Which factor plays the largest role in economic decisions in a command economy

The leader.

Explanation:

In a command economy, the political leader (usually a strong-arm absolutist), makes all the economic decisions for the country, including what they produce, what they sell to other countries as well as who they sell too, and what they buy from other countries.