Authors :
Raihana Akter
Volume/Issue :
Volume 11 - 2026, Issue 6 - June
Google Scholar :
https://tinyurl.com/53sc9uay
Scribd :
https://tinyurl.com/5n9aepma
DOI :
https://doi.org/10.38124/ijisrt/26jun534
Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.
Abstract :
As Artificial Intelligence in Education (AIEd) redefines global pedagogical standards, the "Global South" faces a critical juncture between technological marginalization and transformative "leapfrogging." This systematic review critically examines the integration of AI within Bangladesh’s National Secondary and Higher Secondary education sectors (Grades 6–12), specifically focusing on the National Curriculum and Textbook Board (NCTB) stream. While the "Smart Bangladesh 2041" mandate provides a visionary policy framework, a significant "Research Blind Spot" persists regarding the implementation of AI within the 2022 Competency-Based Curriculum (CBC). This article synthesizes current literature (2020–2026) to identify four primary knowledge gaps: (1) the theoretical misalignment between Generative AI (GenAI) and critical-thinking-based assessments; (2) the linguistic barrier of Bangla-specific Natural Language Processing (NLP) in automated subjective grading; (3) the logistical necessity of AI-driven "Co-Teaching" models in high-enrollment (50:1+) classrooms; and (4) the infrastructural requirement for "Edge AI" and Small Language Models (SLMs) to ensure rural equity. By analyzing recent academic publications, the review argues for a transition from a "Consumer Model" of global AI to a "Sovereign Architect Model" of localized, Bangla-centric educational intelligence. The findings conclude with a strategic roadmap for establishing a National AI-in-Education Research Hub, aiming to bridge the pedagogical and digital divide through decentralized, offline-capable, and ethically governed AI systems.
Keywords :
Generative AI, Large Language Model (LLM), Artificial Intelligence in Education (AIEd), Bangla Natural Language Processing, Edge AI, the Digital Divide, the Smart Bangladesh.
References :
- Ahmed, S., & Uddin, M. (2025). AI adoption in private higher education: A case study of Bangladesh. Journal of Global Education Technology.
- Alam, M. J. (2024). Artificial Intelligence for the Global South: Rethinking the equity gap. International Journal of Educational Development.
- BANBEIS (Bangladesh Bureau of Educational Information and Statistics). (2024). Bangladesh Education Statistics 2023. Ministry of Education.
- Bangladesh Telecommunication Regulatory Commission (BTRC). (2025). Mobile Subscriber and Internet Penetration Report.
- Begum, D., & Elahi, M. (2025). Readiness of Information Professionals and Students to Adopt AI in Bangladesh. International Journal of Information Management.
- Government of Bangladesh. (2020). National Strategy for Artificial Intelligence Bangladesh 2020-2025. ICT Division.
- Hossain, M. S., et al. (2024). The role of GenAI in Bangladeshi undergraduate research: Opportunities and threats. South Asian Journal of Higher Education.
- NCTB (National Curriculum and Textbook Board). (2022). National Curriculum Framework 2022: Pre-primary to Class XII. Ministry of Education.
- Rahman, T., & Islam, S. (2025). Continuous Formative Assessment in high-density classrooms: The AI solution for Bangladesh. Journal of Pedagogy and Technology.
- UNESCO. (2025). AI and Education: Guidance for Policy-makers in Developing Nations. UNESCO Digital Library.
- Ali, S. (2021). Digital Divide and Infrastructure in Bangladesh Education. Journal of Educational Technology Systems.
- Mupaikwa, E. (2024). Adoption of AI in Academic Reference Services in Developing Countries. Journal of Academic Librarianship.
- Shalevska, M. (2024). The Impact of AI Tools on Academic Integrity in Secondary Education. European Journal of Education.
- Karaman, S. (2024). Intelligent Tutoring Systems and the future of K-12 schooling. Artificial Intelligence Review.
- Khan, R. (2023). Socio-economic barriers to digital literacy in rural Bangladesh. Journal of Rural Studies and Education.
- Siddiq, F., & Scherer, R. (2024). Teacher digital competence in the age of AI: A cross-national perspective. Computers & Education.
