scholarly journals Big Data in Education. A Bibliometric Review

2019 ◽  
Vol 8 (8) ◽  
pp. 223 ◽  
Author(s):  
José-Antonio Marín-Marín ◽  
Jesús López-Belmonte ◽  
Juan-Miguel Fernández-Campoy ◽  
José-María Romero-Rodríguez

The handling of a large amount of data to analyze certain behaviors is reaching a great popularity in the decade 2010–2020. This phenomenon has been called Big Data. In the field of education, the analysis of this large amount of data, generated to a greater extent by students, has begun to be introduced in order to improve the teaching–learning process. In this paper, it was proposed as an objective to analyze the scientific production on Big Data in education in the databases Web of Science (WOS), Scopus, ERIC, and PsycINFO. A bibliometric study was carried out on a sample of 1491 scientific documents. Among the results, the increase in publications in 2017 and the configuration of certain journals, countries and authors as references in the subject matter stand out. Finally, potential explanations for the study findings and suggestions for future research are discussed.

2017 ◽  
Vol 10 (3) ◽  
pp. 478
Author(s):  
Adilson Carlos Da Rocha ◽  
Pedro José Steiner Neto ◽  
João Carlos Cunha ◽  
Larissa Mongruel Martins de Lara ◽  
Zélia Halick

This study aimed to analyze the characteristics of publications dealing with the Eco-innovation and Strategy issues in the databases Web of Science and Scopus in the period 2001-2015, and identify what topics are being studied along this theme and which are the most relevant, conducting a comparison of results found in the two databases (Web of Science and Scopus). The study has a quantitative approach in order that sought to evaluate some variables related to scientific production on the subject researched. The analysis found 96 publications in the Web of Science and 109 in Scopus. Comparing both surveyed bases it is found that the number of publications increased dramatically in the last decade and that European countries lead the ranking as the number of publications. It is noticed that in both databases, the authors of the most cited publications are not among the authors who have published over in the period. The most cited articles in both surveyed bases belong to the journals: Journal of Cleaner Production and Technovation.


2019 ◽  
Vol 11 (20) ◽  
pp. 5613 ◽  
Author(s):  
Antonio-Manuel Rodríguez-García ◽  
Jesús López Belmonte ◽  
Miriam Agreda Montoro ◽  
Antonio-José Moreno-Guerrero

Sustainable education is currently booming in the teaching and learning processes, although it is not without complexity, due to its various dimensions and the evolution it has undergone to date. The objective of this research is to establish a mapping and scientific evolution of the term “sustainability” in education in the Web of Science database. To do so, a bibliometrical method has been applied, through the analysis of the performance of the scientific production and the evolution of the structure and dynamism of sustainability in education, by means of an analysis of co-words. The total number of references analyzed, after following a debugging process, was 9441. The results show the boom of sustainability in education in recent times, with a great impact on research related to attitudes and sustainability. It can be concluded that a large part of the studies analyzed are of a descriptive nature, with a decrease in the number of exploratory studies, which can give a holistic vision to the subject matter presented, especially regarding the development of the curriculum and the teaching-learning process.


2020 ◽  
Vol 25 (2) ◽  
pp. 77-86
Author(s):  
Arjun Remadevi Somanathan ◽  
Suprabha Kudigrama Rama

AbstractThe objective of the paper is to identify predictive models in stock market prediction focusing on a scenario of the emerging markets. An exploratory analysis and conceptual modelling based on the extant literature during 1933 to 2020 have been used in the study. The databases of Web of Science, Scopus, and JSTOR ensure the reliability of the literature. Bibliometrics and scientometric techniques have been applied to the retrieved articles to create a conceptual framework by mapping interlinks and limitations in past studies. Focus of research is hybrid models that integrate big data, social media, and real-time streaming data. Key finding is that actual phenomena affecting stock market sectors are diverse and, hence, limited in generalization. The future research must focus on models empirically validated within the emerging markets. Such an approach will offer an insight to analysts and researchers, policymakers or regulators.


Author(s):  
Nélida Reis Caseca Machado ◽  
José Roberto Pereira

This paper is a bibliometric review based on the scientific production on the management of common goods, in an interlocution with property rights with data from the Web of Science (WOS) in the period 1945 to 2020. The outcome returned 231 papers that, after applying filters and excluding the papers from 2020, was reduced to 146. Using CiteSpace software, the data were analyzed using 12 categories. The results show that the field is new, but with a growing number of interest, as it has been debated in the academic world and the research has echoed in the Goverment & Law category, which points to the need for a future study to deepen the research through an integrative review.


Author(s):  
Sónia Rolland Sobral ◽  

Massive Open Online Courses (MOOCs) are open courses offered to an indefinite number of participants and accessible through virtual learning environments. These courses have been the subject of research all over the world. The purpose of this paper is to analyze the scientific production on Massive Open Online Courses in journals indexed in Clarivate Analytics’ Web of Science and Elsevier’s Scopus. The sample is composed by 1908 articles in total. The results obtained by bibliometric analysis showed that the publication continue to increase, in which journals they are published, which are the organizations and countries that publish the most, and which are the most cited articles. We concluded that since Massive Open Online Courses are a reality, there still seems to be a possibility for evolution in good quality publications.


