Smartsheet Inc. offers a resource planning solution, Resource Management by Smartsheet, and aims to provide intelligent recommendations for staffing work across their customer organizations. Our team, Avatar, focused on defining the best staffing suggestion tool for our sponsor with features that include criteria-based recommendation, staffing needs prediction, experience tracking, and overallocation notification. Our design leverages resourcing data to optimize the utilization of human capital, better predict resource demand for future projects, and reduce dependency on human intervention.