Explaining explained variance

Is it OK to say that if a test explains say 40% of the variance of a dependent , you can predicts scores on the dependent 40% better than using random picks?


Not a robit
Please write out the whole context of what you are doing, so we can better help! Also it is better to add confidence intervals on a value.