According to the data hereby presented, it can be considered that the ATR-FTIR method has an acceptable accuracy when applied in analysis of bee pollen samples. Furthermore, this technique has a fast and more cost-effective for the correct characterization this product. It could be concluded that authentication and classification of bee pollen samples sourced from the Algerian regions could be effectively achieved using FTIR spectroscopic data in combination with chemometrics. This undoubtedly could offer a credible simple model for the quality control of bee pollen based upon their geographical origin and predominant chemical constituents.