Big data in education: a state of the art, limitations, and future ...
2020年11月2日 · It has been found that the current studies covered four main research themes under big data in education, mainly, learner’s behavior and performance, modelling and educational data warehouse, improvement in the educational system, and integration of big data into the curriculum.
Education big data and learning analytics: a bibliometric analysis
2023年10月16日 · Education in big data and learning analytics are two important processes that produce impactful results and understanding. it is crucial to take advantage of these processes to enhance the...
Educational big data: extracting meaning from data for smart education
2020年4月3日 · With the pervasiveness of technology and online learning, big data, in the context of education, has experienced exponential growth and includes data deriving from students’ interaction with technology and their personal and academic profile (Ferguson, Citation 2012). Furthermore, EBD is a central concern of educational institutions, as its ...
Big Data for Education: Data Mining, Data Analytics, and ... - Brookings
2012年9月4日 · Darrell West examines how new technology in the education sector has the potential for improved research, evaluation, and accountability through data mining, data analytics, and web...
AI and Big Data in Education: Innovative Applications - Svitla
2023年9月5日 · Artificial Intelligence has opened up new horizons in education. With machine learning algorithms and data analysis, AI-powered tools personalize education and enable tailored instruction, immediate feedback, and adaptive assessments, optimizing the learning experience for each student.
AI, big data transforming education evaluation and monitoring
2024年12月10日 · Education evaluation and monitoring have been evolving rapidly thanks to the application of artificial intelligence and big data, which have significantly supported learning, teaching, and school ...
Big data in education can come from different source types. It can be collected from participants, such as students or teachers directly (for example, assessment data collected with student monitoring systems), from administra-tive systems (e.g., national databases), or from online learning systems (interaction data).
[2207.10572] Big Data and Education: using big data analytics in ...
2022年7月19日 · In this position paper, we consider some basic concepts as well as most popular tools, methods and techniques regarding Educational Data Mining and Learning Analytics, and discuss big data applications in language learning, in particular.
(PDF) Big Data Analytics in Education:: Big Challenges and Big ...
2021年2月15日 · Is educational science ready for working with big data? What do you think about privacy and big data analytics? Would it be a good idea to organize a national comprehensive
Big Data Analytics in Education: A Data-Driven Literature Review
In the past decade, the applications of big data and learning analytics in education have made significant headways resulting in new opportunities for educational research. However, big data analytics (BDA) has brought new challenges to educational analytics. This paper conducts a systematic data-driven Literature review of BDA in education.