“…Earlier, predominantly quantitative, content analyses of data journalism stories produced between 2012 and 2016 found that these projects were either "largely superficial and non-remarkable" (Knight 2015), or "defaulted to deploying interactivity for interactivity's sake" (Young, Hermida, and Fulda 2018). That was because the production tools used by early-day data journalists, which afforded a degree of interactivity, tended to be unsophisticated, third-party software solutions (Young, Hermida, and Fulda 2018;Loosen, Reimer, andSilva-Schmidt 2017, Borges-Rey 2016). While early data journalism was the product of "trial-and-error evolution", Loosen, Reimer and Silva-Schmidt (2017) found a tendency for certain semiotic modes and interactive functions to stabilise "into 'typical combinations' as they reoccurred frequently over the years" (14).…”