Multi-factor cloud service storage device error prediction

A system for proactive storage device error forecasting, the system comprising:

• at least one processor;
• and
• memory including instructions that, when executed by the at least one processor, cause the at least one processor to perform operations to:
• obtain a set of storage device metrics and a set of computing system metrics;
• generate a feature set including the set of storage device metrics and the set of computing system metrics;
• perform validation of features of the feature set by evaluating a validation training dataset using the features of the feature set;
• create a modified feature set including validated features of the feature set;
• create a storage device failure model using the modified feature set, wherein the storage device failure model determines a probability that a given storage device is likely to fail;
• determine a storage device rating range by minimization of a cost of misclassification of a storage device;
• and
• identify a set of storage devices to produce an indication of storage devices having a high probability of failure, wherein the set of storage devices includes a number of storage devices within the storage device rating range, and wherein a storage device in the set of storage devices is ranked based on an evaluation of the storage device using the storage device failure model.