Possible Clues:

• Eliza Doolittle, to Henry Higgins
• One-to-one learner
• Alexander, to Aristotle
• Learner driver's space next to Centre in future
• Core content of lectures Queens' student at last absorbed — she's learning
• Student's expression of disapproval when obtaining low grade repeatedly
• Person in a class of his own?
• One in a class by herself?
• Recipient of one-on-one help
• Eliza Doolittle in 'Pygmalion,' e.g.