Sam Liebeskind

Betri Reykjavik, or Better Reykjavik, is the City of Reykjavik’s online engagement platform used for the crowdsourcing of solutions to urban challenges developed and launched by the Icelandic Citizens Foundation in May 2010. The website gives everyone the opportunity to submit original ideas and solutions to municipal-level issues within the city.

This research looks at the influence of three commonly cited features on the success of digital local news outlets: the background of the publisher, experimentation with different revenue streams, and the wealth of the surrounding community. Of the three, only the wealth of the community is statistically correlated with “success” (which we define... See more

The pattern is the same: the most sophisticated platforms are treating user behavior as sequences, not snapshots, recognizing that static embeddings miss the temporal dynamics and session context of how people actually use these products.