'Big Data'

The final session of the Bots Building Bridges workshop project in Bielefeld starts with Gabriella Lapesa and Julia Romberg, whose focus is on e-deliberation as a digitally augmented version of direct democracy. This is said to have huge potential, but as yet does not scale up effectively: quality declines as scale increases. One solution to this is moderation, but human moderation is time-consuming and therefore costly.

Moderators must first decide whether an action must be taken to intervene in the discussion, and if so what type of intervention – policing, quality control, fact-checking, mediation, new idea introductions, summarisation – should …

The workshop of the Bots Building Bridges project in Bielefeld continues with a final session for today, which starts with Christian Grimme. His focus is on the role of AI in creating as well as fighting artificial communication. Artificial agents – bots – are not new, of course: there were email bots, Twitter bots, and there are many other forms of social bots, which are now also increasingly integrated with and driven by Large Language Models. There are also prosocial bots which are used to counter more problematic bots.

Automation can mean various things, though. Closed-loop systems use feedback mechanisms …

The final speaker in this session at the Weizenbaum Conference is David Wegmann, who returns us to the Danish YouTube data donation study we discussed earlier: his work is to make sense of these data, with a particular focus on extracting features from the YouTube videos encountered by participating users.

Collectively, these users watched some 18 million videos; some 3 million of those are advertisements inserted into organic YouTube videos, though. This leaves some 7 million unique videos, indicating a typical long-tail distribution of user attention to these videos.

Details about what types of videos these data represent are more …

The next speaker at the Weizenbaum Conference is the great Jessica Walter, presenting a large data donation study involving YouTube users in Denmark. Such data donations are increasingly prominent in light of the decline of social media data APIs; they are enabled in Europe also by the EU’s General Data Protection Regulation (GDPR), which enables users to claim a copy of their digital data from the platforms they engage with.

These data packages can then be donated to researchers, and provide considerable detail about user activities and experiences on such platforms; the insights they provide are also skewed somewhat by …

The next speaker at the Weizenbaum Conference is Valentin Ihßen, whose focus is on the use of metrics in digital political campaigning. The focus here is especially on digital advocacy organisations’ campaigns, which exist in various national settings from democracies to autocracies. Such organisations use the digital media toolkit for online and offline campaigns, and draw centrally on digital data and metrics to determine whether and how they should pursue their campaigns.

At the backstage of these campaigns there are some fairly sophisticated metrics dashboards, therefore – these include opening and click-through rates for campaign mail-outs, for instance, and such …