_branding": 4,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 2,
      "Digital branding": 3,
      "Gameful + sensor HR": 2,
      "AI content + media": 2,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 50.0,
    "knowledgeScore": 4,
    "knowledgePct": 33.3,
    "misconceptionCount": 5,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P061",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 3,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 2,
      "AI content + media": 2,
      "Vibe prototyping": 2,
      "Responsible AI": 2.5
    },
    "readinessIndex": 48.3,
    "knowledgeScore": 6,
    "knowledgePct": 50.0,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Recruitment bias misconception",
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": []
    }
  },
  {
    "id": "P062",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 5,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 4.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P063",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 2,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 3,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 2,
      "Gameful + sensor HR": 2,
      "AI content + media": 2.5,
      "Vibe prototyping": 2,
      "Responsible AI": 2.5
    },
    "readinessIndex": 48.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P064",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Career readiness / future work",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P065",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 5,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 4,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 1,
      "ai_media_storyboard": 4,
      "responsible_ai": 1,
      "human_judgment": 4,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 1,
      "Responsible AI": 2.5
    },
    "readinessIndex": 53.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Inaccuracy / hallucination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P066",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 63.3,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Career readiness / future work",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P067",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P068",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 5,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection",
        "Discipline / grievance"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P069",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 2,
      "Vibe prototyping": 2.5,
      "Responsible AI": 2
    },
    "readinessIndex": 55.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Performance evaluation",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge"
      ]
    }
  },
  {
    "id": "P070",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 5,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 5,
      "campaign_ideation": 5,
      "vibe_coding": 3,
      "ai_media_storyboard": 5,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 5,
      "Vibe prototyping": 3,
      "Responsible AI": 3.5
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P071",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 68.3,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge"
      ]
    }
  },
  {
    "id": "P072",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 3,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P073",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 8,
    "knowledgePct": 66.7,
    "misconceptionCount": 2,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Final hiring / selection"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P074",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 4,
      "social_branding": 2,
      "gamification": 4,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 2,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 2,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 2,
      "Responsible AI": 2
    },
    "readinessIndex": 50.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Discipline / grievance",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P075",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Training / L&D",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality",
        "Legal / accountability"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Performance evaluation",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P076",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 5,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 1,
      "vibe_coding": 1,
      "ai_media_storyboard": 1,
      "responsible_ai": 1,
      "human_judgment": 3,
      "prototype_confidence": 2
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 2,
      "Gameful + sensor HR": 2,
      "AI content + media": 1.5,
      "Vibe prototyping": 1.5,
      "Responsible AI": 2
    },
    "readinessIndex": 45.0,
    "knowledgeScore": 5,
    "knowledgePct": 41.7,
    "misconceptionCount": 4,
    "misconceptions": [
      "Delegation/surveillance in HR task",
      "Responsible AI objectivity/automation misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P077",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 4,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 3.5,
      "Vibe prototyping": 4,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality",
        "Legal / accountability"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Tools and platforms",
        "Career readiness / future work",
        "Vibe coding / app design",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P078",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 2,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 1,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 2.5,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 2,
      "AI content + media": 3,
      "Vibe prototyping": 2.5,
      "Responsible AI": 3
    },
    "readinessIndex": 51.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P079",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 5,
      "ai_drafting": 5,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 2,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 3,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 65.0,
    "knowledgeScore": 7,
    "knowledgePct": 58.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Legal / accountability"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P080",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 2,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 4,
      "Vibe prototyping": 2.5,
      "Responsible AI": 3
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P081",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 9,
    "knowledgePct": 75.0,
    "misconceptionCount": 2,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P082",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 5,
      "social_branding": 3,
      "gamification": 1,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 1,
      "vibe_coding": 1,
      "ai_media_storyboard": 2,
      "responsible_ai": 3,
      "human_judgment": 2,
      "prototype_confidence": 5
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 2,
      "Gameful + sensor HR": 1.5,
      "AI content + media": 2,
      "Vibe prototyping": 3,
      "Responsible AI": 2.5
    },
    "readinessIndex": 51.7,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Privacy / confidentiality",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Final hiring / selection",
        "Discipline / grievance"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P083",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 3.5
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Privacy / confidentiality"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Tools and platforms"
      ]
    }
  },
  {
    "id": "P084",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 4,
      "ai_drafting": 5,
      "campaign_ideation": 5,
      "vibe_coding": 5,
      "ai_media_storyboard": 5,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 5
