A new study suggests AI is not the primary cause of rising unemployment among recent college graduates. While fears of automation persist, other economic factors drive the current hiring slump. This finding challenges the narrative that LLMs are immediately displacing entry-level white-collar roles. Practitioners should focus on structural labor shifts rather than just automation.