Abstract: Example implementations relate to printing device component status classification. Some examples include a non-transitory machine-readable medium containing instructions executable by a processor to cause the processor to generate a plurality of statistical features corresponding to an event code associated with a particular component of a printing device using retrieved event log data of the printing device, classify a status of the particular component using a classifier resulting from a machine learning mechanism applied to the plurality of statistical features, and perform an action associated with the particular component based on the classified status.