It feels a lot like storing your data as an essay in a Word doc instead of a spreadsheet. It can work and all of the math is probably correct, but it's very much the wrong tool when the structured data was right there to be used instead.

What do you mean by due diligence here? Manually checking 2000 citations sounds a lot harder to me than just pulling the data from a reliable source to start with.