Investigating gender differences in mathematics performance and in self‐regulated learning
PurposeThe purpose of this paper is to investigate gender differences in mathematics performance and in self‐regulated learning (SRL) in Malta.Design/methodology/approachA representative sample of 400 Grade 11 students (aged 14‐15) attending Maltese mixed‐ability schools undertook a mathematics test and responded to a questionnaire. The resulting performance and SRL measures were used to answer four questions empirically.FindingsGirls performed significantly better than boys (r = 0.2) and this difference is mainly owing to the weaker performance of low‐achieving boys. While all SRL components identified by factor analysis (self‐efficacy, intrinsic value, test anxiety and SRL strategy use) produced a significant main effect on performance, girls reported greater use of SRL strategies, boys claimed to be more self‐efficacious and intrinsically motivated while no significant gender difference was reported for test anxiety. Finally, the students' use of SRL strategies accounts for the differential performance in mathematics of Maltese boys and girls.Originality/valueThis empirical study confirms that gender differences constitute a potentially important source of variation in students' mathematics performance and in their SRL. The issue of increasing the students' use of SRL strategies emerges as a possible strategy aimed at combating gender differences in mathematics performance as well as the underachievement of students, particularly that of the low‐achieving boys in Maltese secondary schools.
- # Use Of Self‐regulated Learning Strategies
- # Gender Differences In Mathematics Performance
- # Differences In Mathematics Performance
- # Self‐regulated Learning
- # Mathematics Performance
- # Self‐regulated Learning Measures
- # Underachievement Of Students
- # Self‐regulated Learning Strategies
- # Gender Differences
- # Investigate Gender Differences
154
- 10.1016/b978-012109890-2/50050-0
- Jan 1, 2000
- Handbook of Self-Regulation
867
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- Measures of Personality and Social Psychological Attitudes: Volume 1 of Measures of Social Psychological Attitudes
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- British Journal of Educational Psychology
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- American Educational Research Journal
689
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- Feb 1, 1995
- British Educational Research Journal
196
- 10.1023/b:sers.0000015555.40976.e6
- Feb 1, 2004
- Sex Roles
34
- 10.1111/j.2044-8279.1996.tb01181.x
- Mar 1, 1996
- British Journal of Educational Psychology
- Research Article
- 10.3389/fpsyg.2025.1637026
- Sep 29, 2025
- Frontiers in Psychology
IntroductionSelf-regulated learning (SRL) is a crucial competency in today’s rapidly evolving digital society. Information and communication technologies (ICT) offer unprecedented opportunities to enhance SRL. However, the relationship between ICT use and SRL remains contentious. Understanding how ICT use affects teenagers’ SRL through cognitive and social pathways is essential for guiding healthy digital learning habits. This study examined the relationship between ICT use and SRL among teenagers by investigating the chain mediating roles of information retrieval and social interaction, aiming to identify optimal ways for adolescents to benefit from digital learning.MethodsA chain mediating effect were analyzed using a Hong Kong sample taken from the Programme for International Student Assessment (PISA) 2022 data pertaining to 4,378 15-year-old students from 163 schools.ResultsThe results indicated that (1) ICT use was positively correlated with SRL (β = 0.28, p < 0.001), (2) information retrieval and social interaction played independent mediating roles in the relationship between ICT use and SRL (effect values: 0.035 and 0.006, respectively), and (3) there was a chain effect between ICT use and SRL mediated by information retrieval and social interaction, with a total effect value of 0.235.DiscussionThe study contributed to the existing theoretical framework by empirically validating a chain mediation model that integrated cognitive and social dimensions, thereby offering a more comprehensive understanding of the mechanisms through which ICT use influenced SRL. These findings could provide insightful information to the implementation of educational decisions to administer ICT tools to facilitate students’ SRL process.
- Research Article
- 10.3389/feduc.2025.1507803
- Mar 18, 2025
- Frontiers in Education
Success in school is closely linked to students’ ability to regulate their own learning. In mathematics, self-regulated learning (SRL) strategies can help students become more independent and proactive in their learning. However, there is limited research on how students can be effectively supported in developing and applying these strategies, especially for younger students. The purpose of this study is to evaluate the impact of a self-instructional SRL material. The material is designed in collaboration between researchers and teachers, and integrated into regular mathematics instruction. Specifically, we examine whether the use of the SRL material varies across schools and student groups. A quasi-experimental research design with pre- and post-tests was employed, involving 258 students in grades 5 and 6 from five different schools over the course of one semester. Data was collected through structured surveys measuring student engagement with the material, along with performance tracking before and after the intervention. The findings indicate that co-developing SRL materials with teachers, and embedding them in regular instruction, has clear advantages. The findings also show that while the material was used equally across genders and performance levels, variations remain due to school culture, socio-economic factors, and individual teacher influence. Notably, lower-performing students showed greater progress compared to high-performers, and girls engaged more actively with SRL strategies than boys. These findings have important implications for the design and implementation of SRL interventions. While integrating SRL support within everyday teaching fosters engagement, additional measures may be needed to address persistent disparities between schools and student groups.
