Pub Date : 2024-06-26DOI: 10.1007/s12564-024-09981-2
Heining Cham, Hyunjung Lee, Igor Migunov
The randomized control trial (RCT) is the primary experimental design in education research due to its strong internal validity for causal inference. However, in situations where RCTs are not feasible or ethical, quasi-experiments are alternatives to establish causal inference. This paper serves as an introduction to several quasi-experimental designs: regression discontinuity design, difference-in-differences analysis, interrupted time series design, instrumental variable analysis, and propensity score analysis with examples in education research.
{"title":"Quasi-experimental designs for causal inference: an overview","authors":"Heining Cham, Hyunjung Lee, Igor Migunov","doi":"10.1007/s12564-024-09981-2","DOIUrl":"10.1007/s12564-024-09981-2","url":null,"abstract":"<div><p>The randomized control trial (RCT) is the primary experimental design in education research due to its strong internal validity for causal inference. However, in situations where RCTs are not feasible or ethical, quasi-experiments are alternatives to establish causal inference. This paper serves as an introduction to several quasi-experimental designs: regression discontinuity design, difference-in-differences analysis, interrupted time series design, instrumental variable analysis, and propensity score analysis with examples in education research.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 3","pages":"611 - 627"},"PeriodicalIF":2.3,"publicationDate":"2024-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141504931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-30DOI: 10.1007/s12564-024-09969-y
Tzu-Shan Chang
Attention to the disconnection between culture and mathematics has been addressed then and now (Wilder (in: Graves et al., Proceedings of the international congress of mathematicians, American Mathematical Society, 1950; Liu in Taiwan Journal of Mathematics Education, 8:79–88, 2021b). Recently, studies, workshops, and contests about an approach to relating culture and mathematics, such as incorporating mathematics history or mathematics writings in class, have emerged. However, although the effectiveness of such an approach was proved, employing it as instruction was still significantly ignored, not to mention the approach to creating mathematics literary writings—the goal that the Mathematics-Literature Contest aimed to achieve. Additionally, no empirical studies have systematically assessed the contest, especially from the cultural perspective. Through teachers’ and students’ perceptions, this qualitative case study aims to examine the impact of mathematics literary writings on the development of mathematics teaching/learning and the mathematics culture represented in the contest. Ten teachers and 20 students were interviewed. Data were analyzed by following Yin’s five phases (2016). The study visualizes an evolutionary model of the contest, signifying the development of mathematics culture simultaneously. Results demonstrated that the contest caused teachers and students, who constituted the internal force, to consolidate the mathematics culture, which was enriched by the external force—to reinterpret the connection between mathematics as well as culture and the reform of general education. The developed mathematics culture included elements other than mathematics, such as the Chinese writings and their interactions with mathematics and life experiences. The findings hold implications for mathematics and general education: An interdisciplinary curriculum design can help cultivate teachers’ and students’ intellectual acumen; higher education communities worldwide must follow the trend.
文化与数学之间的脱节问题在当时和现在都受到了关注(怀尔德(Wilder)(见 Graves et al:Graves et al., Proceedings of the international congress of mathematicians, American Mathematical Society, 1950; Liu in Taiwan Journal of Mathematics Education, 8:79-88, 2021b)。近年來,有關文化與數學關係的研究、工作坊及比賽相繼出現,例如在課堂上加入數學歷史或數學著作。然而,尽管这种方法的有效性已得到证实,但将其作为教学方法仍被严重忽视,更不用说创作数学文学作品的方法--数学-文学竞赛旨在实现这一目标。此外,没有任何实证研究对竞赛进行过系统的评估,尤其是从文化角度进行评估。本定性案例研究旨在通过教师和学生的看法,探讨数学文学作品对数学教学发展的影响以及竞赛所代表的数学文化。共采访了 10 位教师和 20 名学生。数据分析遵循殷氏的五个阶段(2016 年)。研究将竞赛的演化模型可视化,同时标志着数学文化的发展。研究结果表明,竞赛促使构成内力的教师和学生巩固了数学文化,而数学文化又在外力的作用下得到了丰富,从而重新诠释了数学以及文化与普通教育改革之间的联系。发展起来的数学文化包括数学以外的元素,如中国文字及其与数学和生活经验的互动。研究结果对数学和通识教育具有启示意义:跨学科的课程设计有助于培养教师和学生的知识敏锐性;全球高等教育界必须顺应这一趋势。
