Application Of Data Mining In Education

Mining Big Data in Education: Affordances and …

A broad range of data mining techniques can be utilized for big data in education, which Baker and Siemens (2014) broadly categorize into prediction methods, including inferential methods that model knowledge as it …

Artificial Intelligence in Educational Data Mining and Human-in …

Artificial intelligence (AI) has emerged as a disruptive force across multiple domains, and education is no exception. The integration of advanced educational data mining (EDM) and machine-learning (ML) techniques has begun to redefine traditional pedagogical paradigms [1,2].In the current context, characterized by an exponential increase in the …

Data Mining Definition, Examples, And Applications

Cybersecurity data mining applications can help organisations detect and respond to malicious activity more quickly and accurately. These applications analyse large amounts of data from multiple sources, such as network logs, firewall rules, and user behavior, to identify potential threats and vulnerabilities.

What is EDM?

Educational Data Mining is about improving learning outcomes by mining and analyzing data collected as we teach. Just as in scientific and business fields of study, educational researchers see the potential to dramatically improve learning through this type of research. ... People are excited about the potential of big data in education because ...

A critical review of data mining in education on the levels and …

1. Introduction. Interestingly, data mining (DM) in education has played a tremendous role in the application of technology in education helping educational leaders to make accurate decisions (Inusah et al., 2023a).To enhance more accuracy and consistency in educational data for efficient management, DM is needed (Inusah et al., 2023b).Specifically, …

Handling Big Data in Education: A Review of …

A growing usage of technology creates enormous volume of data in education. The subject of data mining is expanding quickly in education and has the benefit that it contains new algorithms and technology created in several areas of …

Overview of Data Mining's Potential Benefits and Limitations …

the field. This is partly because the use of data mining in education research is relatively new, so its value and consequences are not yet well understood. Yet statisticians, sociologists and those who study computer-based education have discussed the methodological merits of data mining in education research.

Application of Data Mining in MOOCs for Developing …

Fig. 1. Distribution of application of data mining on MOOCs from 2012 to 2017. B. Analysis of MOOCs Existing Application Based on Data Mining Technology . Much hidden information will be obtained from the huge number of data created by MOOCs when applying data mining technology on MOOCs, such as to provide

Data Mining for Education

Data mining, also called Knowledge Discovery in Databases (KDD), is the field of discovering novel and potentially useful information from large amounts of data. Data mining has been …

Application of data mining for young children education using …

At the same time, with the augmentation by data analysis, it brings broader applications developing educational policy and teaching practice. For example, children with abnormal behaviors such as violent mood swings and unusual time nodes during courses can be detected and notified to parents and teachers.

Educational Data Mining Applications and Techniques

Abstract—Educational data mining (EDM) uses data mining techniques to analyze huge amounts of student data in the educa-tional environments. The main purpose of EDM is to analyze and …

Data Mining in Education Sector: A Review

Applications of Data Mining in Education Sector. Data mining can be applied in the following functional . areas of an education sector. 1. Predicti ng St uden ts' A dmis sion in Hi gher Educ atio n:

Educational Data Mining for Student Performance Prediction: A

Keywords — Educational Data Mining (EDM), data mining (DM) techniques, prediction studies, student academic performance, systematic literature review 1 Introduction

A Systematic Review of Deep Learning Approaches to Educational Data Mining

1. Introduction. The research field of Educational Data Mining (EDM) focuses on the application of techniques and methods of data mining in educational environments. EDM is concerned with developing, researching, and applying machine learning, data mining, and statistical methods to detect patterns in large collections of educational data that would …

(PDF) Predicting student performance: an application …

The analytical investigations in education are first driven by two research communities, the worldwide academic data mining society as well as the society for educational analytics research ...

Data mining in education

Applying data mining (DM) in education is an emerging interdisciplinary research field also known as educational data mining (EDM). It is concerned with developing methods for exploring the unique types of data that come from educational environments.

