In one aspect, a method for assessing quality of a downhole data is provided. The method, according to one embodiment, may include defining a quality criterion based on one or more parameters of interest, determining a quality assessment value for a first data, determining a quality assessment value for each run of a plurality of runs using the quality criterion, determining a quality factor from the computed quality assessment values of the plurality of runs, and determining a quality level of the first data using the quality assessment value of the first data and the quality factor of the computed quality assessment values.