- Research Article
25
- 10.29333/ejmste/11509
- Jan 11, 2022
- Eurasia Journal of Mathematics, Science and Technology Education
In the Sub-Saran Africa, mathematics is a key subject in the school curriculum and most countries consider it as must-pass subject to gain admission into tertiary institutions. This notwithstanding, students’ performance in mathematics in a cause for concern. For example, the mathematics performance of Ghanaian students in 2021 West Africa Senior Secondary Certificate Examination (WASSCE), was lower than that of 2020. This indicates that the percentage of students to gain admission into the tertiary has reduced. This study therefore explored the role of motivation, peer assisted learning, quality of teaching and student interest on student performance in mathematics. The study design was a survey, with structured questionnaire being used for data collection. The population comprised of students pursuing their undergraduate degree at a public university in Ghana. Purposive and convenient sampling techniques were used in selecting 373 first year undergraduate students of Akenten Appiah-Menka University of Skills Training and Entrepreneurial Development (AAMUSTED), who studied on Kumasi campus. Data was gathered during lecture hours, after permissions were sought from the lecturers handling the classes at the time of data collection. The path analysis was by Structural Equation Modelling, by using Amos (v.23) software. It was concluded that students learning interest in mathematics partially mediated the relationships between mathematics learning motivation and performance in mathematics; as well as between mathematics teaching quality and performance in mathematics. The effect of peer assisted mathematics learning on performance in mathematics was however fully mediated by students learning interest in mathematics.
- Research Article
101
- 10.1007/s10648-021-09618-5
- Aug 4, 2021
- Educational Psychology Review
The relationship between anxiety and mathematics has often been investigated in the literature. Different forms of anxiety have been evaluated, with math anxiety (MA) and test anxiety (TA) consistently being associated with various aspects of mathematics. In this meta-analysis, we have evaluated the impact of these forms of anxiety, distinguishing between different types of mathematical tasks. In investigating this relationship, we have also included potential moderators, such as age, gender, working memory, type of task, and type of material. One hundred seventy-seven studies met the inclusion criteria, providing an overall sample of 906,311 participants. Results showed that both MA and TA had a significant impact on mathematics. Sociodemographic factors had modest moderating effects. Working memory (WM) also mediated the relationship between MA and TA with mathematics; however, this indirect effect was weak. Theoretical and educational implications, as well as future directions for research in this field, are discussed.
- Research Article
7
- 10.1108/ijem-05-2020-0261
- Jan 19, 2021
- International Journal of Educational Management
PurposeThis paper attempts to explore possible contributing factors of females' outperformance and males' underperformance in the higher education in Pakistan from teachers' perspective. The central question of the study is what are the key factors that affect female and male students' educational performance at the university level? Using Artificial Neural Network (ANN) as a framework, we attempted to predict differentials of the perceived “female outperformance” and “male underperformance” in higher education. We carried out the study by employing quantitative research methods.Design/methodology/approachThe data for the study come from 253 teachers from University of the Punjab-largest and oldest University in Pakistan. We used a structured questionnaire for data collection. The analysis was carried out with the help of ANN model. Statistical Package for Social Sciences (SPSS) was used to analyze the data.FindingsThe testing results of ANN indicated 85.3% of teachers' perception was correctly predicted on various dimensions of performance differentials across female and male students in higher education.Research limitations/implicationsThe study banks on primary data collected from teachers of the University of University of the Punjab, Pakistan. Thus, the study's universe was limited to one university – University of Punjab. It is purely based on a quantitative approach employing ANN.Practical implicationsThe findings of this study have several significant implications, i.e. it makes a significant contribution to the existing body of scholarly texts on the issue of gender reverse change in academic performance in higher education.Originality/valueThe findings of this research, derived from primary data in Pakistan context, qualify this research as an original one. We also claim that this study is one of the first studies on gender reverse change in academic performance among graduate students in a public sector university of Pakistan employing ANN.