{"title":"The evolutionary course of mathematics literary writings: A case study","authors":"Tzu-Shan Chang","doi":"10.1007/s12564-024-09969-y","DOIUrl":"10.1007/s12564-024-09969-y","url":null,"abstract":"<div><p>Attention to the disconnection between culture and mathematics has been addressed then and now (Wilder (in: Graves et al., Proceedings of the international congress of mathematicians, American Mathematical Society, 1950; Liu in Taiwan Journal of Mathematics Education, 8:79–88, 2021b). Recently, studies, workshops, and contests about an approach to relating culture and mathematics, such as incorporating mathematics history or mathematics writings in class, have emerged. However, although the effectiveness of such an approach was proved, employing it as instruction was still significantly ignored, not to mention the approach to creating mathematics literary writings—the goal that the Mathematics-Literature Contest aimed to achieve. Additionally, no empirical studies have systematically assessed the contest, especially from the cultural perspective. Through teachers’ and students’ perceptions, this qualitative case study aims to examine the impact of mathematics literary writings on the development of mathematics teaching/learning and the mathematics culture represented in the contest. Ten teachers and 20 students were interviewed. Data were analyzed by following Yin’s five phases (2016). The study visualizes an evolutionary model of the contest, signifying the development of mathematics culture simultaneously. Results demonstrated that the contest caused teachers and students, who constituted the internal force, to consolidate the mathematics culture, which was enriched by the external force—to reinterpret the connection between mathematics as well as culture and the reform of general education. The developed mathematics culture included elements other than mathematics, such as the Chinese writings and their interactions with mathematics and life experiences. The findings hold implications for mathematics and general education: An interdisciplinary curriculum design can help cultivate teachers’ and students’ intellectual acumen; higher education communities worldwide must follow the trend.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 4","pages":"1141 - 1159"},"PeriodicalIF":2.3,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142415049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-28DOI: 10.1007/s12564-024-09965-2
Jechun An, Dong-il Kim
This study aimed to evaluate the effects of intervention using graphic organizers on the cognitive and affective improvement of students with intellectual disability (ID), with learning disability (LD), without disability, and at-risk learners in Korea. A total of 49 peer-reviewed journals and dissertations for the last 20 years were included for conducting this meta-analysis. The overall effect size of intervention using a graphic organizer was .78 (d) (95% CI [.63, .94], ({tau }^{2}) = .28) using a random-effects model. In order of strongest to weakest effects, at-risk learners (d = 1.38), students with LD (d = 1.15), students with ID (d = .76), and students without disability (d = .52). Among student variables, there is no statistically significant difference by school level, but by school type. Among intervention variables, instruction in math (d = 1.43) and Korean (d = .96); cognitive mapping (d = 1.05); 1–19 times, 1–9 weeks, 3–5 times per week; and small-size groups were the most effective intervention conditions. While several variables showed significant subgroup differences, meta-regression analyses revealed that only group size and frequency were significant moderators after controlling for other factors. In summary, intervention using a graphic organizer was more effective for students with disability and at-risk students than it was for students without disability.
