This paper introduces AgentDS, a new benchmark and competition designed to evaluate the performance of AI agents and human-AI collaboration in domain-specific data science tasks across six diverse industries. The findings indicate that while current AI agents struggle with domain-specific reasoning, the most effective solutions emerge from human-AI collaboration, highlighting the enduring value of human expertise.