“…Results have shown the higher value of personalized over generic approaches in user interface (UI) design [3,44], persuasive technologies [31,33], and games [5,14,50,53]. However, the study of personalized gami cation is still in its infancy and publications so far have been mostly theoretical, for example, focusing on identifying di erent personality traits or preferences for personalization [29,52,64].…”