In the context of bandwidth allocation by a CFHP (Configurable Hierarchical Fair Policer) arbiter, the parameter that is taken into account first is the level of the policer. The level determines the hierarchical priority, ensuring higher-level policers are considered before lower-level ones in the allocation process.