{"title":"Effects of interventions using graphic organizer in Korea: a meta-analysis","authors":"Jechun An, Dong-il Kim","doi":"10.1007/s12564-024-09965-2","DOIUrl":"10.1007/s12564-024-09965-2","url":null,"abstract":"<div><p>This study aimed to evaluate the effects of intervention using graphic organizers on the cognitive and affective improvement of students with intellectual disability (ID), with learning disability (LD), without disability, and at-risk learners in Korea. A total of 49 peer-reviewed journals and dissertations for the last 20 years were included for conducting this meta-analysis. The overall effect size of intervention using a graphic organizer was .78 (<i>d</i>) (95% CI [.63, .94], <span>({tau }^{2})</span> = .28) using a random-effects model. In order of strongest to weakest effects, at-risk learners (<i>d</i> = 1.38), students with LD (<i>d</i> = 1.15), students with ID (<i>d</i> = .76), and students without disability (<i>d</i> = .52). Among student variables, there is no statistically significant difference by school level, but by school type. Among intervention variables, instruction in math (<i>d</i> = 1.43) and Korean (<i>d</i> = .96); cognitive mapping (<i>d</i> = 1.05); 1–19 times, 1–9 weeks, 3–5 times per week; and small-size groups were the most effective intervention conditions. While several variables showed significant subgroup differences, meta-regression analyses revealed that only group size and frequency were significant moderators after controlling for other factors. In summary, intervention using a graphic organizer was more effective for students with disability and at-risk students than it was for students without disability.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 5","pages":"1433 - 1449"},"PeriodicalIF":2.3,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141170711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-25DOI: 10.1007/s12564-024-09972-3
Steve Gomersall, Alan Floyd
In our previous study (Gomersall & Floyd, in Asia Pacific Education Review 24:447–459, 2022), we reported that a group of Myanmar students, who studied online for their high school qualifications during COVID-19, reported drawing on a range of factors to enable them to overcome the adversity and continue their education. Moreover, they claimed that they had benefited from the online experience and were ready to progress to university. This study returns one year later to interview some of the original participants to see if their perceptions became reality. In addition, a group of students from the 2020 cohort are also interviewed so that a comparison can be made between the last group of students who studied ‘normally’ before COVID-19, and those who experienced online learning for the first time. This study addresses a gap in the literature by examining student perspectives of the ways in which they thrived as a result of digitally enhanced learning. We conclude that learning online enabled students to develop personally, enhance their digital skills, and acquire skills and knowledge that could be utilised again in the future. Moreover, those who studied online in both high school and university found the process of commencing online studies at university easier, which supports the tentative conclusion that even in low resource settings, it would be beneficial for schools to explore integrating more digital skills into the classroom.
在我们之前的研究(Gomersall & Floyd, in Asia Pacific Education Review 24:447-459, 2022)中,我们报告了一群缅甸学生,他们在 COVID-19 期间通过在线学习获得高中学历,并报告说他们利用了一系列因素来克服逆境,继续接受教育。此外,他们还声称自己从在线学习中受益匪浅,并已准备好升入大学。本研究在一年后再次访问了一些最初的参与者,以了解他们的看法是否变成了现实。此外,本研究还采访了 2020 年的一批学生,以便将 COVID-19 之前 "正常 "学习的最后一批学生与首次体验在线学习的学生进行比较。本研究从学生的视角出发,探讨了他们通过数字化学习获得成功的方式,从而填补了文献中的空白。我们的结论是,在线学习使学生获得了个人发展,提高了他们的数字技能,并获得了将来可以再次使用的技能和知识。此外,那些在高中和大学都进行过在线学习的学生认为,在大学开始在线学习的过程更加容易,这支持了我们的初步结论,即即使在资源匮乏的环境下,学校探索将更多数字技能融入课堂也是有益的。
{"title":"The impact of resilience acquisition on students transitioning to university during covid-19: a follow up study with Myanmar students","authors":"Steve Gomersall, Alan Floyd","doi":"10.1007/s12564-024-09972-3","DOIUrl":"10.1007/s12564-024-09972-3","url":null,"abstract":"<div><p>In our previous study (Gomersall & Floyd, in Asia Pacific Education Review 24:447–459, 2022), we reported that a group of Myanmar students, who studied online for their high school qualifications during COVID-19, reported drawing on a range of factors to enable them to overcome the adversity and continue their education. Moreover, they claimed that they had benefited from the online experience and were ready to progress to university. This study returns one year later to interview some of the original participants to see if their perceptions became reality. In addition, a group of students from the 2020 cohort are also interviewed so that a comparison can be made between the last group of students who studied ‘normally’ before COVID-19, and those who experienced online learning for the first time. This study addresses a gap in the literature by examining student perspectives of the ways in which they thrived as a result of digitally enhanced learning. We conclude that learning online enabled students to develop personally, enhance their digital skills, and acquire skills and knowledge that could be utilised again in the future. Moreover, those who studied online in both high school and university found the process of commencing online studies at university easier, which supports the tentative conclusion that even in low resource settings, it would be beneficial for schools to explore integrating more digital skills into the classroom.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 4","pages":"1161 - 1174"},"PeriodicalIF":2.3,"publicationDate":"2024-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12564-024-09972-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141146088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-10DOI: 10.1007/s12564-024-09957-2
Bryan Keller, Zach Branson
Causal inference involves determining whether a treatment (e.g., an education program) causes a change in outcomes (e.g., academic achievement). It is well-known that causal effects are more challenging to estimate than associations. Over the past 50 years, the potential outcomes framework has become one of the most widely used approaches for defining, identifying, and estimating causal effects. In this paper, we review the potential outcomes framework with a focus on potential outcomes notation to define individual and average causal effects. We then show how three canonical assumptions, Unconfoundedness, Positivity, and Consistency, may be used to identify average causal effects. The identification results motivate methods for estimating causal effects in practice, which include model-based estimators, such as regression, inverse probability weighting, and doubly robust estimation, and procedures that target covariate balance, such as matching and stratification. Examples and discussion are grounded in the context of a running example of a study aimed at assessing the causal effect of receipt of special education services on 5th grade mathematics achievement in school-aged children. Practical considerations for education research are discussed.