Application of Data Mining Techniques in Education: A Review

EDM is emerging that focuses on analyzing educational data to develop models for improving experiences and efficiency in teaching and learning. Growing popularity in DM and …

Artificial Neural Networks for Educational Data Mining in Higher

Context of Educational Data Mining. The development of EDM is a transformation process that has faced many areas of application including educational domain modeling, learning component analysis, user profiling, user knowledge, behavior modeling, experience modeling, learning analytics, and trend analysis (Dascalu et al. Citation 2018).As Ferguson (Ferguson …

Applications of Data Mining in Higher Education

Data Mining, Applications in Higher education. 1. Introduction Higher education institutions are interested in predicting the paths of students and alumni, thus identifying which students will join particular course programs and which students will require a large number of debates. Today,

Educational Data Mining: A Foundational Overview

Educational data mining (EDM) is a novel scientific area that focuses on developing and applying methods to analyze datasets generated within educational settings. This paper outlines the evolution, significance, and …

Educational data mining applications and tasks: A survey of

Educational Data Mining (EDM) is the field of using data mining techniques in educational environments. There exist various methods and applications in EDM which can follow both applied research objectives such as improving and enhancing learning quality, as well as pure research objectives, which tend to improve our understanding of the learning process. In …

A bibliometric analysis of Educational Data Mining studies in …

Educational Data Mining (EDM) is an interdisciplinary field that encapsulates different fields such as computer science, education, and statistics. It is crucial to make data mining in education to shape future trends in education for policymakers, researchers, and educators in terms of developments. To have an all-inclusive understanding of EDM studies, a …

Data Mining and Its Applications in Higher Education

data navigation in the 1990s, and data mining in the new century. Thearling (1995) and others foresaw the possibilities of data mining as a result of maturity of all three disciplines: massive data collection and storage, pow-erful multiprocessor computers, …

Educational Data mining and Learning Analytics: An updated …

Educational Data Mining, Learning Analytics, Data Mining on Education, Data-Driven Decision Making in Education, Big Data in Education, Educational Data Science. Abstract This survey is an updated and improved version of the previous one published in 2013 in this journal with the title Data Mining in Education.

Application of Data Mining Techniques in Education: A Review

Their Applications in Education Data Mining." International Journal of Advance Research in . Computer Science and Management Studies. 2(JULY 7). Baker, Ryan S. J. 2011. "Data Mining for ...

A Study on the Application of Data Mining

With the gradual advancement of education management towards data and informationisation, how to establish a perfect employment education management system has become an important element of current student …

The Application Study of Data Mining Technology in Education

2.1 Mathematical Description of Data Mining Techniques. Data mining technology is to use dynamic theory to optimize management data, and according to the indicators in the management data [], find outliers in teaching management results, integrate the corresponding management data [], and finally judge teaching management Feasibility of the result.. The …

12 Applications of Data Mining

Let us look at some of the major applications of data mining . Healthcare . ... Education . Educational Data Mining is a rapidly growing area that is concerned with creating ways for discovering information from data originating from educational environments. Predicting students' future learning behavior, researching the impacts of educational ...

Application of Data Mining Model in Smart Chemistry Education

In order to solve the problem that the activities of teachers and students in traditional teaching methods are constrained by lesson plans, the teaching methods are aging, and they do not have the ability to expand students' learning through big data; due to the problem of low self-learning and extracurricular communication ability of students after class, the author proposes …

Educational Data Mining: Applications and Trends

Provides an updated view of the application of Data Mining to the educational arena; Copes two key targets: applications and trends; Focuses on the Data Mining logistics: models, tasks, methods, algorithms; ... (DM); 3) explain how …

Educational data mining applications and tasks: A survey of

Applications of Educational Data Mining and Learning Analytics …

The International Educational Data Mining Society Footnote 1 defines EDM as follows: "Educational Data Mining is an emerging discipline, concerned with developing methods for exploring the unique types of data that come from educational settings, and using those methods to better understand students, and the settings which they learn in." Educational data …

Applications of Educational Data Mining and Learning …

Researchers have started paying attention to the application of data mining and data analytics to handle big data generated in the educational sector. In the context of education, these techniques...

Data mining techniques applied in educational environments:

Educational Data Mining is an emerging discipline which seeks to develop methods to explore large amounts of data from educational settings, in order to understand students' behavior, …

Applications of Educational Data Mining and Learning Analytics …

Researchers have started paying attention to the application of data mining and data analytics to handle big data generated in the educational sector. In the context of education, these techniques ...

A Study on Data Mining Techniques, Concepts and its Application …

In higher education, the following essential data mining ideas and their applications: Fig. 5: Social Network Analysis f) Recommender Systems: Data mining techniques are used by recommender systems to offer stakeholders or students individualized recommendations.

Exploring the Impact of Data Mining Applications Across

Data Mining Applications in Education. Data mining techniques can be utilized in the educational sector to enhance student performance prediction, personalize learning experiences, and improve curriculum development. Here's how data mining is used in the education sector.

(PDF) A Study on the Application of Data Mining Techniques in …

the application effect of data mining technology in employment education management, we hope to obtain more effective methods to further optimise management. II.