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4.5,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 5,
      "Vibe prototyping": 5,
      "Responsible AI": 4
    },
    "readinessIndex": 86.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy",
        "Surveillance / monitoring"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work",
        "Content / communication",
        "Gamification / IoT",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P085",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 3,
      "gamification": 2,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 2.5,
      "Gameful + sensor HR": 2,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 58.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination",
        "Loss of human judgment / empathy"
      ],
      "socialMediaUse": [
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Career readiness / future work",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P086",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 2,
      "ai_drafting": 2,
      "campaign_ideation": 2,
      "vibe_coding": 1,
      "ai_media_storyboard": 5,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 3.5,
      "Vibe prototyping": 1,
      "Responsible AI": 4
    },
    "readinessIndex": 61.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P087",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 3,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 2,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 3
    },
    "readinessIndex": 75.0,
    "knowledgeScore": 10,
    "knowledgePct": 83.3,
    "misconceptionCount": 1,
    "misconceptions": [
      "Recruitment bias misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P088",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 3,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 3,
      "campaign_ideation": 4,
      "vibe_coding": 5,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 1
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3,
      "Responsible AI": 2.5
    },
    "readinessIndex": 68.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D",
        "HR analytics / decision support"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee recognition and engagement",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Digital HRM knowledge",
        "Vibe coding / app design"
      ]
    }
  },
  {
    "id": "P089",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 78.3,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Other / unclear"
      ]
    }
  },
  {
    "id": "P090",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 2,
      "ai_drafting": 4,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 2,
      "human_judgment": 3,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 2.5,
      "AI content + media": 4,
      "Vibe prototyping": 3.5,
      "Responsible AI": 2.5
    },
    "readinessIndex": 65.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work",
        "General AI knowledge"
      ]
    }
  },
  {
    "id": "P091",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 5,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 3,
      "ai_drafting": 5,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 4,
      "responsible_ai": 3,
      "human_judgment": 2,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 4,
      "Gameful + sensor HR": 3.5,
      "AI content + media": 4.5,
      "Vibe prototyping": 3,
      "Responsible AI": 2.5
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Delegation/surveillance in HR task"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot",
        "Employer branding / content"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Brand awareness / reputation",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Digital HRM knowledge",
        "Tools and platforms",
        "Career readiness / future work"
      ]
    }
  },
  {
    "id": "P092",
    "experience": {
      "ai_assistant": true,
      "media_tools": false,
      "digital_content": false,
      "app_sketch": true
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 4,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 4,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 4,
      "Vibe prototyping": 4,
      "Responsible AI": 4
    },
    "readinessIndex": 80.0,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Other / unclear"
      ],
      "ethicalRisk": [
        "Other / unclear"
      ],
      "socialMediaUse": [
        "Other / unclear"
      ],
      "notDelegate": [
        "Other / unclear"
      ],
      "learningHopes": [
        "Practical AI in HRM"
      ]
    }
  },
  {
    "id": "P093",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 3,
      "ai_use_cases": 3,
      "social_branding": 4,
      "gamification": 4,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 4,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 3,
      "Digital branding": 4,
      "Gameful + sensor HR": 4,
      "AI content + media": 3.5,
      "Vibe prototyping": 3.5,
      "Responsible AI": 4
    },
    "readinessIndex": 73.3,
    "knowledgeScore": 11,
    "knowledgePct": 91.7,
    "misconceptionCount": 1,
    "misconceptions": [
      "Human-in-the-loop misconception"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Training / L&D"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Brand awareness / reputation"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Responsible / ethical AI"
      ]
    }
  },
  {
    "id": "P094",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": true,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 5,
      "social_branding": 4,
      "gamification": 3,
      "iot_sensors": 3,
      "ai_drafting": 3,
      "campaign_ideation": 3,
      "vibe_coding": 3,
      "ai_media_storyboard": 3,
      "responsible_ai": 3,
      "human_judgment": 3,
      "prototype_confidence": 3
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 3.5,
      "Gameful + sensor HR": 3,
      "AI content + media": 3,
      "Vibe prototyping": 3,
      "Responsible AI": 3
    },
    "readinessIndex": 66.7,
    "knowledgeScore": 7,
    "knowledgePct": 58.3,
    "misconceptionCount": 3,
    "misconceptions": [
      "Responsible AI objectivity/automation misconception",
      "Human-in-the-loop misconception",
      "Unsafe classroom data choice"
    ],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection",
        "Communication / emails / chatbot"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Career readiness / future work",
        "Content / communication"
      ]
    }
  },
  {
    "id": "P095",
    "experience": {
      "ai_assistant": true,
      "media_tools": true,
      "digital_content": false,
      "app_sketch": false
    },
    "likert": {
      "genai_hrm": 4,
      "ai_use_cases": 5,
      "social_branding": 4,
      "gamification": 2,
      "iot_sensors": 4,
      "ai_drafting": 4,
      "campaign_ideation": 2,
      "vibe_coding": 2,
      "ai_media_storyboard": 4,
      "responsible_ai": 4,
      "human_judgment": 4,
      "prototype_confidence": 4
    },
    "domainScores": {
      "AI literacy": 4.5,
      "Digital branding": 3,
      "Gameful + sensor HR": 3,
      "AI content + media": 4,
      "Vibe prototyping": 3,
      "Responsible AI": 4
    },
    "readinessIndex": 71.7,
    "knowledgeScore": 12,
    "knowledgePct": 100.0,
    "misconceptionCount": 0,
    "misconceptions": [],
    "themes": {
      "genaiUsefulActivity": [
        "Recruitment / CV screening / selection"
      ],
      "ethicalRisk": [
        "Bias / discrimination"
      ],
      "socialMediaUse": [
        "Employee stories and achievements",
        "Workplace culture and events",
        "Recruitment attraction",
        "Employee recognition and engagement",
        "Learning / communication communities"
      ],
      "notDelegate": [
        "Termination / dismissal",
        "Ethical sensitive decisions"
      ],
      "learningHopes": [
        "Practical AI in HRM",
        "Recruitment and onboarding",
        "Tools and platforms",
        "Content / communication"
      ]
    }
  }
]