Even if those statistics are correct, I do think you're ignoring that smartphone apps are specifically engineered to be low-friction and highly-addictive, and pushed specifically to the people who are anxious about spending money on other pursuits (free time often being necessary but insufficient), as they contend with the artificial scarcity (which this is absolutely about) of affordable housing, affordable food, affordable transportation, affordable guided education, etc.