{
  "basic_information": {
    "age": 27,
    "gender": "Female",
    "occupation": "Data analyst"
  },
  "driving_experience": "9 years",
  "driving_frequency_per_week": "8 to 12 h",
  "driving_purposes": [
    "Commuting to work",
    "Routine grocery shopping"
  ],
  "driving_habits_preferences": [
    "Uses cruise control to keep speed steady rather than fast",
    "Prefers smooth acceleration and patient car-following",
    "Changes lanes only when there is a clear practical benefit"
  ],
  "health_and_driving_records": {
    "health_conditions": "None",
    "accidents_last_5_years": "None"
  },
  "driving_style": "Calm",
  "international_driving_experience": "Short-term driving in Singapore"
}