Universals and specifics in learning strategies: Explaining adolescent mathematics, science, and reading achievement across 34 countries

We examined whether strategies of memorization, transfer through elaboration, and metacognition accounted for reading, science, and mathematics achievement across 34 countries. 158,848 fifteen-year-olds completed a reading literacy test and a questionnaire. Of these students, 88,401 completed a science test, and 88,590 completed a mathematics test. We analyzed the data using multi-level regressions of Rasch-estimated test scores and modeled differences across countries and across schools. Students who reported using memorization strategies often scored lower in all subjects. Transfer through elaboration was not significantly linked to any achievement scores. Lastly, students reporting greater use of metacognitive strategies often scored higher. Compared to students in individualistic societies, to achievement scores of students in collective cultures were linked more strongly to schoolmates' use of metacognitive strategies and less strongly to their own use of metacognitive strategies. These results highlight how cultural contexts can moderate the links between adolescents' learning strategies and their academic achievement.     

Children's emotions in math problem solving situations: Contributions of self-concept,metacognitive experiences,and performance

This study examined 1) experiences of six discrete emotions ‒ joy, pride, contentment, worry, shame, hopelessness ‒ after solving a math problem of students aged 10–12 years, and 2) the contribution of self-concept, metacognitive experiences (feeling of difficulty and feeling of success) and performance on emotions experienced after the task, controlling for gender and emotions experienced before the task. Results indicated a decrease in joy and contentment after problem solving. Performance did not contribute to emotions apart from hopelessness. The influence of performance on hopelessness was mediatized by metacognitive experiences. Self-concept contributed to joy, pride and shame but its influence became non-significant when we controlled for metacognitive experiences. Feeling of success mediatized the effect of self-concept on joy, pride and shame. Metacognitive experiences were also found to be important predictors of all emotions except worry. The need for new paradigms to study emotions in education is discussed.     

Co-development of math anxiety,math self-concept,and math value in adolescence: The roles of parents and math teachers

Despite the well-documented negative implications of math anxiety on math learning, a scarcity of theory-guided, long-term longitudinal research limits knowledge about how math anxiety develops over time. Guided by the Control-Value Theory of Achievement Emotions (Pekrun, 2006), the present study addresses this gap by examining (1) how math anxiety develops in tandem with the development of control and value appraisals across secondary schooling, and (2) how these three constructs co-develop in relation to characteristics of home and school contexts. We used growth mixture modeling to investigate how math anxiety, math self-concept (a frequently examined indicator of control appraisal), and math utility value (one dimension of math value) develop in parallel in a sample of 3116 adolescents, who were assessed annually across middle and high school. We identified three trajectory classes: a stable class, characterized by stably modest math anxiety, high math self-concept, and high math utility value, a linear change class, characterized by increasing math anxiety and decreasing math self-concept and utility value, and a fluctuating class, characterized by curvilinear changes in math anxiety, math self-concept, and math utility value. Parental academic support and teacher bias differentiated the stable class from the fluctuating class at the transition to middle school, and from the linear change class at the transition to high school. Our findings point to the heterogeneous contributions of control and value appraisals towards the development of math anxiety and highlight the importance of investigating multiple dimensions of the socio-ecological context at different stages of math anxiety development.     

Social and dimensional comparisons in math and verbal test anxiety: Within- and cross-domain relations with achievement and the mediating role of academic self-concept

The present study builds on two strands of research: (1) the recently established generalized internal/external frame of reference (GI/E) model assuming social (comparing one’s achievement in one domain with the achievement of one’s peers in the same domain) and dimensional (comparing one’s achievement in one domain with one’s achievement in another domain) comparison processes in the formation of motivational constructs and self-perceptions, and (2) research on domain-specific facets of test anxiety. Using a sample of 5135 German seventh grade students, it is tested whether and how both comparison processes are involved in the formation of domain-specific facets of test anxiety when considering both the emotionality and worry components of test anxiety, and whether the relation between achievement and test anxiety is mediated through academic self-concept. When applying the GI/E model to test anxiety, the results showed negative relations between achievement and test anxiety within math and verbal (German) domains, but partially positive relations across domains. This pattern of relations emerged for both the worry and emotionality components while stronger achievement relations were found for worry. These findings indicate that dimensional achievement comparison processes operate in the formation of domain-specific test anxiety. Domain-specific academic self-concepts were found to mediate the relations between achievement and test anxiety within and across domains, the mediation being stronger for worry than for emotionality as an outcome. Boys and girls did not differ regarding direct and indirect relations among constructs. Implications for research on dimensional comparison processes and test anxiety are discussed.     

