Fraudsters will use fake data. Are there already projects with a similar implementation?
It is obvious. But if the data is such that you can check, then they will have to use dummies. And it is much more complicated than just fake data.
A lot of depends for what perpose fraudsters use fake data. That is why it is necessary to check everything.