Author(s):  
Muhammad Yousaf ◽  
Petr Bris

A systematic literature review (SLR) from 1991 to 2019 is carried out about EFQM (European Foundation for Quality Management) excellence model in this paper. The aim of the paper is to present state of the art in quantitative research on the EFQM excellence model that will guide future research lines in this field. The articles were searched with the help of six strings and these six strings were executed in three popular databases i.e. Scopus, Web of Science, and Science Direct. Around 584 peer-reviewed articles examined, which are directly linked with the subject of quantitative research on the EFQM excellence model. About 108 papers were chosen finally, then the purpose, data collection, conclusion, contributions, and type of quantitative of the selected papers are discussed and analyzed briefly in this study. Thus, this study identifies the focus areas of the researchers and knowledge gaps in empirical quantitative literature on the EFQM excellence model. This article also presents the lines of future research.


2019 ◽  
Vol 3 (3) ◽  
pp. 660
Author(s):  
Ranirizal Ranirizal

Performance is the performance shown by educators, both in quality and quantity in carrying out their duties in accordance with the responsibilities given to them professionally. Educator performance development is a very decisive factor in the success of the education and learning process. In fact, in Kindergarten Rayon IV, Dumai City, there is still a low level of competency standards possessed by educators. The intended competency standard is from the standard academic qualifications and four competencies that must be possessed by a kindergarten educator, namely pedagogic, professional, social and personality competencies. This is evidenced by educators not yet mastering learning material with the maximum known when the learning process educators are not able to explain well the subject matter, and educators have not shown maximum performance in carrying out their duties and functions. The purpose of this study was to see whether there was an influence on teacher professionalism on teacher performance in Dumai IV Rayon Kindergarten. The results of the study prove that there is a significant relationship between the professionalism of Kindergarten educators and the performance of educators in Kindergarten Rayon IV, Dumai City. This is evidenced by the value of Sig (2-tailed) professionalism on educator's performance of 0,000, so the calculation shows 0,000 <0.05. This means that Ha is accepted, that is, there is a significant relationship between the professionalism of Kindergarten educators and the Performance of Educators in Kindergarten Rayon IV, Dumai City.


Author(s):  
DesiYusnanda Sari And Sri MindaMurni

This study attempted to improve the students’ reading comprehension achievement in descriptive text through Team Games Tournament (TGT) method. This study was conducted by using classroom action research. The subject of the research was class IX SMP PAB 10 Medan Estate which consisted of 25 students. The research was conducted in two cycles and the first cycle consisted of four meetings the second cycle consisted of two meetings. The instruments for collecting the data were quantitative data (reading evaluation) and qualitative data (diary note, observation sheet and interview sheet). Based on reading scores, students’ score kept improving in every evaluation. In the test I the mean was 65,33, in the test II the mean was 71,72 and the test III the mean was 84,54.Based on diary note, observation sheet and interview sheet, it was found that teaching-learning process ran well. Students were active, enthusiastic, and interested in reading. The result of the research showed that Team Games Tournament (TGT) method significantly improved students’ achievement in reading comprehension especially in reading descriptive text.


Author(s):  
Yohanna Situmeang And Busmin Gurning

This study was attempted to improve students’ achievement in writing narrativetext by watching movies. This study was conducted by using classroom action researchin two cycles. Cycle I consisted of four meetings while Cycle II consisted of twomeetings. The subject of the research was class VIII-A SMP SWASTA IMMANUELMEDAN. The number of the students was 34. To collect the data, the instruments werequantitative and qualitative data. The quantitative data was the scores of the studentsand the qualitative data was interview sheets, observation sheets, and diary notes. Basedon the writing score, students’ score were improving in every test. It can be seen inOrientation test, Test I in Cycle I, and Test II in Cycle II. In Orientation test, the meanscore was 37.94 then it was improved to 65.85 in Test I. In the end of cycle II, the meanscore for test II was again improved to 83.41. Based on interview sheets, observationsheets and diary notes, it was found that teaching-learning process ran well. In line withthe data, it showed that the application of watching movies significantly improvedstudent’s achievement in writing narrative text. English teachers were suggested to givemovies to be watched as guidance on students’ narrative writing in the class.


Author(s):  
Sri Wuri Handayani And Masitowarni Siregar

This study attempts to Improving Students’ Achievement Through the Process GenreApproach. The objective of the study is to discover whether the use of the ProcessGenre approach could significantly improve students’ writing achievement. This studyconduct by applying Classroom Action Research which was carried out in two cycles inten meetings. The subject of this study of SMA Panca Budi Medan which consisted of39 students of class X – 2 reguler.. Orientation test was done in the first meeting, test IIwas done in the fourth meeting, and test III was done in the last meeting. The mean ofstudents’ score test III (76,242) was higher than the test II (66,878) and test I (57,606).Besides, the qualitative data was taken from observation sheet, interview, questionnaire,and diary notes. It was found that teaching learning process ran well. By applying theProcess Genre Approach in the classroom, the students understood the content ofdescriptive text easily. They also were active and enthusiastic during the teachinglearning process. The result of the research showed that the application of the ProcessGenre approach significantly improved students’ achievement in writing descriptive text


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