Tampere University of Technology

TUTCRIS Research Portal

Visualizing informal learning behavior from conference participants' Twitter data with the Ostinato Model

Research output: Contribution to journalArticleScientificpeer-review


Original languageEnglish
Pages (from-to)584-595
Number of pages12
JournalComputers in Human Behavior
Publication statusPublished - Feb 2016
Publication typeA1 Journal article-refereed


Network analysis is a valuable method for investigating and mapping the phenomena driving the social structure and sharing the findings with others. This article contributes to an emerging field of ‘smart data’ research on Twitter by presenting a case study of how community managers in Finland used this social media platform to construct an informal learning environment around an annually organized conference. In this empirical study we explore informal learning behavior in the project context, especially by analyzing and visualizing informal learning behavior from Twitter data using the Ostinato Model introduced in this paper. Ostinato is an iterative, user-centric, process-automated model for data-driven visual network analytics.


  • learning, informal learning, memory aids, Communities of Practice, Social network analysis, Visual network analysis, Twitter

Publication forum classification

Field of science, Statistics Finland

Downloads statistics

No data available