Uncertainty In ERA-Interim data
There is no traceable uncertainty associated with each datum in the ERA-Interim reanalysis.

However, in ERA-5 there is an ensemble.  This multiplies the data volume, but it means you can use the spread between the ensemble members to get an estimate.  See ERA-5 page.  ECMWF want us to use ERA-5 now anyway.