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Information credibility in social media is becoming the most important part of information sharing in the society. The literatures have shown that there is no labeling information credibility based on user competencies and their posted topics. This study increases the information credibility by adding new 17 features for Twitter and 49 features for Facebook. In the first step, we perform a labeling process based on user competencies and their posted topic to classify the users into two groups,doi:10.11591/ijece.v10i4.pp3537-3549 fatcat:6wli7rcfmfc2fg2chdzqrfrrva