Open Access
A Framework-Based Analysis of Artificial Intelligence Tool Integration in Academic Writing and Its Effects on Critical Reasoning and Writing Competency in Malaysian Higher Education Faculty
4
School of Robotics and AI Systems, Tokyo Metropolitan Institute of Technology, Tokyo, Japan
4
Department of Next-Generation Computing, Kyoto Advanced Science University, Kyoto, Japan
Abstract
The integration of Artificial Intelligence (AI) tools into academic writing practices has introduced transformative shifts in higher education, particularly in the domains of writing competency and critical reasoning development. This study develops a framework-based analytical model to examine the impact of AI-enabled writing tools on Malaysian university faculty members, focusing on how these tools influence cognitive engagement, academic expression, and evaluative thinking processes. Drawing on qualitative literature synthesis and interpretive methodological principles, the study conceptualizes AI as both an assistive and disruptive force within academic writing ecosystems. The findings indicate that AI tools enhance efficiency, linguistic accuracy, and structural coherence in academic outputs; however, they simultaneously raise concerns regarding reduced independent critical reasoning and over-reliance on automated suggestions. The framework proposed in this study integrates three core dimensions: cognitive engagement, writing proficiency enhancement, and ethical-academic dependency regulation. It further highlights institutional readiness and AI literacy as mediating factors shaping effective adoption outcomes. The study contributes to ongoing debates on AI in higher education by offering a structured model for balancing technological augmentation with intellectual autonomy. Limitations include the conceptual nature of the framework and reliance solely on secondary literature. Future research directions emphasize empirical validation and cross-cultural comparative analysis.
Keywords
Artificial Intelligence,
Academic Writing,
Critical Thinking,
Higher Education
References
Z. S. Abu Zahri, P. V. Chanthiran, M. M. Yunus, and K. R. M. Rafiq, “ChatGPT: Investigating Academic Staff’s Awareness and Utilization in Teaching and Learning Strategies,” Int. J. Acad. Res. Bus. Soc. Sci., vol. 13, no. 12, pp. 1347-1363, 2023.
A. Arista, L. Shuib, and M. A. Ismail, “An Overview ChatGPT in Higher Education in Indonesia and Malaysia,” in Proc. 2023 Int. Conf. Informatics, Multimedia, pp. 273-277, 2023.
V. Braun and V. Clarke, “Using thematic analysis in psychology,” Qual. Res. Psychol., vol. 3, no. 2, pp. 77-101, 2006.
B. Flyvbjerg, “Five misunderstandings about case-study research,” Qual. Inquiry, vol. 12, no. 2, pp. 219-245, 2006.
B. Selvanathan and S. Narayanan, “ChatGPT in Higher Education Malaysia: An Opportunity or Threat to the Education System,” Int. J. Acad. Res. Prog. Educ. Dev., vol. 13, no. 3, pp. 290-308, 2024.
H. M. Saman, S. M. Noor, C. M. Mat Isa, O. C. Lian, and G. Narayanan, “Embracing Artificial Intelligence as a Catalyst for Change in Reshaping Malaysian Higher Education in the Digital Era: A Literature Review,” in Proc. Int. Conf. Innovation & Entrepreneurship in Computing, Engineering & Science Education (InvENT), pp. 633-643, Nov. 2024.
J. W. Creswell and C. N. Poth, Qualitative Inquiry and Research Design: Choosing Among Five Approaches, 4th ed., Thousand Oaks, CA: Sage Publications, 2018.
J. Evans and A. Mathur, “The value of online surveys for qualitative data collection,” J. Res. Methods Educ., vol. 12, no. 1, pp. 23-35, 2018.
M. D. Leedy and J. E. Ormrod, Practical Research: Planning and Design, 12th ed., Boston, MA: Pearson, 2020.
M. Q. Patton, Qualitative Research and Evaluation Methods, 4th ed., Thousand Oaks, CA: Sage Publications, 2015.
S. Fusch and L. Ness, “Are we there yet? Data saturation in qualitative research,” Qual. Rep., vol. 20, no. 9, pp. 1408-1416, 2015.
