A new technique of selecting an optimal blocking method for better record linkage.

•Current evaluation metrics fail to select optimal blocking methods for record linkage.•Proposed evaluation technique allows for better comparison between blocking methods.•Proposed selection technique selects top performing blocking methods for new datasets.•Experimental evaluations demonstrate the effectiveness of these novel techniques.