Persona Analytics

APG: A Data-Intensive Persona System

APG is a data-intensive system that automatically creates rich personas representing customer segments by employing web/social media analytics. Here is an example of an APG persona. APG uses this analytics data to identify customer behaviors, generates customer segments, and then enriches these customer segments with gender, age, and nationality appropriate names and pictures; customer loyalty […]

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A Literature Review of Quantitative Persona Creation

Quantitative persona creation (QPC) has tremendous potential, as HCI researchers and practitioners can leverage user data from online analytics and digital media platforms to better understand their users and customers. However, there is a lack of a systematic overview of the QPC methods and progress made, with no standard methodology or known best practices. To

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Personas and Analytics: A Comparative User Study of Efficiency and Effectiveness for a User Identification Task

Personas are a well-known technique in human-computer interaction. However, there is a lack of rigorous empirical research evaluating personas relative to other methods.  In this 34-participant experiment, my colleagues and I compare a persona system and an analytics system, both using identical user data, for efficiency and effectiveness for a user identification task.  Results show

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Manually and Automatically Generated Personas

While there have been attempts to “modernize” personas by automating their creation and tying the concept to behavioral online analytics data, the question remains: can data-driven personas offer efficiency and/or effectiveness value relative to other analytics approaches and data representations for user understanding tasks? This question remains largely unaddressed in the previous research, even for personas

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Benefits of Data-Driven Personas

Data-driven personas have the advantages of both personas and analytics! See this open access article for the full story – Data-Driven Personas for Enhanced User Understanding: Combining Empathy with Rationality for Better Insights to Analytics Remarkably, with the combining of personas and analytics, the strengths of each approach help offset the deficiencies of the other.

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