rights acknowledged. 12 ARTIFICIAL INTELLIGENCE & MACHINE LEARNING EMPOWER data-driven decision-making and enhance operational efficiency ANALYZE vast amounts of HR data to identify patterns, anomalies, and insights and improve HR processes and outcome IDENTIFY anomalies automatically in payroll management through AI and ML algorithms PROVIDE reasons for anomalies, personalized employee experiences, tailor benefits, and services based on individual preferences and needs BOOST employee self-service with AI-powered chatbots and virtual assistants enhance by providing quick and accurate responses to HR- related queries, improving employee engagement and satisfaction