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The Data-Information-Knowledge-Wisdom Hierarchy And Its Antithesis, Jay H. Bernstein Jun 2009

The Data-Information-Knowledge-Wisdom Hierarchy And Its Antithesis, Jay H. Bernstein

Publications and Research

The now taken-for-granted notion that data lead to information, which leads to knowledge, which in turnleads to wisdom was first specified in detail by R. L. Ackoff in 1988. The Data-Information-Knowledge-Wisdom hierarchy is based on filtration, reduction, and transformation. Besides being causal and hierarchical,the scheme is pyramidal, in that data are plentiful while wisdom is almost nonexistent. Ackoff’s formulalinking these terms together this way permits us to ask what the opposite of knowledge is and whether analogous principles of hierarchy, process, and pyramiding apply to it. The inversion of the Data-Information-Knowledge-Wisdom hierarchy produces a series of opposing terms (including misinformation,error, …


Nonknowledge: The Bibliographical Organization Of Ignorance, Stupidity, Error, And Unreason: Part One, Jay H. Bernstein Mar 2009

Nonknowledge: The Bibliographical Organization Of Ignorance, Stupidity, Error, And Unreason: Part One, Jay H. Bernstein

Publications and Research

Starting with the Data-Information-Knowledge-Wisdom paradigm in information science it is possible to derive a model of the opposite of knowledge having hierarchical qualities. A range of counterpoints to concepts in the knowledge hierarchy can be identified and ascribed the overall term “nonknowledge.” This model creates a conceptual framework for understanding the connections between topics such as error, ignorance, stupidity, folly, popular misconceptions, and unreason by locating them as levels or phases of nonknowledge. The concept of nonknowledge links heretofore disconnected discourses on these individual topics by philosophers, psychologists, historians, sociologists, satirists, and others. Subject headings provide access to the categories …