I've seen & reviewed dozens of research papers, including by fairly competent (in every other respect) authors where data is used repeatedly in the singular. I've also seen many publshed articles (in fairly respectable journals, newspapers, technical books, etc.) where it's used repeatedly in the singular.
I now give up, I really don't think it matters any more.