- Haque, M. (2022). Bangla NLP and the challenge of localized educational content. Bangladesh Journal of Computer Science.
- EdTech Hub. (2025). Artificial Intelligence in Education Across Bangladesh: A Rapid Scan. Helpdesk Response.
- Brynjolfsson, E., & McAfee, A. (2017). The Business of Artificial Intelligence. Harvard Business Review.
- Hao, K. (2020). Teacher Readiness and AI Integration in Developing Nations. MIT Technology Review.
- Ara, J. (2020). Policy frameworks for ICT in Bangladesh education: A decadal review. Dhaka University Journal of Education and Research.
- World Bank. (2024). Bangladesh: Enhancing digital skills for the future workforce. World Bank Publications.
- Sultana, S. (2023). Gender disparity in STEM and digital tool usage in Bangladeshi secondary schools. International Journal of STEM Education.
- Karim, A. (2024). Ethics of AI in the classroom: A study of secondary school teachers in Dhaka. Asian Journal of Ethics.
- Das, P. (2025). Automated grading systems for the Bangla language: A systematic review. Journal of King Saud University - Computer and Information Sciences.
- Islam, M. (2024). The Smart Bangladesh 2041 Vision: A Roadmap for Education. Government Press.
- Peterson, A. (2024). Adaptive Learning Platforms: The next frontier for the Global South. Journal of Learning Analytics.
- Chowdhury, N. (2023). Implementation of the New Competency-Based Curriculum: Challenges for Rural Schools. Bangladesh Education Journal.
- Mahbub, T. (2024). Scalability of EdTech startups in Bangladesh: A market analysis. Journal of Innovation and Entrepreneurship.
- Zheng, Y. (2024). AI-driven education and the digital divide: A global systematic review. Artificial Intelligence Review.
- A2I. (2025). Scaling Digital Solutions: A decade of EdTech innovation in Bangladesh. Aspire to Innovate Report.
- Government of Bangladesh. (2020). National Strategy for Artificial Intelligence Bangladesh 2020-2025. ICT Division.
- Amiri, S. M. H. (2025). AI and Educational Technology in K-12 Curriculum Reform: A Pathway Toward Smart Education in Bangladesh. International Journal of Research and Innovation in Social Science.
- UNESCO. (2025). AI and Education: Guidance for Policy-makers in Developing Nations. UNESCO Digital Library.
- Mahbub, T. (2024). Scalability of EdTech startups in Bangladesh: A market analysis. Journal of Innovation and Entrepreneurship.
- Shikho. (2025). Annual Impact Report: Localizing AI for the National Curriculum. Shikho Technologies Bangladesh.
- Patel, N. (2024). Gamification and student engagement in South Asian secondary schools. Journal of Digital Learning.
- Khan, R. (2023). Socio-economic barriers to digital literacy in rural Bangladesh. Journal of Rural Studies and Education.
- Alam, D. U. (2025). The Impact of AI Writing Tools on Secondary and Higher Secondary Students in Bangladesh: The Perceptions of Teachers and Students. BRAC University Thesis.
- BTRC. (2025). Mobile Subscriber and Internet Penetration Report. Bangladesh Telecommunication Regulatory Commission.
- World Bank. (2024). Bangladesh: Enhancing digital skills for the future workforce. World Bank Publications.
- IADB. (2025). AI and Education: Building the Future Through Digital Transformation. Inter-American Development Bank (Comparative Analysis).
- Ali, S. (2021). Digital Divide and Infrastructure in Bangladesh Education. Journal of Educational Technology Systems.
- Zheng, Y. (2024). AI-driven education and the digital divide: A global systematic review. Artificial Intelligence Review.
- NCTB. (2022). National Curriculum Framework 2022: Implementation Guidelines. Ministry of Education, Bangladesh.
- Luckin, R. (2024). AI for Education: Empowering Teachers and Students through Learner-Centric Design. Routledge.
- Rahman, M. S., & Kabir, M. (2025). The Shadow Education System and AI: A study of coaching culture in Dhaka. Journal of Contemporary Educational Research.
- Siemens, G., & Baker, R. S. (2024). Learning Analytics and the Future of Competency-Based Education. Journal of Learning Analytics.
