A method, non-transitory computer readable medium, and apparatus for calculating a transaction quality score of a merchant are disclosed. For example, the method analyzes fraudulent transaction data in a fraudulent transaction data table for each one of a plurality of merchants, calculates a transaction quality score for the each one of the plurality of merchants based on the fraudulent transaction data, filters the plurality of merchants having a respective transaction quality score above a threshold and transmits the plurality of merchants having the respective transaction quality score above the threshold for display.