Is attention span something you can work on with your LO?

I am trying to sit down with DD1 each day to do crafts, colour, playdoh, etc and it lasts about 2 mins and shes gone doing something else. I know she is a typical busy 28 month old but is trying to teach her to focus something that should be taught? Will it just get easier as she gets older?