Based on the feature analysis of the telemarketing position, the marketing personnel recruitment policies can be carried out in two steps: primary hiring decision and formal recruitment decision after the probation period. With the improved analytic hierarchy process (IAHP) and fuzzy comprehensive evaluation method adopted together, an empirical analysis has been made of the marketing personnel recruitment policies, thus providing a complete and specific decision-making reference for the recruitment of marketing personnel.