The influence of self-efficacy and metacognitive prompting on math problem-solving efficiency

A regression design was used to test the unique and interactive effects of self-efficacy beliefs and metacognitive prompting on solving mental multiplication problems while controlling for mathematical background knowledge and problem complexity. Problem-solving accuracy, response time, and efficiency (i.e. the ratio of problems solved correctly to time) were measured. Students completed a mathematical background inventory and then assessed their self-efficacy for mental multiplication accuracy. Before solving a series of multiplication problems, participants were randomly assigned to either a prompting or control group. We tested the motivational efficiency hypothesis, which predicted that motivational beliefs, such as self-efficacy and attributions to metacognitive strategy use are related to more efficient problem solving. Findings suggested that self-efficacy and metacognitive prompting increased problem-solving performance and efficiency separately through activation of reflection and strategy knowledge. Educational implications and future research are suggested.     

Mathematics anxiety as a function of multidimensional self-regulation and self-efficacy

This study tested the veracity of a model of Mathematics Anxiety as the end-point of related self-regulatory and self-efficacy processes. Data were collected in India from 232, eighth grade students on the Motivated Strategies for Learning Questionnaire and the Mathematics Anxiety Scale. Demographic information such as student’s gender, age, marks scored in last mathematics exam and occupation of both parents was also collected. The measures in the study were tested to ascertain their psychometric properties, including any effect that gender had on these properties. A Structural Equation Model of Mathematics Anxiety was then constructed and evaluated based in the measures tested in the related measurement models.     

Testing measurement invariance of mathematics self-concept and self-efficacy in PISA using MGCFA and the alignment method

The aim of the study is to investigate the measurement invariance of mathematics self-concept and self-efficacy across 40 countries that participated in the Programme for International Student Assessment (PISA) 2003 and 2012 cycles. The sample of the study consists of 271,760 students in PISA 2003 and 333,804 students in PISA 2012. Firstly, the traditional measurement invariance testing was applied in the multiple-group confirmatory factor analysis (MGCFA). Then, the alignment analyses were performed, allowing non-invariance to a minimum to estimate all of the parameters. Results from MGCFA indicate that mathematics self-concept and self-efficacy hold metric invariance across the 80 groups (cycle by country). The alignment method results suggest that a large proportion of non-invariance exists in both mathematics self-concept and self-efficacy factors, and the factor means cannot be compared across all participating countries. Results of the Monte Carlo simulation show that the alignment results are trustworthy. Implications and limitations are discussed, and some recommendations for future research are proposed.

     

Calibration of reading self-concept and reading achievement among 15-year-olds: Cultural differences in 34 countries

Self-concept is linked to student achievement in many domains. In this study, we examined reading self-concept's (RSC) and RSC calibration accuracy's links to reading achievement across different contexts via multi-level analyses of 34 countries' 158,848 fifteen-year-olds' reading tests and questionnaire responses. Students with higher RSC, higher calibration accuracy (of RSC to their reading scores) or underconfidence (relative to their reading scores) had higher reading scores. RSC was more strongly linked to reading scores in countries that were richer, less equal, more collective, less uncertainty averse, less hierarchical, or less rigid regarding gender roles. Calibration accuracy was also more strongly linked to reading achievement in more hierarchical, individualistic, or uncertainty-tolerant countries. In more individualistic countries, underconfident students were more likely to have above average reading achievement. Hence, excessive confidence does not necessarily benefit students, especially in more individualistic countries.     