- Research Article
38
- 10.3390/ijerph16152778
- Aug 1, 2019
- International Journal of Environmental Research and Public Health
Research has repeatedly highlighted the important influence of parental socialization styles on children’s psychosocial adjustment. However, previous studies about their effects on school adjustment have traditionally addressed a limited set of indicators, such as academic achievement or self-concept, which should be broadened in order to increase our level of knowledge about this topic. Thus, the aim of the present study was to analyze the relationships between parenting styles and other relevant school adjustment criteria (self-regulated learning and academic stress) in adolescence. The study participants were 437 Spanish adolescents (44.7% men) from 12 to 18 years old (M = 14.55, SD = 1.80) who were enrolled in high school. A multivariate factorial design (parenting × sex × educational level) was used for each set of criteria. The results are consistent with previous research, showing that the indulgent style was related to better school adjustment during adolescence, evaluated through self-regulated learning and academic stress, thus increasing the available evidence about the influence of parenting styles in this setting. Additionally, this relationship remains invariant with regard to sex and the educational level of the participants in the study. Therefore, this study highlights the importance of parenting practices related to high acceptance/involvement for the adequate school adjustment of Spanish adolescents.
- Research Article
7
- 10.1177/2158244013502987
- Jul 1, 2013
- Sage Open
This empirical study investigates the work motivations of employed women in the Maltese labor market. A self-administered questionnaire purposely designed for the present study was presented to a quota sample of 400 women employed in Malta. Statistical analyses revealed that (a) the most important work motivators are “financial independence” and “earning money for basic necessities”; (b) the 16 proposed work motivations could be grouped under two internally consistent and unidimensional factors, namely, “personal and professional development” and “social and economic well-being”; and (c) that the intention to continue to work in the future was associated with a higher level of “education,” and greater levels of work motivation related to “personal and professional development” and “social and economic well-being.” The findings are discussed and the study provides 10 important recommendations for Maltese labor market policy makers and employers aimed at boosting the participation of working women. These include a more supportive support system for working mothers, flexible educational and training opportunities, and tighter enforcement of laws to prevent gender discrimination and harassment at the place of work and nonobserved economic activity. The study concludes by providing some interesting avenues for further research.
- Research Article
1
- 10.1088/1742-6596/1613/1/012053
- Aug 1, 2020
- Journal of Physics: Conference Series
Self-regulated learning (SRL) is a process carried out by students on their awareness in formulating goals, determining strategies, motivating and monitoring themselves in learning and evaluating the results of their learning. This study aims to describe the SRL of junior high school students in learning mathematics from gender differences. The method used in this research is quantitative descriptive. The study was conducted at SMPN 1 Pecangaan. The sample used was 73 8th-grade students, consisting of 35 male students and 38 female students. The data were retrieved by using a questionnaire with Likert scale. The results of this study indicated that there were differences in SRL between male and female students in learning mathematics based on independent t-test (0.001< 0.05). Female students were superior in each indicator of all aspects of SRL, namely metacognition, motivation, and active involvement in learning activities. It can be concluded that female students have better SRL in learning mathematics compared to male students.
- Research Article
90
- 10.5539/ies.v7n1p21
- Dec 15, 2013
- International Education Studies
We explored whether students’ perceptions of emotional and instrumental support provided by their mathematics teacher constitute separate dimensions of teacher support and how they are related. We also analyzed how students’ perceptions of emotional and instrumental support in math lessons relate to math anxiety, intrinsic motivation, help-seeking behavior, and effort. The participants were 309 Norwegian students in 9th and 10th grade. The data were analyzed by means of structural equation modeling (SEM). The results revealed that emotional and instrumental support constitute separate but strongly correlated constructs. Directly or indirectly, both emotional and instrumental support was related to all motivational constructs. The strongest relations were found for instrumental support. Additionally, instrumental support predicted lower levels of anxiety. One implication of this study is that teachers should aim at providing both emotional and instrumental support.
- Research Article
- 10.1080/13803611.2025.2542582
- Aug 14, 2025
- Educational Research and Evaluation
ABSTRACT This paper examines gender differences in academic performance in Pakistani higher education. Its specific focus is to unpack the reasons for female students’ outperformance and male students’ underperformance in higher education in Pakistan. We have attempted to understand this gender reversal change in education performance from the viewpoint of university teachers. The study sample consisted of 253 university teachers who were teaching in the University of Punjab (the country’s oldest and largest Public Sector University) in Pakistan. 253 regular teachers were sampled using proportionate random sampling technique. The data were collected using a well-structured questionnaire. The analysis was carried out with the help of AMOS, Statistical Package for Social Sciences (SPSS). The study findings revealed that socio-economic and cultural factors had a significant positive impact on gender differentials in academic performance in terms of female students’ outperformance and male students’ underperformance by the mediation of educational determinants in higher education.
