Based on the provided data, the Southern economy is heavily reliant on agriculture, as indicated by the fact that 84% of large farms are located in the South. While other industries are present, agriculture is the most significant for the South. If agriculture were to decline, it would hurt the Southern economy the most compared to the other industries listed.
Therefore, the response is:
agriculture