{"title":"Defining, identifying, and estimating causal effects with the potential outcomes framework: a review for education research","authors":"Bryan Keller, Zach Branson","doi":"10.1007/s12564-024-09957-2","DOIUrl":"10.1007/s12564-024-09957-2","url":null,"abstract":"<div><p>Causal inference involves determining whether a treatment (e.g., an education program) causes a change in outcomes (e.g., academic achievement). It is well-known that causal effects are more challenging to estimate than associations. Over the past 50 years, the potential outcomes framework has become one of the most widely used approaches for defining, identifying, and estimating causal effects. In this paper, we review the potential outcomes framework with a focus on potential outcomes notation to define individual and average causal effects. We then show how three canonical assumptions, Unconfoundedness, Positivity, and Consistency, may be used to identify average causal effects. The identification results motivate methods for estimating causal effects in practice, which include model-based estimators, such as regression, inverse probability weighting, and doubly robust estimation, and procedures that target covariate balance, such as matching and stratification. Examples and discussion are grounded in the context of a running example of a study aimed at assessing the causal effect of receipt of special education services on 5th grade mathematics achievement in school-aged children. Practical considerations for education research are discussed.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 3","pages":"575 - 594"},"PeriodicalIF":2.3,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140930702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-04DOI: 10.1007/s12564-024-09967-0
Jean-Baptiste M. B. Sanfo, Keiichi Ogawa, Thu Ha Truong
This study investigates the impact of educational expansion on the relationship between education and its economic returns as posited by the human capital theory. Specifically, we explore how the expansion of education affects the returns to higher levels of education relative to lower ones and examine gender differences across levels of education. To achieve these objectives, we use data from the Vietnam Household Living Standards Surveys (VHLSS) conducted between 2002 and 2014, encompassing a sample of 133,600 individuals. Our empirical findings, consistent with the human capital theory, show that higher levels of education are associated with increased monetary returns, even in the context of educational expansion. Nevertheless, we observe varied gender effects resulting from the expansion of education, particularly for individuals with no or primary education. Notably, women in these educational categories tend to earn lower wages than their male counterparts. In contrast, women who have attained tertiary education have higher wage premiums than men. Overall, this study's results support the human capital theory while emphasizing the significance of considering education as a positional good and recognizing the gender-specific impacts of educational expansion.
