Agentic AI in Data Analytics: Transforming Autonomous Insights and Decision-Making
DOI:
https://doi.org/10.32628/CSEIT241061220Keywords:
Agentic AI, Autonomous Analytics, Decision Intelligence, Enterprise Transformation, Predictive AutomationAbstract
This article explores the transformative impact of Agentic AI systems on modern data analytics, examining how these autonomous agents are revolutionizing organizational decision-making processes. The article demonstrates how Agentic AI enables unprecedented automation and accuracy in data analysis across various sectors through detailed analysis of implementation strategies, architectural considerations, and real-world applications. The article encompasses key domains, including retail, financial services, and manufacturing, highlighting how these systems reduce manual intervention while improving analytical accuracy and operational efficiency. The article also addresses critical implementation challenges and organizational considerations, providing insights into successful deployment strategies and necessary adaptations for optimal utilization of Agentic AI capabilities.
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References
Ritesh Thakur, "The age of autonomous AI agents," Fractal. Available: https://fractal.ai/the-age-of-autonomous-ai-agents/
Ambilio, "How to Leverage Agentic AI in Business Intelligence." Available: https://ambilio.com/how-to-leverage-agentic-ai-in-business-intelligence/
iLink Digital, "The Rise of Agentic AI: Unlocking the Future of Autonomous Intelligence," 1st December 2024. Available: https://www.ilink-digital.com/insights/blog/the-rise-of-agentic-ai-unlocking-the-future-of-autonomous-intelligence/
Pratik R, "A Complete Guide to AI Agentic Workflows Across Industries," Intuz, 29 Aug 2024. Available: https://www.intuz.com/blog/ai-agent-workflows-across-industries
Rajeev Sharma, "Agentic AI Architecture: A Deep Dive," Markovate, December 10, 2024. Available: https://markovate.com/blog/agentic-ai-architecture/
Softweb Solutions, "Explore the power of AI-driven analytics for application performance optimization," April 2nd, 2024. Available: https://www.softwebsolutions.com/resources/ai-analytics-for-application-performance-optimization.html
Cole Stryker, "Agentic AI: 4 reasons why it’s the next big thing in AI research," IBM, 11 October 2024. Available: https://www.ibm.com/think/insights/agentic-ai
Xuewen Han et al., "Enhancing Investment Analysis: Optimizing AI-Agent Collaboration in Financial Research," arXiv:2411.04788 [cs.AI], 2024. Available: https://arxiv.org/abs/2411.04788
Vedant Sharma, "Future of Agentic AI Systems: Opportunities, Challenges and Practical Guidelines," Ema, October 12, 2024. Available: https://www.ema.co/additional-blogs/addition-blogs/future-of-agentic-ai-systems-opportunities-challenges-and-practical-guidelines
Kanerika, "Agentic AI: How Autonomous AI Systems Are Reshaping Technology," November 13, 2024. Available: https://kanerika.com/blogs/agentic-ai/
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Copyright (c) 2024 International Journal of Scientific Research in Computer Science, Engineering and Information Technology
This work is licensed under a Creative Commons Attribution 4.0 International License.