Systems, apparatuses, methods, and computer program products are disclosed for verifying record data. An example method includes creating the plurality of datasets ranked by the dataset risk level, receiving a dataset from a plurality of datasets ranked by a dataset risk level, where the dataset includes one or more records and each record including data elements. The example method further includes applying a set of rules to the data elements of the one or more records to identify anomalous data elements, and displaying an association between each anomalous data element and each corresponding rule violation, where each anomalous data element is associated with a data element risk.