{ "basic_information": { "age": 47, "gender": "Male", "occupation": "Civil engineer" }, "driving_experience": "25 years", "driving_frequency_per_week": "25 to 30 h", "driving_purposes": [ "Supervising construction sites across cities", "Long family trips across emirates" ], "driving_habits_preferences": [ "Drives confidently at highway speeds for long stretches", "Accelerates strongly when merging or overtaking", "Keeps progress-oriented pace rather than settling behind slower vehicles" ], "health_and_driving_records": { "health_conditions": "None", "accidents_last_5_years": "Minor rear-end collision" }, "driving_style": "Aggressive", "international_driving_experience": "Driven across GCC countries (UAE, Oman, Saudi Arabia)" }