Automatic Persona Generation (APG): A Rationale and Demonstration

We present Automatic Persona Generation (APG), a methodology and system for quantitative persona generation using large amounts of online social media data. The system is operational, beta deployed with several client organizations in multiple industry verticals and ranging from small-to-medium sized enterprises to large multi-national corporations. Using a robust web framework and stable back-end database, APG is currently processing tens of millions of user interactions with thousands of online digital products on multiple social media platforms, such as Facebook and YouTube. APG identifies both distinct and impactful user segments and then creates persona descriptions by automatically adding pertinent features, such as names, photos, and personal attributes. We present the overall methodological approach, architecture development, and main system features. APG has a potential value for organizations distributing content via online platforms and is unique in its approach to persona generation. APG can be found online at https://persona.qcri.org.

[1]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[2]  Mohsen Kahani,et al.  Mining user interests over active topics on social networks , 2018, Inf. Process. Manag..

[3]  Elina Eriksson,et al.  The secret life of a persona: when the personal becomes private , 2013, CHI.

[4]  Bernard J. Jansen,et al.  Personas for Content Creators via Decomposed Aggregate Audience Statistics , 2017, 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM).

[5]  Chris Chapman,et al.  The Personas' New Clothes: Methodological and Practical Arguments against a Popular Method , 2006 .

[6]  Bernard J. Jansen,et al.  “Is More Better?”: Impact of Multiple Photos on Perception of Persona Profiles , 2018, CHI.

[7]  W. Hryniuk,et al.  Is more better? , 1986, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[8]  Erin Friess,et al.  Personas and decision making in the design process: an ethnographic case study , 2012, CHI.

[9]  Kari Rönkkö,et al.  An Empirical Study Demonstrating How Different Design Constraints, Project Organization and Contexts Limited the Utility of Personas , 2005, Proceedings of the 38th Annual Hawaii International Conference on System Sciences.

[10]  Bernard J. Jansen,et al.  Persona Generation from Aggregated Social Media Data , 2017, CHI Extended Abstracts.

[11]  Nalini Kotamraju,et al.  Data-driven persona development , 2008, CHI.