Depression,anxiety and PTSD in sexually abused adolescents: Association with self-efficacy,coping and family support

Sexual abuse has the potential to generate serious emotional consequences for its victims, but there is high variability in the symptoms reported by different victims. Therefore, it is necessary to ascertain the factors associated with the symptoms presented by sexual abuse victims. The aim of the study was to use a single model to evaluate the relationship between sexual abuse characteristics (frequency, violence, relation with the aggressor and physical commitment), cognitive and behavioral factors (self-efficacy, active coping and perceived family support) and internalizing symptoms (anxiety, depression and posttraumatic stress) in a group of sexually abused adolescents. The participants included 106 female adolescent victims of sexual abuse (M = 14.25 years, SD = 1.74). The results of a path analysis indicated that sexual abuse characteristics were unrelated to symptomatology. Only a negative relationship was observed between the victim’s relationship with the aggressor and PTSD symptomatology. The violence of the sexual abuse was negatively related to self-efficacy, and self-efficacy was positively related to active coping and negatively related to symptomatology. Finally, the perception of family support was positively related to self-efficacy and negatively related to symptomatology. These results suggest the need to consider the studied factors in the process of psychotherapy with victims of sexual abuse.     

Impact of math self-efficacy,math anxiety,and growth mindset on math and science career interest for middle school students: the gender moderating effect

European Journal of Psychology of Education - This study tested a proposed model consisting of mathematics anxiety, mathematics self-efficacy, and implicit theories of intelligence in predicting...     

Sources of math and science self-efficacy in rural Appalachia: A convergent mixed methods study

Rural living, particularly in economically distressed areas, may reduce students’ educational opportunities and alter their self-beliefs. According to social cognitive theory, the contexts in which people live influence how they feel about their capabilities. The purpose of this study was to examine the experiences that raise and lower the math and science self-efficacy of students living in a rural, high-poverty area in Central Appalachia. A convergent mixed methods design was used to examine quantitative and qualitative survey data from 673 students in Grades 6–12 who took part in a multi-year study on academic motivation (Year 1 = 511; Year 2 = 391; Year 3 = 418). In the quantitative phase, structural equation models showed that Year 1 mastery experience raised and physiological states lowered students’ math and science self-efficacy in Year 2. Deductive coding of students’ responses to 4 open-ended questions in Year 3 indicated that other sources were also salient and differed by domain, their effect on self-efficacy, and student gender. Integrative analyses showed that students consider information from multiple sources when judging their capabilities. This research extends findings related to the sources of self-efficacy to the understudied population of rural learners, the less-studied context of science, and to the factors that not only increase but decrease perceived efficacy.     

A model of metacognition,achievement goal orientation,learning style and self-efficacy

Structural equation modelling was used to test a model integrating achievement goal orientation, learning style, self-efficacy and metacognition into a single framework that explained and predicted variation in performance. Self-efficacy was the strongest predictor of performance. Metacognition was a weak predictor of performance. Deep processing had a weak, negative relationship with performance. Mastery-approach goals were related to deep-processing and surface-processing learning styles. Mastery-approach and performance-approach goals were positive predictors of self-efficacy. Mastery-avoidance and performance-avoidance goals were related to self-efficacy.     

Optimizing science self-efficacy: A multilevel examination of the moderating effects of anxiety on the relationship between self-efficacy and achievement in science

Extant research has demonstrated that anxiety is negatively associated with self-efficacy, especially in science. However, social cognitive theory also posits that anxiety and self-efficacy are likely to dynamically interact (i.e., moderate), such that a student high in anxiety may not garner the benefits of high self-efficacy. It has been suggested that classrooms may also be characterized in terms of this problematic dynamic, such that class-average anxiety may impede potentially positive effects of class-average self-efficacy. Despite this, very little work has focused on the extent to which anxiety thwarts the positive effects of self-efficacy at either the student- or classroom-level, and none has done so among secondary school students or in science specifically. Thus, the present study examines the main effects of science anxiety and self-efficacy on science achievement, as well as the moderating effects of science anxiety on the relationship between science self-efficacy and achievement, at both the student- and classroom-level. With a sample of N = 1,075 high school students clustered in N = 99 science classrooms, doubly latent multilevel structural equation modelling demonstrated that science self-efficacy positively predicted science achievement at both student- and classroom-levels. Also, at the student-level (but not the classroom-level), science anxiety negatively moderated the effects of science self-efficacy on science achievement, such that students high in self-efficacy with higher anxiety scored lower in science achievement than those with lower anxiety. Interestingly, however, student-level (but not classroom-level) findings also suggested a potentially arousing role of anxiety for students low in self-efficacy. These findings have theoretical implications and suggest that a dual intervention approach (i.e., concurrently promoting science self-efficacy and reducing science anxiety) at student-level and interventions targeting self-efficacy at the classroom-level may be warranted to optimize science achievement.     

