This document contains a sample training plan including training topics that may be helpful for state and local public health jurisdictions to consider when designing their own training plan for COVID-19 case investigation and contract tracing supervisors or leads. Each heading represents the learning objective for that section. Suggested training modalities/formats are provided, as well as information about sample existing trainings and resources. This document may be updated as new resources become available. For the purposes of this document, a case investigation and contact tracing supervisor or lead directly oversees the work of the case investigator and/or contact tracer and others who may work as part of a team. The supervision or leadership of these teams is combined into one position for the purposes of this sample training plan. This position coordinates between case investigators and contact tracers as an essential component of the quality oversight of the contact tracing program as part of the public health response.