This thesis examines the chemical analysis of archaeological pottery from Dedan, Saudi Arabia, with objectives including determining the types and quantities of elements, classifying pottery types, and establishing a chemical data site. The research uses statistical methods such as PCA and cluster analysis to identify key compositional groups and their provenance, providing insights into ancient trade routes. The findings indicate strong geochemical similarities between Dedan ceramics and local clay, suggesting further exploration of archaeological chemistry in Saudi Arabia is warranted.