Not a surprising conclusion - smartphone use is closely related to age and income.
When age and income are both taken into account, older subscribers with higher incomes are more likely to have a smartphone. For example, those 55-64 making over 100K a year are almost as likely to have a smartphone as those in the 35-44 age bracket making 35-75K per year. Now why doesn't that surprise me. Dick Stroud