When signed into Cortana – the virtual assistant, various user data including favorites, interests, contacts, locations, calendar and messages is analyzed to give personalized recommendations.
All of this is collected and stored online. It can be cleared if needed.
Here is how :
Launch Cortana and click on gear icon (Settings). Then select Change what Cortana knows about me in the cloud.
Scroll all the way down and click Clear.
All done.