1. A computer implemented method for predicting a duration for converting a file to a target format for previewing using computing elements, the method comprising: comparing attributes of the file with attributes of previously converted files; predicting the duration based upon an average of conversion times for previously converted files with the attributes; and causing to be displayed an indicator configured to dynamically provide a time remaining for completion of the conversion of the file based upon the predicted duration.