- World Bank. (2024). Teacher Workload and Pedagogical Reform in South Asia. World Bank Education Series.
- Hasan, M. (2025). Digital Transformation of the NCTB: The Role of the Noipunno App. Bangladesh Journal of Educational Technology.
- Baker, R. S. (2024). Stupid Tutoring Systems vs. Intelligent Support: Designing AI for the Global South. International Journal of AI in Education.
- Chowdhury, N., et al. (2025). Automating Formative Assessment: A pilot study in rural Bangladesh. South Asian Journal of Pedagogy.
- UNESCO. (2024). Global Education Monitoring Report: Technology in Education. UNESCO Publishing.
- Akter, S., & Wamba, S. F. (2025). Predictive Analytics for Social Good: Reducing school dropouts in developing economies. Information Systems Frontiers.
- Islam, T., & Hoque, M. (2024). Machine Learning Classifiers for Student Performance Prediction in Bangladesh Secondary Schools. IEEE Access.
- A2I. (2024). Data-Driven Governance: The Smart Bangladesh 2041 Roadmap. ICT Division.
- Haque, M., et al. (2025). Evaluating the performance of GPT-4 in Bangla academic contexts: A comparative study. Journal of Natural Language Engineering.
- Islam, M. S., & Rahman, A. (2024). Dialectal variations and the challenge of AI-driven education in rural Bangladesh. South Asian Journal of Linguistics.
- Khattak, A., et al. (2025). Linguistic Barriers in AIEd: A systematic review of low-resource languages. Artificial Intelligence Review.
- Sarker, I. H. (2024). Machine Learning: Algorithms, Real-World Applications and Research Directions in Bangladesh. SN Computer Science.
- Bhattacharjee, A., et al. (2024). BanglaBERT: Language Model Pre-training for Bangla and its Application to Downstream Tasks. Transactions on Asian and Low-Resource Language Information Processing.
- Das, P., & Khan, M. (2025). Automated Essay Scoring for Bangla: Technical hurdles and the path forward. IEEE Transactions on Learning Technologies.
- Rahman, T. (2024). Transforming Subjective Assessment: A pilot of AES in Dhaka’s secondary schools. Journal of Educational Evaluation.
- Alam, M. (2025). Fine-tuning Transformers for NCTB Curriculum Standards. Bangladesh Journal of Computer Science.
- Zaman, S., & Huq, S. (2025). Data Sovereignty and AI in the Global South: The case for national datasets. International Journal of Information Management.
- A2I. (2024). Open Data Initiatives for Smart Bangladesh: A Policy Paper. ICT Division.
- UNESCO. (2025). Promoting Linguistic Diversity in AI-driven Education. UNESCO Digital Library.
- Hossain, N. (2024). Building the Bangla Educational Corpus: Challenges in OCR and Digitization. Journal of Digital Humanities.
- Bengio, Y., et al. (2024). AI for Global Challenges: Localizing the Solution. Nature Machine Intelligence.
- Molla, M. K. (2025). Neural Machine Translation and the Future of Bangla-Medium Schools. South Asian Technology Review.
- Ministry of Education. (2025). Annual Sector Performance Report (ASPR): Teacher-Student Ratios and Vacancy Analysis. Government of Bangladesh.
- UNESCO. (2024). The State of the Teaching Profession in South Asia: A decade of change. UNESCO New Delhi.
- Luckin, R., & Cukurova, M. (2024). Designing AI for Teacher-Student Partnerships: The Co-Teaching Model. British Journal of Educational Technology.
- Hasan, R., et al. (2025). The Teacher's Assistant: Impact of AI automation on workload in Dhaka public colleges. Journal of Educational Administration.
- NAEM. (2024). Impact Evaluation of ICT Training for Secondary Teachers. National Academy for Educational Management, Bangladesh.
- Siddiq, F., & Scherer, R. (2024). Digital Competence Frameworks for Educators: A Global Review. Computers & Education.
- Rahman, A. (2025). Technological Resistance in Rural Schools: A cultural-historical activity theory perspective. South Asian Journal of Education.
- Selwyn, N. (2024). Should Robots Replace Teachers? AI and the Future of Education. Polity Press.
