中学生计算机科学态度(二元)性别差异的跨国差异:计算机科学态度量表的再验证与推广

IF 3.2 3区 工程技术 Q1 EDUCATION, SCIENTIFIC DISCIPLINES ACM Transactions on Computing Education Pub Date : 2023-10-23 DOI:10.1145/3630014
Arif Rachmatullah, Jessica Vandenberg, Sein Shin, Eric Wiebe
{"title":"中学生计算机科学态度(二元)性别差异的跨国差异:计算机科学态度量表的再验证与推广","authors":"Arif Rachmatullah, Jessica Vandenberg, Sein Shin, Eric Wiebe","doi":"10.1145/3630014","DOIUrl":null,"url":null,"abstract":"Objectives The lack of gender diversity in the computer science (CS) field and workforce is a well-documented challenge that many, but not all, countries face. Such a challenge may be tied to sociocultural and psychological issues that have impacted K–12 CS education, eventually creating a gender gap in CS attitudes and interests. The current study compared American, Korean, and Indonesian middle and high school students’ CS attitudes in two different studies (Study 1 and Study 2). Concurrently, this study also examined whether the items in the CS attitudes scale exhibit country and gender measurement biases. Participants In Study 1, we gathered data on CS attitudes from 886 middle school students (aged 11–14 years old) in the US, Korea, and Indonesia. In Study 2, we collected data on CS attitudes from Indonesian ( n = 427) and Korean ( n = 682) high school students. Study Methods The participating students took the same (translated) previously validated CS attitudes scale. We ran a unidimensional IRT and differential item functioning (DIF). We also ran a two-way analysis of variance (ANOVA) and the Kruskal-Wallis H test. Findings In Study 1, despite the valid instrument, we found it inappropriate as is for international comparison studies because students from different countries interpreted some items differently. After removing these biased items, we then compared gender-based differences in CS attitudes across countries. We found no significant differences between males and females in the Indonesian middle school data, whereas male students had significantly higher CS attitudes than female students in both American and Korean student data. In Study 2, we found the same pattern in gender differences in CS attitudes scores as in Study 1. The results revealed no significant difference in CS attitudes based on gender in the Indonesian high school data; however, Korean male students had significantly higher CS attitudes than female students. Conclusions These findings underscore the importance of a country’s sociocultural context in influencing gap and diversity in secondary school students’ CS attitudes.","PeriodicalId":48764,"journal":{"name":"ACM Transactions on Computing Education","volume":"35 11","pages":"0"},"PeriodicalIF":3.2000,"publicationDate":"2023-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cross-Country Variation in (Binary) Gender Differences in Secondary School Students’ CS Attitudes: Re-Validating and Generalizing a CS Attitudes Scale\",\"authors\":\"Arif Rachmatullah, Jessica Vandenberg, Sein Shin, Eric Wiebe\",\"doi\":\"10.1145/3630014\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Objectives The lack of gender diversity in the computer science (CS) field and workforce is a well-documented challenge that many, but not all, countries face. Such a challenge may be tied to sociocultural and psychological issues that have impacted K–12 CS education, eventually creating a gender gap in CS attitudes and interests. The current study compared American, Korean, and Indonesian middle and high school students’ CS attitudes in two different studies (Study 1 and Study 2). Concurrently, this study also examined whether the items in the CS attitudes scale exhibit country and gender measurement biases. Participants In Study 1, we gathered data on CS attitudes from 886 middle school students (aged 11–14 years old) in the US, Korea, and Indonesia. In Study 2, we collected data on CS attitudes from Indonesian ( n = 427) and Korean ( n = 682) high school students. Study Methods The participating students took the same (translated) previously validated CS attitudes scale. We ran a unidimensional IRT and differential item functioning (DIF). We also ran a two-way analysis of variance (ANOVA) and the Kruskal-Wallis H test. Findings In Study 1, despite the valid instrument, we found it inappropriate as is for international comparison studies because students from different countries interpreted some items differently. After removing these biased items, we then compared gender-based differences in CS attitudes across countries. We found no significant differences between males and females in the Indonesian middle school data, whereas male students had significantly higher CS attitudes than female students in both American and Korean student data. In Study 2, we found the same pattern in gender differences in CS attitudes scores as in Study 1. The results revealed no significant difference in CS attitudes based on gender in the Indonesian high school data; however, Korean male students had significantly higher CS attitudes than female students. Conclusions These findings underscore the importance of a country’s sociocultural context in influencing gap and diversity in secondary school students’ CS attitudes.\",\"PeriodicalId\":48764,\"journal\":{\"name\":\"ACM Transactions on Computing Education\",\"volume\":\"35 11\",\"pages\":\"0\"},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2023-10-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACM Transactions on Computing Education\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3630014\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"EDUCATION, SCIENTIFIC DISCIPLINES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM Transactions on Computing Education","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3630014","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EDUCATION, SCIENTIFIC DISCIPLINES","Score":null,"Total":0}
引用次数: 0

