Defining and Conceptualizing Actionable Insight: A Conceptual Framework for Decision-centric Analytics.

arXiv: Computers and Society(2016)

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摘要
Despite actionable insight is widely recognized as the outcome of data analytics, there is a lack of a systematic and commonly-shared definition for the term. More importantly, existing definitions are generally too abstract for informing the design of data analytics systems. This study proposes a definition for actionable insight in data analytics. For this purpose, this study conceptualizes actionable insight as a multi-component concept. The components, namely analytics insight, synergic insight, and prognostic insights are grounded in theories from multiple disciplines. Collectively, the components provide a holistic definition for actionable insight. Based on the multi-component view, a conceptual framework is introduced to actionable insight in detail, at both the concept-level and component-level. Each componentu0027s analytical, cognitive, and computational requirements are explained and relevant design considerations are suggested. We hope this study could be a rudimentary step toward the realization of data-centric data analytics that can deliver the promised actionable insight.
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