{"title":"Education expansion and its returns to education in Vietnam: a two-step Heckman model analysis","authors":"Jean-Baptiste M. B. Sanfo, Keiichi Ogawa, Thu Ha Truong","doi":"10.1007/s12564-024-09967-0","DOIUrl":"https://doi.org/10.1007/s12564-024-09967-0","url":null,"abstract":"<p>This study investigates the impact of educational expansion on the relationship between education and its economic returns as posited by the human capital theory. Specifically, we explore how the expansion of education affects the returns to higher levels of education relative to lower ones and examine gender differences across levels of education. To achieve these objectives, we use data from the Vietnam Household Living Standards Surveys (VHLSS) conducted between 2002 and 2014, encompassing a sample of 133,600 individuals. Our empirical findings, consistent with the human capital theory, show that higher levels of education are associated with increased monetary returns, even in the context of educational expansion. Nevertheless, we observe varied gender effects resulting from the expansion of education, particularly for individuals with no or primary education. Notably, women in these educational categories tend to earn lower wages than their male counterparts. In contrast, women who have attained tertiary education have higher wage premiums than men. Overall, this study's results support the human capital theory while emphasizing the significance of considering education as a positional good and recognizing the gender-specific impacts of educational expansion.</p>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140882709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-03DOI: 10.1007/s12564-024-09964-3
Rong Liu, Huina Jia
Instructional video has become an important teaching resource. In related studies, researchers have found that the playback speed of instructional videos affects learning effect. However, it is not clear whether the learning effect obtained when learners choose different playback speeds is affected by the interactive design of the video (e.g., such as pre-embedded questions). Therefore, in this study, behavioral tests and eye-movement techniques were used to investigate the learning outcomes and cognitive processing of 90 participants based on instructional video playback speed (1.0×, 1.25×, and 1.5×) and question embedding types (no-question embedding and pre-embedded questions). The results showed that the pre-embedded questions not only improved learners' attention to the main content of the video, but also enhanced learning performance. An appropriate increase in playback speed (1.25× speed) is beneficial to learners' cognitive processing and learning depth, but excessive speed (1.5× speed) can be detrimental. Pre-embedding questions can broaden the range of speed acceptable to learners while maintaining learning efficiency. There was no significant difference in learning outcomes between 1.0, 1.25, and 1.5 times speed when questions were pre-embedded. However, the learning effect of 1.5 times speed was considerably lower than that of 1.0 times and 1.25 times speed when no questions were embedded. This study not only provides a new research perspective for the related research of instructional videos, but also provides a reference for the design and development of teaching video, so as to meet learners' individual needs and improve the effectiveness of online learning.
{"title":"Effects of instructional video playback speed and pre-embedded questions on learning","authors":"Rong Liu, Huina Jia","doi":"10.1007/s12564-024-09964-3","DOIUrl":"https://doi.org/10.1007/s12564-024-09964-3","url":null,"abstract":"<p>Instructional video has become an important teaching resource. In related studies, researchers have found that the playback speed of instructional videos affects learning effect. However, it is not clear whether the learning effect obtained when learners choose different playback speeds is affected by the interactive design of the video (e.g., such as pre-embedded questions). Therefore, in this study, behavioral tests and eye-movement techniques were used to investigate the learning outcomes and cognitive processing of 90 participants based on instructional video playback speed (1.0×, 1.25×, and 1.5×) and question embedding types (no-question embedding and pre-embedded questions). The results showed that the pre-embedded questions not only improved learners' attention to the main content of the video, but also enhanced learning performance. An appropriate increase in playback speed (1.25× speed) is beneficial to learners' cognitive processing and learning depth, but excessive speed (1.5× speed) can be detrimental. Pre-embedding questions can broaden the range of speed acceptable to learners while maintaining learning efficiency. There was no significant difference in learning outcomes between 1.0, 1.25, and 1.5 times speed when questions were pre-embedded. However, the learning effect of 1.5 times speed was considerably lower than that of 1.0 times and 1.25 times speed when no questions were embedded. This study not only provides a new research perspective for the related research of instructional videos, but also provides a reference for the design and development of teaching video, so as to meet learners' individual needs and improve the effectiveness of online learning.</p>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"20 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140882621","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-30DOI: 10.1007/s12564-024-09962-5
Xu Qin
Causal mediation analysis has gained increasing attention in recent years. This article guides empirical researchers through the concepts and challenges of causal mediation analysis. I first clarify the difference between traditional and causal mediation analysis and highlight the importance of adjusting for the treatment-by-mediator interaction and confounders of the treatment–mediator, treatment–outcome, and mediator–outcome relationships. I then introduce the definition of causal mediation effects under the potential outcomes framework and different methods for the identification and estimation of the effects. After that, I highlight the importance of conducting a sensitivity analysis to assess the sensitivity of analysis results to potential unmeasured confounding. I also list various statistical software that can conduct causal mediation analysis and sensitivity analysis and provide suggestions for writing a causal mediation analysis paper. Finally, I briefly introduce some extensions that I made with my colleagues, including power analysis, multisite causal mediation analysis, causal moderated mediation analysis, and relaxing the assumption of no post-treatment confounding.