- Research Article
13
- 10.1016/j.system.2021.102578
- Jul 4, 2021
- System
Influences of process-based instruction on students’ use of self-regulated learning strategies in EFL writing
- Research Article
95
- 10.1177/1362168819859921
- Jul 4, 2019
- Language Teaching Research
This study was to examine the individual differences in primary school students’ motivation (i.e. growth mindset, self-efficacy, and interest), self-regulated learning strategy use in English writing and the relationships between motivation, strategy use and English writing competence. Participants were 523 4th grade primary school students in Hong Kong. Although the findings showed a general pattern that the high achievers reported higher levels of motivation (i.e. growth mindset, self-efficacy, and interest) and self-regulated learning (SRL) strategy use than the average achievers, who in turn outperformed the low achievers, all the students showed quite a low level of interest in English writing. Interestingly, motivation impacted SRL strategy use very differently for students of different writing competence groups on the whole. Three-group Structural Equation Modelling (SEM) suggested that growth mindset had the strongest and most significant correlations with all students’ use of SRL strategies. However, interest and self-efficacy had different relationship patterns with SRL strategy use among the high, average and low achievers. Interest had no significant relations with the high achievers’ SRL strategy use, while self-efficacy had no significant relations with the low achievers’ SRL strategy use. Implications for English teachers to improve differentiated instruction are discussed.
- Research Article
5
- 10.61871/mj.v46n1-17
- Jan 1, 2022
- Mextesol Journal
This study reported on the use of self-regulated learning (SRL) strategies of Thailand EFL students, in relationship with students’ English proficiency in CEFR levels. It involved 152 second-year undergraduate non-English major students (19.7% male, 78.3% female) at a university in Thailand. First, the students took an English proficiency test assessing listening, reading, writing, and speaking skills framed by the Common European Framework of Reference (CEFR) for Languages; then, they completed a set of surveys focusing on the use of SRL strategies in English learning. The collected data was analyzed using descriptive statistics, One-Way ANOVA, and Pearson correlation. The results revealed that the most-used strategy by A1, A2, B1, and B2 students was Goal Setting and Planning. A little significant difference in SRL strategies use between A1 and A2 students was observed. However, significant differences in the use of SRL strategies were observed between A1 and A2 groups and the B2 group. This study barely confirmed significant differences between the B1 group and the groups at A1, A2, and B2 levels in the use of SRL strategies. Lastly, a negative significant relationship was established between the use of students’ SRL strategies and their English proficiency. Some recommendations for future studies are suggested in this study
- Research Article
3
- 10.1016/j.system.2024.103311
- Apr 23, 2024
- System
Gender differences in the relations between EFL students' classroom relationships and English language proficiency: The mediating role of self-regulated learning strategy use
- Research Article
9
- 10.1177/13621688241229534
- Feb 7, 2024
- Language Teaching Research
While extensive research supported the facilitative role of motivation in general self-regulated learning (SRL) strategy use, its connection to writing-specific SRL strategy use remains underexplored. Furthermore, the exploration of the interplay between motivation and SRL strategy use in second or foreign (L2) writing was absent within the motivational-self system. Even less is known about the mechanism between motivational factors and SRL strategy use in L2 writing. This study aims to fill the gap by testing the mediating role of positive emotions (enjoyment, pride, and hope) between future L2 writing selves (ideal L2 self and ought-to L2 self) and SRL strategy use in the Chinese English as a foreign language (EFL) writing context with a mixed method design incorporating both quantitative and qualitative methods. Three hundred and sixty students enrolled in College English writing classes were recruited and they reported their responses to standardized measures. Results of structural equation modelling (SEM) showed that positive emotions partially mediated the link between ideal L2 writing selves and SRL but not between ought-to L2 writing selves and SRL. Semi-structured interviews about students’ in-depth perceptions of the three constructs complemented our quantitative results. Theoretical and pedagogical implications are also discussed.
