Elena García-Vila, M. J. Mayorga-Fernández, F. D. Guillén-Gámez, Mª del Pilar Sepúlveda-Ruiz
{"title":"Prediction of emotional competence in future education teachers through a multiple logistic regression model and classification trees","authors":"Elena García-Vila, M. J. Mayorga-Fernández, F. D. Guillén-Gámez, Mª del Pilar Sepúlveda-Ruiz","doi":"10.17811/rifie.51.3.2022.303-310","DOIUrl":null,"url":null,"abstract":"In order to know the level of emotional competence of future education teachers and evaluate the incidence that different personal and academic factors, we have used binary logistic regression and classification trees. Non-experimental design was carried out, with a sample of 359 students from the Faculties of Education of the University of Malaga and Almería. The results show that variables such as university access scores, the average mark of the first four-month period of the first year of the degree, the effort before the study, being a repeater, the choice of the degree as the first option and having siblings are significant predictors in the logistic model, where the last variable has the greatest determination capacity. Furthermore, in the segmentation tree it has been obtained that those students who do have siblings have a higher level of development of emotional competence, with a probability of 69.2% and if they have also chosen the degree as the first option, this percentage is increased to 75.9%. It can be concluded that it is essential to institutionally establish sufficient conditions so that teachers can detect the predictor variables and establish training strategies that allow increasing the level of development of the competence emotional.","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":null,"pages":null},"PeriodicalIF":16.4000,"publicationDate":"2022-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.17811/rifie.51.3.2022.303-310","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
In order to know the level of emotional competence of future education teachers and evaluate the incidence that different personal and academic factors, we have used binary logistic regression and classification trees. Non-experimental design was carried out, with a sample of 359 students from the Faculties of Education of the University of Malaga and Almería. The results show that variables such as university access scores, the average mark of the first four-month period of the first year of the degree, the effort before the study, being a repeater, the choice of the degree as the first option and having siblings are significant predictors in the logistic model, where the last variable has the greatest determination capacity. Furthermore, in the segmentation tree it has been obtained that those students who do have siblings have a higher level of development of emotional competence, with a probability of 69.2% and if they have also chosen the degree as the first option, this percentage is increased to 75.9%. It can be concluded that it is essential to institutionally establish sufficient conditions so that teachers can detect the predictor variables and establish training strategies that allow increasing the level of development of the competence emotional.
期刊介绍:
Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance.
Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.