According to certain aspects, a method of assessing users of a data storage system can include receiving configuration information relating to a deployed configuration of a first data storage cell and including number of installed data storage hardware and/or software components, the first data storage cell comprising a plurality of client computing devices and being configured to create and store one or more secondary copies of primary data generated by the plurality of client computing devices. The method may also include receiving information relating to an incident opened by a user of the first data storage cell. The method may further include updating a performance metric associated with the user to a new value to reflect a negative impact on the performance metric resulting from the opening of the incident by the user, wherein the degree of the negative impact is based at least in part on the configuration information.