As a faculty member at Jazan University, I am motivated to undertake this research exploring the integration of data mining and AI to improve academic library services for several key reasons: 
Rapid advancements in data science and AI have made powerful analytical techniques available.Developing proactive knowledge management and service improvement capabilities can position our university library as a leading-edge provider amidst increasing user expectations.3.4.