Authors : Trinh Quang Minh; Ngo Thi Lan

Volume/Issue : Volume 11 - 2026, Issue 7 - July

---

Google Scholar : https://tinyurl.com/5bmtjc6m

Scribd : https://tinyurl.com/2bsy9h59

DOI : https://doi.org/10.38124/ijisrt/26jul1377

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.

---

Abstract : Strategic decision-making systems in higher education and business administration are shifting dramatically from intuitive experience to data-driven intelligence. However, commercial AI/LLM systems often encounter two serious pitfalls: Over-deduction bias and the metacognition gap. This study proposes a Cognitive AI Agent Framework based on five cognitive domains (Learning, Metacognition, Attention, Executive Function, Social Cognition).

Keywords : Cognitive AI Agent Benchmark, Research & System Architecture, The Strategic Decision-Making, Artificial Intelligence (AI), Big Data Analytics.

References :

1. Anna Ujwary-Gil and Anna Florek-Paszkowska. (2025). Artificial Intelligence, Analytics, and Strategic Decision-MakingConcepts, Practice, and Future Research Directions, DOI: 10.4324/9781003507840-1 . London, England & Wales: Routledge .
2. Florek-Paszkowska, A. U.-G. (2025). Artificial Intelligence, Analytics, and Strategic Decision-MakingConcepts, Practice, and Future Research Directions, DOI: 10.4324/9781003507840-1, . London, England & Wales ,: Routledge ,.
3. Himanshu RaiIndian Institute of Management Indore, I. -A. (2025). Impact of Artificial Intelligence on Data-Driven Decision Making in HR for Revolutionizing Organizational Growth, ISBN: 978-1-83662-983-2 (Print), ISBN: 978-1-83662-982-5 (Online), ISBN: 978-1-83662-984-9 (Epub). The UK by The Copyright Licensing Agency and in the USA by The Copyright Clearance Center.: Emerald Publishing Limited.
4. Kimbell, J. (2024). Decision-Making in Business Management through Artificial Intelligence and Machine Learning. The German National Library: GRIN Verlag .
5. Mayer, M. (2019 ). Big Data and Artificial Intelligence in Management. Disruptive Technologies as a success factor for decision-making. The German National Library: GRIN Verlag.
6. Minh, T. Q. (2026, 6 23). Advanced research design and methods for doctoral. Retrieved from Kaggle.com: https://www.kaggle.com/code/trnhquangminh140/advanced-research-design-and-methods-for-doctoral
7. Minh, T. Q. (2026, 3 30). Forecasting and Business Management Decisions. Retrieved from Kaggle.com: https://www.kaggle.com/code/trnhquangminh140/forecasting-and-business-management-decisions

8. Nothof, C. (2019). How will Big Data change the way managers make decisions? Artificial intelligence and its impact on managerial decision making. Deutschen Nationalbibliothek: Open Publishing GmbH, München.