- Islam, N., & Khan, S. (2025). AI Literacy for Educators: A curriculum proposal for BD Teachers' Training Colleges. Bangladesh Education Journal.
- Holmes, W., & Tuomi, I. (2024). State of the art and practice in AI in education. European Journal of Education.
- Chowdhury, S. (2025). Human-in-the-loop: Ethical considerations for AI-driven grading in the national stream. Asian Journal of Ethics.
- Baker, R. S., & Rossi, L. M. (2024). Learning Analytics Dashboards for Teachers: From Data to Action. Journal of Learning Analytics.
- Begum, M. (2024). The Role of Mentorship in the Age of Algorithms: A survey of HSC students. Dhaka University Journal of Psychology.
- Guan, C., et al. (2024). Artificial Intelligence in Education: A review of the human-AI collaboration. Artificial Intelligence Review.
- A2I. (2025). Teachers' Portal (Shikkhok Batayon) 2.0: Integrating AI resources for national curriculum. ICT Division Report.
- BTRC. (2026). The Connectivity Gap: Annual report on rural telecommunications in Bangladesh. Bangladesh Telecommunication Regulatory Commission.
- Alam, M. J., & Rahman, S. (2025). Last-Mile Education: The failure of cloud-dependency in rural Bangladesh. Journal of Rural Studies.
- Verma, A., & Gupta, P. (2025). Edge AI in the Global South: Rethinking the infrastructure requirement. IEEE Communications Magazine.
- Abdur-Razzaq, A. (2025). Quantizing Bangla: Adapting Small Language Models for low-resource devices. Bangladesh Journal of Computer Science.
- Microsoft Research. (2024). Phi-3: A highly capable language model locally on your phone. Technical Report.
- Sarker, I. H. (2026). Edge AI and IoT-driven Education: Systems for Smart Bangladesh. SN Computer Science.
- Haque, M. (2025). Solar-Powered Pedagogy: Sustainable tech for the Chittagong Hill Tracts. South Asian Technology Review.
- Ministry of Education, India. (2024). DIKSHA: Digital Infrastructure for Knowledge Sharing - Impact Report 2024. Government of India.
- Ntaganda, J. (2025). Offline AI in Rwanda: A case study of solar-integrated school servers. African Journal of Educational Technology.
- UNESCO. (2025). Leapfrogging through Technology: Models for K-12 in Developing Nations. UNESCO Digital Library.
- A2I. (2025). Smart Village Initiatives: Decentralizing the Digital Bangladesh vision. ICT Division Report.
- World Bank. (2024). The Economics of Data in South Asian Education: From costs to access. World Bank Publications.
- Chowdhury, F. (2026). Intranet of AI: A proposed framework for rural NCTB schools. Journal of Information Systems.
- Guan, C., et al. (2025). Small Language Models: The new frontier for educational equity. Artificial Intelligence Review.
- Bengio, Y. (2025). AI for Social Good: Why local hardware matters more than global clouds. Nature Machine Intelligence.
- Subrahmanyam, K., et al. (2026). Digital Footprints and the Privacy of Minors: A Global South Perspective. Journal of Applied Developmental Psychology.
- Islam, M. R., et al. (2025). AI Ethics for Bangladesh: Challenges, Risks, Principles, and Suggestions. ACM Digital Library.
- Rovatsos, M., et al. (2018). Landscape Summary: Bias in Algorithmic Decision-Making. Centre for Data Ethics and Innovation.
- Mittelstadt, B. (2023). Six Human-Centered Artificial Intelligence Grand Challenges. International Journal of Human-Computer Interaction.
- Haque, M. S. (2025). Bridging Domains: Advances in Explainable, Automated, and Fair AI. MDPI Computer Science Review.
- Uddin, M. A. (2023). Protection of privacy in Bangladesh: issues, challenges and way forward. The International Journal of Human Rights.
- Olteanu, A., et al. (2019). Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries. Frontiers in Big Data.
- Sarker, I. H. (2023). Towards Risk-Free Trustworthy Artificial Intelligence. Wiley Online Library.
- Lazer, D., et al. (2019). Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries. Science.
- Sahin, M., et al. (2025). Interdisciplinary Applications of Artificial Intelligence. ISTES Organization.