{"title":"An introduction to causal mediation analysis","authors":"Xu Qin","doi":"10.1007/s12564-024-09962-5","DOIUrl":"10.1007/s12564-024-09962-5","url":null,"abstract":"<div><p>Causal mediation analysis has gained increasing attention in recent years. This article guides empirical researchers through the concepts and challenges of causal mediation analysis. I first clarify the difference between traditional and causal mediation analysis and highlight the importance of adjusting for the treatment-by-mediator interaction and confounders of the treatment–mediator, treatment–outcome, and mediator–outcome relationships. I then introduce the definition of causal mediation effects under the potential outcomes framework and different methods for the identification and estimation of the effects. After that, I highlight the importance of conducting a sensitivity analysis to assess the sensitivity of analysis results to potential unmeasured confounding. I also list various statistical software that can conduct causal mediation analysis and sensitivity analysis and provide suggestions for writing a causal mediation analysis paper. Finally, I briefly introduce some extensions that I made with my colleagues, including power analysis, multisite causal mediation analysis, causal moderated mediation analysis, and relaxing the assumption of no post-treatment confounding.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 3","pages":"703 - 717"},"PeriodicalIF":2.3,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12564-024-09962-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140830558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-13DOI: 10.1007/s12564-024-09961-6
Seongkyeong Jeong, Hwanbo Park
The purpose of this study was to investigate the school-related factors that influence students’ global citizenship. To explore both student-level and school-level factors that influence students’ global citizenship, we applied a hierarchical linear model using PISA 2018 data from Korea. The results showed that factors related to teacher’s GCED practices and school climate can play an important role in fostering students’ global citizenship. Based on these findings, we suggest that a whole-school approach is needed to promote the inclusion of GCED-related topics in various school curricula and to integrate GCED values into the overall school culture to enhance students’ global citizenship.
{"title":"Can school cultivate active global citizens? Exploring school and student factors related to students’ global citizenship in the Republic of Korea","authors":"Seongkyeong Jeong, Hwanbo Park","doi":"10.1007/s12564-024-09961-6","DOIUrl":"10.1007/s12564-024-09961-6","url":null,"abstract":"<div><p>The purpose of this study was to investigate the school-related factors that influence students’ global citizenship. To explore both student-level and school-level factors that influence students’ global citizenship, we applied a hierarchical linear model using PISA 2018 data from Korea. The results showed that factors related to teacher’s GCED practices and school climate can play an important role in fostering students’ global citizenship. Based on these findings, we suggest that a whole-school approach is needed to promote the inclusion of GCED-related topics in various school curricula and to integrate GCED values into the overall school culture to enhance students’ global citizenship.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 4","pages":"1129 - 1140"},"PeriodicalIF":2.3,"publicationDate":"2024-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140588966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-04-10DOI: 10.1007/s12564-024-09956-3
Youmi Suk
Regression discontinuity (RD) designs have gained significant popularity as a quasi-experimental device for evaluating education programs and policies. In this paper, we present a comprehensive review of RD designs, focusing on the continuity-based framework, the most widely adopted RD framework. We first review the fundamental aspects of RD designs, drawing on potential outcomes and causal graphs. We then discuss the validity threats in RD designs, including manipulation, discreteness of the running variable, statistical power, and generalizability. Additionally, we provide an overview of the existing extensions to RD designs. To exemplify the application of RD methods, we analyze the effect of New Jersey’s pre-kindergarten program on children’s vocabulary test scores, using an educational dataset. Finally, we offer practical guidelines in the conclusion to promote the appropriate use of RD methods in educational research.
{"title":"Regression discontinuity designs in education: a practitioner’s guide","authors":"Youmi Suk","doi":"10.1007/s12564-024-09956-3","DOIUrl":"10.1007/s12564-024-09956-3","url":null,"abstract":"<div><p>Regression discontinuity (RD) designs have gained significant popularity as a quasi-experimental device for evaluating education programs and policies. In this paper, we present a comprehensive review of RD designs, focusing on the continuity-based framework, the most widely adopted RD framework. We first review the fundamental aspects of RD designs, drawing on potential outcomes and causal graphs. We then discuss the validity threats in RD designs, including manipulation, discreteness of the running variable, statistical power, and generalizability. Additionally, we provide an overview of the existing extensions to RD designs. To exemplify the application of RD methods, we analyze the effect of New Jersey’s pre-kindergarten program on children’s vocabulary test scores, using an educational dataset. Finally, we offer practical guidelines in the conclusion to promote the appropriate use of RD methods in educational research.</p></div>","PeriodicalId":47344,"journal":{"name":"Asia Pacific Education Review","volume":"25 3","pages":"629 - 645"},"PeriodicalIF":2.3,"publicationDate":"2024-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140588670","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}