M. A. Zainal and M. E. Matore, “Artificial Intelligence (AI) Literacy among Teachers Positive Outlook: The Huge Potential Talent has Landed,” Int. J. Acad. Res. Econ. Manag. Sci., vol. 13, no. 4, pp. 78-92, 2024.
Most read articles by the same author(s)
- Jean Paul Kazungu, Jean Pierre Ntayagabiri, Jeremie Ndikumagenge, M. Kokou Assogba, QUANTITATIVE EVALUATION OF ARTIFICIAL INTELLIGENCE IN HOSPITAL MANAGEMENT: SYSTEMATIC REVIEW OF REAL-WORLD IMPLEMENTATIONS AND OUTCOMES (2019–2024) , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 02 (2026): Volume 03 Issue 02
- Dr. Emily Chen, Improving Economic Results by Implementing Structured Administrative Governance , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Dr. Jonathan R. Whitmore, Architecting Resilient Continuous Integration and Delivery Ecosystems for Large-Scale Java Enterprises: An Integrated Perspective on Information Needs, Modular Evolution, and Pipeline Governance , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Linh Thuy Nguyen, Kofi Mensah, OPTIMIZING SOFTWARE EFFORT ESTIMATION: A SYNERGISTIC HYBRID DEEP LEARNING FRAMEWORK WITH ENHANCED METAHEURISTIC OPTIMIZATION , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Prof. Kavita Menon, An In-Depth Review of Recent Advances in Cables and Towed Objects for Ocean Engineering Towing Systems , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 08 (2025): Volume 02 Issue 08
- Dr. Miguel A. Rodríguez, A Principal Component Analysis Framework for Characterizing Core-Periphery Structures through Neighborhood-Based Bridge Node Centrality , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 09 (2025): Volume 02 Issue 09
- Dinesh Perera, Nethmi Fernando, AI-Enabled Test Case Generation and Optimization for Modern Software Development , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 08 (2026): Volume 03 Issue 08
- Arjun Mehta, Advanced Analysis of Plastic Waste Bioconversion Through Polyethylene-Degrading Bacillus sp. VC2 Systems , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Sanjay K. Morello, Securing Multi-Tenant FPGA Clouds: Architectures, Threats, and Integrated Defenses for Trusted Reconfigurable Computing , International Journal of Next-Generation Engineering and Technology: Vol. 2 No. 08 (2025): Volume 02 Issue 08
- Dr. Hiroshi Nakamura, Dr. Yuki Tanaka, Post-Quantum Cryptographic Governance: Risk Assessment, Policy Development, and Implementation Strategies for National Security , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 08 (2026): Volume 03 Issue 08
Similar Articles
- Aghasi Gevorgyan, Cybersecurity in Networks Supporting Card Payment Systems , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 02 (2026): Volume 03 Issue 02
- Dr. Dilshan Fernando, An Intelligent Framework For Enhancing Reliability And Security In Distributed Multi-Cloud Computing Environments , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 05 (2026): Volume 03 Issue 05
- Dr. Muhammad Arif Hidayat, Architectural Design and System-Level Solutions for Seamless Incorporation of Robotic Technologies into Existing Industrial Infrastructure Networks , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 06 (2026): Volume 03 Issue 06
- Dr. Julian Thorne, Advanced Taxonomic Characterization and Algorithmic Optimization of Distributed Stream Processing Workloads: A Multi-Dimensional Analysis of Hybrid Cloud Resource Orchestration , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 01 (2026): Volume 03 Issue 01
- Clara Engelhardt, Resilient and Secure Time-Sensitive Architectures for Safety-Critical Cyber-Physical Systems: Integrating Predictability, Networking Standards, And Fault-Tolerant Design , International Journal of Next-Generation Engineering and Technology: Vol. 3 No. 01 (2026): Volume 03 Issue 01
- Dr. Elena Markovic, Adaptive Latency-Aware Microservice Orchestration and Anomaly-Resilient Edge–Cloud Architectures for Mixed Reality and Time-Critical Applications , International Journal of Next-Generation Engineering and Technology: Vol. 1 No. 01 (2024): Volume 01 Issue 01
Previous
81-86 of 86
You may also start an advanced similarity search for this article.