Systems, methods, and articles of manufacture for evaluating colliding data records are provided. The system may ingest one or more data inputs from one or more data sources. The system may parse the data inputs and determine whether the data is preexisting in the system. In response to the data input and stored data at least partially conflicting (e.g., colliding), the system may generate a candidate dataset based on the data input and the stored data. The candidate dataset may comprise two or more data candidates comprising permutations of the data values in the data input and the stored data. The system may evaluate each data candidate, score each date candidate based on the evaluation, and determine the data candidate having the greatest score.