A challenge proposes something. It's often used, as in food challenges, for an individual or single group to do something like race against time or previous results. I would use contest for something small, between two individuals or groups, say, and a competition for something bigger. However, there's plenty of room for overlap, so an absolute distinction may be evasive and other people may feel differently from me.
Student or Learner