Реалізація міжпредметних зв’язків для застосування комп’ютерних методів контент-аналізу

Юлія Олександрівна Руденко, Олексій Демиденко
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Abstract

The article substantiates the importance of interdisciplinary connections between informatics and sociology, the expediency of studying computer methods of content analysis by college students. An analysis of theoretical sources has been implemented to understand the essence of the concepts of content analysis, computer methods of content analysis. Content analysis is considered as a method that allows you to study the objects, phenomena, processes and properties of social reality presented in text data. Content analysis includes processing, evaluation, and interpretation of the form, content of texts and sources of textual information. It is proved that computer software allows to automate and speed up this process, to avoid the subjectivity of the researcher’s judgments, and to increase the amount of information being processed. The article emphasizes the importance of mastering content analysis by students, since these skills will contribute to their ability to assess the properties of information flows, understanding the nature of information confrontation, the formation of critical, algorithmic thinking and information technology competence. The article describes a pedagogical experiment on the integration of sociology and computer science for college students. The purpose of the experiment is the development of computer methods of content analysis for sociological research. The experiment provides for the coordination of thematic plans of disciplines and the development of laboratory work in informatics for the experimental group. The topics of laboratory work on the use of individual computer methods for content analysis are outlined. The use of the MS WORD text editor for manual coding of text data and partial implementation of content analysis is provided; MS Excel spreadsheets for creating a content analysis matrix, calculating the frequency of various words in texts and further interpreting the content; a special automated package for content analysis QDA MINER (free LITE version). The features of the use of each of the programs, their resource potential and complexity are determined. Criteria for evaluating control sections (analytical reports) created by students at the beginning and at the end of the experiment have been developed. Criteria: manifestation of system effective knowledge; availability of reasonable conclusions; the presence of an attempt to adequately predict social phenomena; visualization of the results of content analysis. The results were measured and compared in dynamics, and the effectiveness of the implemented methods was analyzed. The effectiveness of the experiment was proved, which is confirmed by an increase in the average score in the experimental group compared to the control group. The article presents a statistically valid conclusion about the effectiveness of the proposed methods in the experimental group at a significance level of 0.05. Mathematical testing of statistical hypotheses about the reliability of the results was carried out using Student’s t-test for two independent samples.
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文章论证了信息学与社会学跨学科联系的重要性,以及大学生学习内容分析的计算机方法的方便性。对理论来源进行了分析,了解了内容分析的本质概念,内容分析的计算机方法。内容分析被认为是一种允许你研究文本数据中呈现的社会现实的对象、现象、过程和属性的方法。内容分析包括对文本的形式、内容和文本信息来源的处理、评价和解释。事实证明,计算机软件可以自动化和加快这一过程,避免研究人员判断的主观性,并增加处理的信息量。文章强调了学生掌握内容分析的重要性,因为这些技能将有助于他们评估信息流属性的能力,理解信息对抗的本质,形成批判性、算法思维和信息技术能力。本文介绍了一项大学生社会学与计算机科学相结合的教学实验。本实验的目的是发展社会学研究内容分析的计算机方法。该实验为实验组提供学科专题计划的协调和信息学实验室工作的发展。本文概述了使用个别计算机方法进行内容分析的实验室工作的主题。利用MS WORD文本编辑器对文本数据进行手工编码和部分实现内容分析;MS Excel电子表格,用于创建内容分析矩阵,计算文本中各种单词的频率,并进一步解释内容;一个特殊的自动化包内容分析QDA MINER(免费LITE版)。确定了每个程序的使用特点、资源潜力和复杂性。学生在实验开始和结束时创建的对照部分(分析报告)的评价标准已经制定。标准:系统有效知识的体现;得出合理结论的可能性;预测:试图充分预测社会现象的存在;内容分析结果的可视化。对结果进行了动态测量和比较,并对所实现方法的有效性进行了分析。实验的有效性得到了证明,实验组的平均得分比对照组有所提高。本文在实验组的显著性水平为0.05的情况下给出了关于所提出方法有效性的统计有效结论。使用学生t检验对两个独立样本进行了关于结果可靠性的统计假设的数学检验。
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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