Kenya's workforce is increasingly embracing modern technologies to improve efficiency and productivity. One such trend gaining traction is the adoption of biometric time attendance systems. These systems utilize unique biological characteristics, such as fingerprints or facial scan, to accurately track employee presence. This move toward automation