- Research Article
- 10.1080/17501229.2025.2533973
- Jul 19, 2025
- Innovation in Language Learning and Teaching
Purpose This study aimed to investigate how different types of teachers’ support are associated with students’ self-regulated learning (SRL) strategy use in English as a second language (ESL) collaborative learning and the mediating role of motivation in these relationships. Design A cross-sectional survey design was adopted to examine the relationships among the variables. Using convenience sampling, the study involved 386 fourth- and fifth-grade students from Hong Kong primary schools. Questionnaires were administered to measure students’ perceived teachers’ support, SRL strategy use, and motivation in ESL collaborative learning. Structural equation modeling and bootstrapping analysis were employed to assess the total, direct and indirect associations between teachers’ support and SRL strategy use. Findings The model demonstrated a good fit to the data. Informational support was directly and indirectly associated with goal-setting and planning through self-efficacy. In contrast, instrumental support showed a negative association with goal-setting and planning. Emotional support was positively related to behavioral regulation and self-evaluation. Appraisal support was positively linked to goal-setting and planning, monitoring, behavioral regulation and self-evaluation, both directly and indirectly through self-efficacy and anxiety. Originality/Value The findings confirmed distinct associations of multifaceted teachers’ support with students’ SRL strategy use, with motivation as a mediator, providing insights for instructional optimization.
- Research Article
1
- 10.1075/aila.24024.fuk
- Dec 6, 2024
- AILA Review
The present study explored different types of task value and their associations with the use of self-regulated learning (SRL) strategies across various English as a foreign language (EFL) learning scenarios. The application of SRL strategies is supported by motivational beliefs, including task value. Although prior research has demonstrated the importance of motivational beliefs in SRL, there remains a need for further clarification regarding the characteristics and role of task value, particularly the cost (i.e., a negative aspect of task value) in relation to SRL. Furthermore, given the context-dependent nature of SRL, both values and strategies should be adapted to specific learning environments. In this study, 12 Japanese EFL university students participated in two rounds of semi-structured interviews. The first session focused on their English learning experiences, expectations, and perceptions of the value and cost associated with learning English. In the second session, they roleplayed four scenarios — a homework assignment, an in-class task, preparation for an English certification exam, and learning for personal growth — while using a think-aloud protocol to express their thoughts and feelings. Follow-up interviews were conducted after each roleplay. Thematic analysis was used to identify the participants’ values and costs and to analyze their use of SRL strategies. The findings revealed that participants concurrently hold multiple types of task value, which were tied to and shaped by their past learning experiences. Several patterns were also identified for SRL strategies in each scenario, corresponding to task value.
- Research Article
1
- 10.3390/su14095686
- May 8, 2022
- Sustainability
Self-regulated learning (SRL) plays an important role in successful learning with hypertexts. The use of appropriate SRL strategies helps students acquire new knowledge more efficiently. We investigated the use of SRL strategies in individual learning from expository science hypertext, the correlations between different measures of self-regulation, and the differences in SRL between more and less successful students. A sample of 443 ninth graders from 15 different schools participated in the study. A variety of off- and online measures were used to measure SRL. Data were collected from student traces, questionnaires, tests scores, and notes. Low correlations between the off- and online measures of SRL suggest that they measure different aspects of SRL use in learning digital science texts. Student achievement in science positively correlated with their use of SRL strategies. Students with higher knowledge gains reported the higher use of deep cognitive strategies, higher motivation for learning, and used a higher number of strategies in note-taking while learning. The results of this study may have practical implications for teachers to support student SRL and for developers of digital learning materials to incorporate SRL scaffolding into learning topics.
- Research Article
17
- 10.1515/applirev-2020-0131
- May 2, 2022
- Applied Linguistics Review
This study investigated the relationships between struggling writers’ motivation (i.e., interest, self-efficacy, and growth mindset) and their use of self-regulated learning (SRL) strategies (i.e., planning, text-generating, self-monitoring, and collaborative learning) and writing competence in an English as a foreign language (EFL) context. Participants were 368 primary students in Hong Kong who scored 15 or less out of 48 marks in a writing test. They reported a generally moderate level of motivation and lower medium level of SRL strategy use. Especially, the participants reported a low level of interest. Results of structural equation modelling (SEM) suggested that growth mindset had the strongest positive correlations with the struggling EFL writers’ use of SRL strategies. Both self-efficacy and interest also had positive correlations with the students’ SRL strategy use, but only self-efficacy had significant and positive relations with their writing competence. Implications for English teachers to improve instruction for struggling EFL writers’ in order to promote their motivation and SRL strategy use are provided and suggestions for future research are also discussed.
