Using machine learning to determine job titles based on information pertaining to accesses of data items

A system for training a machine learning model using information pertaining to accesses of data items at a software-as-a-service (SaaS) management platform, the system comprising:

• a memory;
• and
• a processing device operatively coupled to the memory, the processing device to perform operations comprising:
• generating training data for the machine learning model, wherein generating the training data comprises:
• generating a first training input, the first training input comprising first access data identifying a first plurality of data items accessed at the SaaS management platform using a first subset of a plurality of user accounts associated with a client organization;
• generating a first target output for the first training input, wherein the first target output identifies, for each of the first subset of user accounts, information identifying at least one job title of a plurality of job titles associated with the client organization based on the first access data;
• and
• providing the training data to train the machine learning model on (i) a set of training inputs comprising the first training input, and (ii) a set of target outputs comprising the first target output.

A system for using a trained machine learning model using information pertaining to accesses of data items at a software-as-a-service (SaaS) management platform to determine a job title of a plurality of job titles associated with a client organization, the system comprising:

• a memory;
• and
• a processing device operatively coupled to the memory, the processing device to perform operations comprising:
• providing to the trained machine learning model a first input, the first input comprising first access data identifying a first plurality of data items accessed at the SaaS management platform using a first user account of a plurality of user accounts associated with the client organization;
• and
• generating, using the trained machine learning model, one or more outputs identifying (i) an indication of the job title of the plurality of job titles associated with the client organization, and (ii) a level of confidence that the job title corresponds to the accesses of the data items at the SaaS management platform.