```json { "action": "final", "content": "This dataset captures **global AI job market trends for 2025**, containing 15,000 records of AI-related job postings.\n\nA **single row represents an individual AI job posting or vacancy**. Based on the sample data, each row provides comprehensive details about the role, including:\n\n* **Job Details:** A unique identifier (`job_id`), the role's title (e.g., *AI Research Scientist*, *AI Software Engineer*), and the required skills (e.g., *Tableau, PyTorch, Kubernetes*).\n* **Compensation & Benefits:** The salary in USD (`salary_usd`), the currency (`salary_currency`), and a benefits score (`benefits_score`).\n* **Requirements:** The required education level (`education_required`), experience level (`experience_level`), and years of experience (`years_experience`).\n* **Company & Location:** The hiring company's name (`company_name`), industry (`industry`), size (`company_size`), and location (`company_location`), as well as the expected employee residence (`employee_residence`) and remote work ratio (`remote_ratio`).\n* **Timeline:** The date the job was posted (`posting_date`) and the deadline for applications (`application_deadline`).\n* **Employment Type:** The nature of the employment (e.g., Contract, Full-time) via `employment_type`." } ```