- Research Article
1520
- 10.1037/0033-2909.107.2.139
- Jan 1, 1990
- Psychological Bulletin
Reviewers have consistently concluded that males perform better on mathematics tests than females do. To make a refined assessment of the magnitude of gender differences in mathematics performance, we performed a meta-analysis of 100 studies. They yielded 254 independent effect sizes, representing the testing of 3,175,188 Ss. Averaged over all effect sizes based on samples of the general population, d was -0.05, indicating that females outperformed males by only a negligible amount. For computation, d was -0.14 (the negative value indicating superior performance by females). For understanding of mathematical concepts, d was -0.03; for complex problem solving, d was 0.08. An examination of age trends indicated that girls showed a slight superiority in computation in elementary school and middle school. There were no gender differences in problem solving in elementary or middle school; differences favoring men emerged in high school (d = 0.29) and in college (d = 0.32). Gender differences were smallest and actually favored females in samples of the general population, grew larger with increasingly selective samples, and were largest for highly selected samples and samples of highly precocious persons. The magnitude of the gender difference has declined over the years; for studies published in 1973 or earlier d was 0.31, whereas it was 0.14 for studies published in 1974 or later. We conclude that gender differences in mathematics performance are small. Nonetheless, the lower performance of women in problem solving that is evident in high school requires attention.
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14
- 10.1177/0047239518808522
- Oct 24, 2018
- Journal of Educational Technology Systems
Compared with classroom learning, online learning requires students to self-regulate their learning processes and to maintain their motivation to achieve their learning goals. This study investigated whether the interventions based on the Attention, Relevance, Confidence, and Satisfaction model and the modified Introducing the new concepts, Metacognitive questioning, Practicing, Reviewing and reducing difficulties, Obtaining mastery, Verification, and Enrichment method can promote students’ motivation and use of self-regulated learning (SRL) strategies in a web-based mathematics learning environment. Two-hundred thirty-six Chinese high school students were randomly divided into four groups: motivational design group, SRL intervention group, motivational design and SRL intervention group, and the control group. Questionnaires and tests were administered to measure the changes in motivation, use of SRL strategies, and academic gains before and after the respective interventions. Findings of this study suggest that the knowledge gain of students learning mathematics online can be maximized when they receive instructional assistance in both motivation and use of SRL strategies.
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110
- 10.1016/j.chb.2014.07.018
- Aug 12, 2014
- Computers in Human Behavior
Can the use of cognitive and metacognitive self-regulated learning strategies be predicted by learners’ levels of prior knowledge in hypermedia-learning environments?
- Research Article
6
- 10.5897/err2013.1592
- Nov 10, 2013
- Educational Research Review
A study of self-regulated learning strategies as predictors of critical reading
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8
- 10.1007/s10639-023-11698-5
- Mar 24, 2023
- Education and Information Technologies
This study investigated the extent to which self-report and digital-trace measures of students’ self-regulated learning in blended course designs align with each other amongst 145 first-year computer science students in a blended “computer systems” course. A self-reported Motivated Strategies for Learning Questionnaire was used to measure students’ self-efficacy, intrinsic motivation, test anxiety, and use of self-regulated learning strategies. Frequencies of interactions with six different online learning activities were digital-trace measures of students’ online learning interactions. Students’ course marks were used to represent their academic performance. SPSS 28 was used to analyse the data. A hierarchical cluster analysis using self-reported measures categorized students as better or poorer self-regulated learners; whereas a hierarchical cluster analysis using digital-trace measures clustered students as more active or less active online learners. One-way ANOVAs showed that: 1) better self-regulated learners had higher frequencies of interactions with three out of six online learning activities than poorer self-regulated learners. 2) More active online learners reported higher self-efficacy, higher intrinsic motivation, and more frequent use of positive self-regulated learning strategies, than less active online learners. Furthermore, a cross-tabulation showed significant (p < .01) but weak association between student clusters identified by self-reported and digital-trace measures, demonstrating self-reported and digital-trace descriptions of students’ self-regulated learning experiences were consistent to a limited extent. To help poorer self-regulated learners improve their learning experiences in blended course designs, teachers may invite better self-regulated learners to share how they approach learning in class.
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18
- 10.1016/j.compedu.2023.104948
- Oct 16, 2023
- Computers & Education
Exploring differences in self-regulated learning strategy use between high- and low-performing students in introductory programming: An analysis of eye-tracking and retrospective think-aloud data from program comprehension
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