In cases where NLP is used to address social science problems, the training data is often unavailable when it comprises personally identifiable information, or when sharing would violate privacy and ethical regulations.
an appropriate unsupervised domain adaptation approach would expect only a trained model -not the original data -to be available for predicting outcomes.