- UNDP. (2022). Human Development Report 2021/2022: Uncertain Times, Unsettled Lives. United Nations Development Programme.
- United Nations. (2019). South-South and Triangular Cooperation in a Multipolar World. UN South-South Cooperation Report.
- IPCC. (2022). Chapter 10: Asia | Climate Change 2022: Impacts, Adaptation and Vulnerability. Intergovernmental Panel on Climate Change.
- IADB. (2022). Trust: the key to social cohesion and growth in Latin America and the Caribbean. Inter-American Development Bank.
- UNDRR. (2025). Technology for Disaster Risk Reduction. United Nations Office for Disaster Risk Reduction.
- NCTB. (2025). Vision 2041: Integrating AI Literacy into the National Curriculum. Ministry of Education, Bangladesh.
- A2I. (2026). Beyond Digital Bangladesh: The Smart Bangladesh Implementation Plan. ICT Division Report.
- UNESCO. (2025). Linguistic Sovereignty in AI: Protecting Low-Resource Languages in Education. UNESCO Digital Library.
- Sarker, I. H. (2026). AI-Driven Research Hubs: A Roadmap for Developing Nations. SN Computer Science.
- Haque, M., & Rahman, S. (2025). Localized LLMs: The case for a Sovereign Bangla AI. Bangladesh Journal of Computer Science.
- Ng, A. (2024). AI for Everyone: Moving toward localized architecture in the Global South. Stanford AI Lab Report.
- Luckin, R. (2025). The Human-AI Interface: Rethinking curriculum for the automated age. British Journal of Educational Technology.
- Ministry of Planning. (2024). The 8th Five-Year Plan of Bangladesh: Education and Technology Pillars. Government Press.
- World Bank. (2025). Scaling EdTech: Institutional Frameworks for Middle-Income Countries. World Bank Publications.
- Selwyn, N. (2025). Critical AI Literacy: Why students need more than just technical skills. Journal of New Literacies.
- Khan, M. H. (2024). The HSC ICT Syllabus: A critical review and proposal for AI integration. South Asian Journal of Pedagogy.
- Bender, E. M., & Gebru, T. (2021). On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? FAccT '21 Proceedings.
- Hossain, M. S. (2025). Promoting Human-Centric AI in Bangladesh: A Policy Framework. Dhaka University Journal of Law.
- ITU. (2024). Digital Skills for the 2030 Agenda: AI Literacy in Developing Regions. International Telecommunication Union.
- Zheng, Y., et al. (2026). Systematic Reviews in AIEd: Synthesis and Future Directions. Artificial Intelligence Review.
As Artificial Intelligence in Education (AIEd) redefines global pedagogical standards, the "Global South" faces a critical juncture between technological marginalization and transformative "leapfrogging." This systematic review critically examines the integration of AI within Bangladesh’s National Secondary and Higher Secondary education sectors (Grades 6–12), specifically focusing on the National Curriculum and Textbook Board (NCTB) stream. While the "Smart Bangladesh 2041" mandate provides a visionary policy framework, a significant "Research Blind Spot" persists regarding the implementation of AI within the 2022 Competency-Based Curriculum (CBC). This article synthesizes current literature (2020–2026) to identify four primary knowledge gaps: (1) the theoretical misalignment between Generative AI (GenAI) and critical-thinking-based assessments; (2) the linguistic barrier of Bangla-specific Natural Language Processing (NLP) in automated subjective grading; (3) the logistical necessity of AI-driven "Co-Teaching" models in high-enrollment (50:1+) classrooms; and (4) the infrastructural requirement for "Edge AI" and Small Language Models (SLMs) to ensure rural equity. By analyzing recent academic publications, the review argues for a transition from a "Consumer Model" of global AI to a "Sovereign Architect Model" of localized, Bangla-centric educational intelligence. The findings conclude with a strategic roadmap for establishing a National AI-in-Education Research Hub, aiming to bridge the pedagogical and digital divide through decentralized, offline-capable, and ethically governed AI systems.
Keywords :
Generative AI, Large Language Model (LLM), Artificial Intelligence in Education (AIEd), Bangla Natural Language Processing, Edge AI, the Digital Divide, the Smart Bangladesh.