Data-Driven Personas

Do your think your personas are stable? They probable aren’t!

In this research, we collect monthly content consumption and demographic data from YouTube over two years for a large media publisher. We use automation to generate 15 personas each month. Then, we examine the consistency of the generated personas over time. We find that there are 35 unique personas in total for the entire period. […]

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Design Issues in Automatically Generated Persona Profiles: A Qualitative Analysis from 38 Think-Aloud Transcripts

In this research, we examine uses in automatically generating personas from online data using qualitative methods. The increased access to data and computational techniques enable innovations in the space of automated customer analytics, for example, automatic persona generation. Automatic persona generation is the process of creating data-driven representations from user or customer statistics. Even though

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How can I use a persona for online analytics?

Personas provide alternative to numbers. Therefore, you can use personas to present your online analytics data as people instead of nameless, faceless target groups. This can help decision makers to “get into the shoes” of customers, offering a more immersive understanding of the customers than the “cold”, raw numbers. This is best paraphrased as “personas

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Customer segmentation using online platforms: isolating behavioral and demographic segments for persona creation via aggregated user data

In this research, we propose a novel approach for isolating customer segments using online customer data for products that are distributed via online social media platforms. We use non-negative matrix factorization to first identify behavioral customer segments and then to identify demographic customer segments. We employ a methodology for linking the two segments to present

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