The industry that declined the most on the graph was the manufacturing sector. This decline would hurt the southern economy the most as manufacturing plays a significant role in the region's economy, providing jobs and contributing to overall economic growth. A decline in the manufacturing sector could lead to job losses, reduced income, and decreased economic activity in the region.