Interest in Environmental Issues as a Determinant of Science Literacy: A Multinational Review with Artificial Neural Network Analysis

Umut Birkan Özkan
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引用次数: 1

Abstract

This study aims to analyze from a multinational perspective, whether interest in environmental issues is a determining factor on science literacy, using PISA-2018 data. In this study, where one of the quantitative research models; relational survey model was used, the secondary data obtained from the PISA-2018 evaluation were analyzed. The data of 98306 students at the age of 15 in 15 different countries were used. In the analysis of the data obtained, t-test, multiple regression analysis, and artificial neural network analysis were used. According to the results of the analysis, significant differences were found between the science literacy scores of the students who were very interested in the environmental issues in their country and those who were not interested at all. Similarly, significant differences were found between the science literacy scores of students who were very interested in environmental issues in other countries and those who were not interested at all. In addition, it can be stated that the students' relevance to environmental problems are factors that statistically predict students' science literacy in a significant way. Based on the results of the study, suggestions were made.
对环境问题的兴趣是科学素养的决定因素:一项基于人工神经网络分析的跨国研究
本研究旨在利用PISA-2018的数据,从跨国视角分析对环境问题的兴趣是否是科学素养的决定因素。在本研究中,其中定量研究模型之一;采用关系调查模型,对PISA-2018评价获得的二次数据进行分析。使用了15个不同国家98306名15岁学生的数据。在对获得的数据进行分析时,采用t检验、多元回归分析和人工神经网络分析。分析结果显示,对本国环境问题非常感兴趣的学生和对本国环境问题不感兴趣的学生的科学素养得分存在显著差异。同样,对其他国家的环境问题非常感兴趣的学生和对其他国家的环境问题不感兴趣的学生的科学素养得分也存在显著差异。此外,学生对环境问题的相关性是统计预测学生科学素养的重要因素。根据研究结果,提出了建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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