{
    "action": "tool_call",
    "reasoning": "I have salary statistics showing min=32519, max=399095, avg=115349, median=99705, stddev=60261. The max is ~3.5x the median, suggesting potential outliers. I need to check for impossible values and inconsistencies across other dimensions. Let me examine: 1) temporal consistency (posting_date vs application_deadline), 2) experience_level vs years_experience alignment, 3) remote_ratio values (should be 0/50/100), 4) salary_currency consistency with salary_usd, and 5) company_size codes.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT COUNT(*) as invalid_deadline_count FROM raw.ai_job_dataset WHERE application_deadline <= posting_date",
        "purpose": "Check for impossible temporal values where application deadline is before or same as posting date",
        "source": "raw"
    }
}