摘要

计算机科学(CS)领域和劳动力中缺乏性别多样性是许多国家(但不是所有国家)面临的一个有充分证据的挑战。这种挑战可能与影响K-12计算机科学教育的社会文化和心理问题有关,最终造成计算机科学态度和兴趣的性别差距。本研究比较了两项不同研究(研究1和研究2)中美国、韩国和印度尼西亚初高中学生的计算机科学态度。同时,本研究还考察了计算机科学态度量表中的项目是否表现出国家和性别的测量偏差。在研究1中,我们收集了来自美国、韩国和印度尼西亚的886名中学生(11-14岁)的CS态度数据。在研究2中,我们收集了印度尼西亚(n = 427)和韩国(n = 682)高中生的CS态度数据。研究方法参与的学生采用相同的(翻译的)先前验证的CS态度量表。我们进行了一维IRT和差异项目功能(DIF)。我们还进行了双向方差分析(ANOVA)和Kruskal-Wallis H检验。在研究1中,尽管使用了有效的工具,但我们发现它不适合进行国际比较研究,因为来自不同国家的学生对某些项目的解释不同。在去除这些有偏见的项目后,我们比较了各国基于性别的CS态度差异。我们发现在印度尼西亚中学的数据中,男女之间没有显著差异,而在美国和韩国学生的数据中,男生的CS态度明显高于女生。在研究2中,我们发现CS态度得分的性别差异模式与研究1相同。结果显示,印尼高中学生的计算机科学态度在性别上无显著差异;然而,韩国男生对计算机科学的态度明显高于女生。这些发现强调了一个国家的社会文化背景在影响中学生计算机科学态度的差距和多样性方面的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Cross-Country Variation in (Binary) Gender Differences in Secondary School Students’ CS Attitudes: Re-Validating and Generalizing a CS Attitudes Scale
Objectives The lack of gender diversity in the computer science (CS) field and workforce is a well-documented challenge that many, but not all, countries face. Such a challenge may be tied to sociocultural and psychological issues that have impacted K–12 CS education, eventually creating a gender gap in CS attitudes and interests. The current study compared American, Korean, and Indonesian middle and high school students’ CS attitudes in two different studies (Study 1 and Study 2). Concurrently, this study also examined whether the items in the CS attitudes scale exhibit country and gender measurement biases. Participants In Study 1, we gathered data on CS attitudes from 886 middle school students (aged 11–14 years old) in the US, Korea, and Indonesia. In Study 2, we collected data on CS attitudes from Indonesian ( n = 427) and Korean ( n = 682) high school students. Study Methods The participating students took the same (translated) previously validated CS attitudes scale. We ran a unidimensional IRT and differential item functioning (DIF). We also ran a two-way analysis of variance (ANOVA) and the Kruskal-Wallis H test. Findings In Study 1, despite the valid instrument, we found it inappropriate as is for international comparison studies because students from different countries interpreted some items differently. After removing these biased items, we then compared gender-based differences in CS attitudes across countries. We found no significant differences between males and females in the Indonesian middle school data, whereas male students had significantly higher CS attitudes than female students in both American and Korean student data. In Study 2, we found the same pattern in gender differences in CS attitudes scores as in Study 1. The results revealed no significant difference in CS attitudes based on gender in the Indonesian high school data; however, Korean male students had significantly higher CS attitudes than female students. Conclusions These findings underscore the importance of a country’s sociocultural context in influencing gap and diversity in secondary school students’ CS attitudes.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
ACM Transactions on Computing Education
ACM Transactions on Computing Education EDUCATION, SCIENTIFIC DISCIPLINES-
CiteScore
6.50
自引率
16.70%
发文量
66
期刊介绍: ACM Transactions on Computing Education (TOCE) (formerly named JERIC, Journal on Educational Resources in Computing) covers diverse aspects of computing education: traditional computer science, computer engineering, information technology, and informatics; emerging aspects of computing; and applications of computing to other disciplines. The common characteristics shared by these papers are a scholarly approach to teaching and learning, a broad appeal to educational practitioners, and a clear connection to student learning.
期刊最新文献
Evaluating ChatGPT-4 Vision on Brazil’s National Undergraduate Computer Science Exam Understanding Informatics in Continuing Vocational Education and Training Data in Germany Intent and Extent: Computer Science Concepts and Practices in Integrated Computing Creating Apps for Community and Social Good: Preliminary Learning Outcomes from a Middle School Computer Science Curriculum Doing and Defining Interdisciplinarity in Undergraduate Computing
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1