{"title":"评估认知灵活性:对特殊教育中适应性学习技术影响的定量分析","authors":"Hatem Alqudah, Mohamad Ahmad Saleem Khasawneh","doi":"10.5267/j.ijdns.2024.3.019","DOIUrl":null,"url":null,"abstract":"This study employed quantitative methods to evaluate the influence of adaptive learning technology on the cognitive flexibility of students with special needs. Participants were recruited from special education schools using a purposive selection strategy. The Wisconsin Card Sorting Test (WCST) was utilized as a tool to assess cognitive flexibility. The data was analyzed using descriptive statistics, paired-samples t-test, correlation analysis, and regression analyses. The findings demonstrated a notable enhancement in WCST scores after the intervention, suggesting that adaptive learning technologies have a beneficial effect on cognitive flexibility. Regression studies revealed that various types of adaptive learning technologies had varied levels of efficacy, with Tech A showing the most significant beneficial impact. Surprisingly, demographic factors such as age, gender, and educational attainment demonstrated little and statistically insignificant associations with alterations in cognitive flexibility levels. The findings emphasize the potential of adaptive learning technologies as effective therapies for improving cognitive flexibility in kids with special needs. It underscores the significance of evaluating specific characteristics and design principles to maximize their efficacy.","PeriodicalId":36543,"journal":{"name":"International Journal of Data and Network Science","volume":" 2","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Assessing cognitive flexibility: Quantitative insights into the impact of adaptive learning technologies in special education\",\"authors\":\"Hatem Alqudah, Mohamad Ahmad Saleem Khasawneh\",\"doi\":\"10.5267/j.ijdns.2024.3.019\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study employed quantitative methods to evaluate the influence of adaptive learning technology on the cognitive flexibility of students with special needs. Participants were recruited from special education schools using a purposive selection strategy. The Wisconsin Card Sorting Test (WCST) was utilized as a tool to assess cognitive flexibility. The data was analyzed using descriptive statistics, paired-samples t-test, correlation analysis, and regression analyses. The findings demonstrated a notable enhancement in WCST scores after the intervention, suggesting that adaptive learning technologies have a beneficial effect on cognitive flexibility. Regression studies revealed that various types of adaptive learning technologies had varied levels of efficacy, with Tech A showing the most significant beneficial impact. Surprisingly, demographic factors such as age, gender, and educational attainment demonstrated little and statistically insignificant associations with alterations in cognitive flexibility levels. The findings emphasize the potential of adaptive learning technologies as effective therapies for improving cognitive flexibility in kids with special needs. It underscores the significance of evaluating specific characteristics and design principles to maximize their efficacy.\",\"PeriodicalId\":36543,\"journal\":{\"name\":\"International Journal of Data and Network Science\",\"volume\":\" 2\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-06-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Data and Network Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5267/j.ijdns.2024.3.019\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Social Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Data and Network Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5267/j.ijdns.2024.3.019","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Social Sciences","Score":null,"Total":0}
引用次数: 0
摘要
本研究采用定量方法评估自适应学习技术对有特殊需要学生认知灵活性的影响。研究采用有目的的选择策略,从特殊教育学校招募参与者。威斯康星卡片分类测试(WCST)被用作评估认知灵活性的工具。数据分析采用了描述性统计、配对样本 t 检验、相关分析和回归分析。研究结果表明,干预后 WCST 分数明显提高,这表明自适应学习技术对认知灵活性产生了有益的影响。回归研究显示,各种类型的自适应学习技术具有不同程度的效果,其中技术 A 的效果最为显著。令人惊讶的是,年龄、性别和教育程度等人口统计学因素与认知灵活性水平的改变关系不大,在统计学上也不明显。研究结果强调了自适应学习技术作为有效疗法改善有特殊需要儿童认知灵活性的潜力。它强调了评估具体特征和设计原则以最大限度地发挥其功效的重要性。
Assessing cognitive flexibility: Quantitative insights into the impact of adaptive learning technologies in special education
This study employed quantitative methods to evaluate the influence of adaptive learning technology on the cognitive flexibility of students with special needs. Participants were recruited from special education schools using a purposive selection strategy. The Wisconsin Card Sorting Test (WCST) was utilized as a tool to assess cognitive flexibility. The data was analyzed using descriptive statistics, paired-samples t-test, correlation analysis, and regression analyses. The findings demonstrated a notable enhancement in WCST scores after the intervention, suggesting that adaptive learning technologies have a beneficial effect on cognitive flexibility. Regression studies revealed that various types of adaptive learning technologies had varied levels of efficacy, with Tech A showing the most significant beneficial impact. Surprisingly, demographic factors such as age, gender, and educational attainment demonstrated little and statistically insignificant associations with alterations in cognitive flexibility levels. The findings emphasize the potential of adaptive learning technologies as effective therapies for improving cognitive flexibility in kids with special needs. It underscores the significance of evaluating specific characteristics and design principles to maximize their efficacy.