This invention provides a method and system for analyzing and deriving analytical insights from textual information. The information structuration process determines the structure in which the text information is rendered. A cyclical extraction process using the parameters of co-frequency, co-dependency, and co-relatedness and parts of speech, determines various textual aspects and their subcomponents such as themes and dimensions. Using the subcomponents of the textual aspects, relationship maps are built, disambiguated and ranked. A text analytics and decision support matrix is created using the ranked relations, thereby providing a highly relevant result set to the user's information need. A multidimensional navigation matrix is created that helps a user navigate across dimensions.