Graphycal Abstract: The contribution of in silico analysis in the development of corrosion inhibitors field by predicting adequate new molecules that could be employed for this purpose. QSAR analysis of already published experimental results of corrosion inhibition efficiency (IE%) of mild steel in acidic media for eighteen furan derivatives was performed.