Facebook requires consenting users to share their data, but while obtaining consent, it is easy to ask users questions to assess their personality, or to ask them to share other data such as their electronic medical records (Smith et al., 2017).
we face the technical question: How can we take a model trained to predict user attributes such as personality from Facebook language at the individual user level and use it to predict average personality from Twitter language at the county level?