The database is growing rapidly in the marine industry. The quality of the data collected is vital to generate useful analysis that advice on operation and decision making. The consultation on knowledge-based data validation is set up to check the reliability of data and to diagnose erroneous data from an engineering and operation point of view, on top of the typical statistical analysis on datasets.