{
  "basic_information": {
    "age": 32,
    "gender": "Female",
    "occupation": "Marketing consultant"
  },
  "driving_experience": "9 years (car) + 3 years (scooter)",
  "driving_frequency_per_week": "15 to 20 h",
  "driving_purposes": [
    "Client meetings around the city",
    "Short weekend drives"
  ],
  "driving_habits_preferences": [
    "Comfortable with dense traffic and quick lane changes",
    "Maintains brisk urban pace to stay on schedule",
    "Uses confident acceleration and timely passing maneuvers"
  ],
  "health_and_driving_records": {
    "health_conditions": "None",
    "accidents_last_5_years": "One side scrape during monsoon"
  },
  "driving_style": "Assertive",
  "international_driving_experience": "Short rental driving in Singapore"
}