[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-117351-en":3,"doc-seo-117351-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},117351,687197207639,"Asher","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",8,"Research & Report","Blockchain and machine learning in education - a literature review","Growing use of technology in education has accelerated over the past decade, prompting increased interest in advanced tools that can improve learning outcomes. This literature review investigates how machine learning and blockchain technologies are applied in educational institutions, with emphasis on practical use cases, expected benefits, and implementation challenges. The review highlights how blockchain-supported data exchange can strengthen trust, efficiency, and transparency, while machine learning supports personalized instruction and analysis of student performance through real-time, behavior-based feedback.","Blockchain and machine learning in education: a literature  \nreview  \nSarah Alhabeeb1, Norah Alrusayni1, Reem Almutiri1, Sarah Alhumud1, Mohammed Abdullah Al-Hagery2  \n1Department of Information Technology, College of Computer, Qassim University, Buraydah, Saudi Arabia 2Department of Computer Science, College of Computer, Qassim University, Buraydah, Saudi Arabia  \nArticle history:  \nReceived Jun 28, 2022 Revised Apr 4, 2023 Accepted Apr 12, 2023  \nKeywords:  \nBlockchain Certification system Education Machine learning Skills verification  \nCorresponding Author:  \nThere is a growing influence around the use of technology in education, with many solutions already being implemented and many others being explored. Using various forms of technology to assist the educational process has increased dramatically in the previous decade in education systems in many respects. Both machine learning and the blockchain have had a significant impact on education. The purpose of this study is to conduct a literature review on the application of machine learning and blockchain technology in educational institutions. Additionally, this study examines the potential applications, benefits, and challenges those educational institutions may face as a result of using machine learning and blockchain technologies. Using machine learning and blockchain in educational systems will have a positive impact on the entire educational process and student achievement. Researchers, academics, and practitioners will benefit from this study to focus on a wider range of educational applications and solve the related issues of machine learning and blockchain technology in the education sector.  \nThis is an open access article under the CC BY-SA license.  \nSarah Alhumud  \nDepartment of Information Technology, College of Computer, Qassim University Buraydah 51452, Saudi Arabia  \nEmail: [sara.alhumud@gmail.com](sara.alhumud@gmail.com)  \nArticle Info ABSTRACT  \n1. INTRODUCTION  \nIn today's world, it has been observed that education is critical to the development and advancement of human races and that civilizations with strong and well-developed educational infrastructures have dominated society. Education provides us with a basic understanding of our surroundings, shifts people’s perspectives on things, and shapes their opinions. Because education is a human-centric phenomenon, it maybe transformed into a technological phenomenon. Today, a person's need for a combination of knowledge and technology has become critical. Technology has progressed so far in recent years that it is now being used to improve academic performance in the education sector.  \nArtificial intelligence, machine learning, blockchain, big data, the internet of things (IoT), augmented reality, cloud computing, and other technologies have transformed the traditional educational system, making it a better platform for student development [1] . Although education is developing at a faster rate than ever before due to advances in technology, there are still many areas that have yet to be explored, and there will always be opportunities for improvement. Machine learning and blockchain, two of the most disruptive technologies, have helped to replace traditional educational approaches with highly technical and effective methods [2] . When combined, technology and education have the potential to transform the current education system, which is used by many teachers, educational institutions, corporations, administrations,  \nand organizations to pass on knowledge. At its core, blockchain can enable users to communicate and exchange data inside a blockchain-based framework to support the objective of retaining trust, efficiency, and transparency in the education sector with non-centralized databases that are established based on high-secure policies [3] . Meanwhile, machine learning is emerging as a new educational frontier. It has the potential to revolutionize not only the way education is given but also the","cbCaioHbKEZoaWpa","https://ap.wps.com/l/cbCaioHbKEZoaWpa","pdf",390512,1,16,"English","en",105,"# Introduction\n# Related Work\n## Machine learning applications in education\n## Blockchain applications in education\n## Combination of blockchain and machine learning technologies in education","[{\"question\":\"What is the main purpose of this literature review?\",\"answer\":\"To review the application of machine learning and blockchain technologies in educational institutions, including potential benefits and challenges.\"},{\"question\":\"How can blockchain support education systems according to the review?\",\"answer\":\"It can enable secure data communication and exchange within a blockchain-based framework, supporting trust, efficiency, and transparency using decentralized databases.\"},{\"question\":\"How does machine learning improve teaching and learning in the review’s discussion?\",\"answer\":\"It enables real-time feedback and tailored training based on individual student behavior, and it helps analyze outcomes to identify weaknesses and support more accurate assessment.\"}]","Blockchain and machine learning in education - 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