Paolo Perrone gives a nice, succinct motivation for monads in the introduction to his article on probability and monads.

… a monad is like a consistent way of extending spaces to include generalized elements of a specific kind.

He develops this idea briefly, and links to his dissertation where he gives a longer exposition (pages 8–14).

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