{
  "basic_information": {
    "age": 21,
    "gender": "Female",
    "occupation": "Small business owner"
  },
  "driving_experience": "3 years",
  "driving_frequency_per_week": "1 to 4 h",
  "driving_purposes": [
    "Outdoor recreation",
    "Visiting friends and family"
  ],
  "driving_habits_preferences": [
    "Avoids night driving and complex situations when possible",
    "Uses cruise control only to maintain a gentle steady pace",
    "Leaves extra following distance and avoids aggressive merging"
  ],
  "health_and_driving_records": {
    "health_conditions": "Astigmatism (corrected)",
    "accidents_last_5_years": "None"
  },
  "driving_style": "Cautious",
  "international_driving_experience": "Short-term driving in Singapore"
}