Abstract. The normalised Jensen functional is an important functional
in theory of inequalities and it has been a subject of study in its own right. In this paper, we establish new bounds for Jensen’s discrete inequality. Also, we improve the basic result of Dragomir through a stronger refinement of Jensen's inequality which is then applied to analysis and information theory.