A one-to-one learner is someone who receives individualized instruction from a tutor. This type of learning is beneficial for students who need extra help in a particular subject or those who are looking to advance their skills. The term 'TUTEE' is used to refer to the student receiving the one-on-one instruction. This type of learning can be done in person or online, and it allows the student to receive personalized attention from the tutor.