Maintaining user privacy of personal, medical, and health care related information in recommendation systems

This invention describes a system for recommending personal care products, such as those for skincare goals or medical conditions, to users while protecting their privacy. It works by converting sensitive user information, like demographics or location, into anonymous codes. These codes are then used to match users with product recommendations based on product ingredients and their specific personal care objectives, without directly linking the user's identity to the data.