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We aim to design new data analytics approaches centered on experimentation and user feedback, providing precise, trustworthy insights for complex decision-making processes. It integrates advanced technologies like machine learning, big data, and explainable AI to personalize outcomes and optimize resources. The focus is on improving critical applications and real-time decision support by aligning analytics workflows with user-specific requirements.