This research introduces a novel method for predicting Android ransomware attacks using categorical classification techniques. By analyzing features extracted from Android applications, the model effectively identifies malicious behavior, providing a proactive defense against ransomware threats on mobile devices. Enhancing security and ensuring a safer mobile ecosystem.