The effects of a constructivist teaching approach on student academic achievement, self-concept, and learning strategies

The effects of a constructivist approach on academic achievement, self-concept and learning strategies, and student preference were investigated. The 76 six graders were divided into two groups. The experimental group was taught using the constructivist approach while the control group was taught using the traditional approach. A total of 40 hours over nine weeks was used to implement the experiment. The instruments used were as follows; mathematics tests administered by the teacher, self-concept inventory, learning strategies inventory, and a classroom environment survey. The results are 1) constructivist teaching is more effective than traditional teaching in terms of academic achievement; 2) constructivist teaching is not effective in relation to self-concept and learning strategy, but had some effect upon motivation, anxiety towards learning and self-monitoring; 3) a constructivist environment was preferred to a traditional classroom.     

Exploring the validity of a teachers’ self-efficacy scale in five countries

The purpose of this article was twofold. The first purpose was to test the validity of the Teachers’ Sense of Self-Efficacy Scale (TSES) in five settings—Canada, Cyprus, Korea, Singapore, and the United States. The second purpose was, by extension, to establish the importance of the teacher self-efficacy construct across diverse teaching conditions. Multi-group confirmatory factor analysis was used to better understand the measurement invariance of the scale across countries, after which the relationship between the TSES, its three factors, and job satisfaction was explored. The TSES showed convincing evidence of reliability and measurement invariance across the five countries, and the relationship between the TSES and job satisfaction was similar across settings. The study provides general evidence that teachers’ self-efficacy is a valid construct across culturally diverse settings and specific evidence that teachers’ self-efficacy showed a similar relationship with teachers’ job satisfaction in five contrasting settings.     

Trajectories of change in reading self-efficacy: A longitudinal analysis of self-efficacy and its sources

The beliefs children hold about their capabilities as readers are known to influence their reading achievement. The aim of this study was to extend previous work by examining trajectories of change in reading self-efficacy among primary school students (N = 1327) and the relations between the trajectories of self-efficacy and their hypothesized sources over 11 months. Using growth mixture modeling, we identified four trajectories of change in reading self-efficacy, involving increasing, stable, and declining trends. These trajectories of change in reading self-efficacy were associated with students’ varying experiences with the four sources of self-efficacy over time. Higher levels of mastery, verbal persuasion, and vicarious experiences and lower levels of physiological arousal were related to positive developmental trajectories of self-efficacy. Students with declining experiences of social sources of self-efficacy (i.e., verbal persuasions and vicarious experiences) had decreasing self-efficacy trajectories. These findings point to the importance of considering the variability in changes in reading self-efficacy and the interplay between changes in self-efficacy and sources of self-efficacy during primary school years, as well as the importance of monitoring these changes over time.     

Teacher feedback,disciplinary climate,student self-concept,and reading achievement:A multilevel moderated mediation model

Research has confirmed the importance of teacher feedback on student learning. The mechanism of how they are related, however, is not clear enough. In this study, we explored this relation with 60,501 fifteen-year-old students from collectivistic and individualistic cultures in PISA 2018. Importantly, we examined the possible mediating role of reading self-concept and the moderating role of disciplinary climate at both student level and school level in multi-level structural equation models (MSEM). Results demonstrated that the association between teacher feedback and reading achievement was significantly mediated via reading self-concept at student level across cultures, and this indirect effect was significant irrespective of the disciplinary climate level. Moreover, results showed that a positive disciplinary climate would facilitate the building of students’ reading self-concept which subsequently would enhance their reading achievement at school level. This study has important theoretical, practical, cross-cultural, and methodological implications for teacher feedback research and student learning.     

The negative effect of school-average ability on science self-concept in the UK,the UK countries and the world: the Big-Fish-Little-Pond-Effect for PISA 2006

Research on the relation between students’ achievement (ACH) and their academic self-concept (ASC) has consistently shown a Big-Fish-Little-Pond-Effect (BFLPE); ASC is positively affected by individual ACH, but negatively affected by school-average ACH. Surprisingly, however, there are few good UK studies of the BFLPE and few anywhere in the world based on science self-concept (S-ASC). Addressing this substantive limitation in existing research with data from PISA 2006, we extend new multigroup doubly-latent multilevel structural equation models – a substantive-methodological synergy. BFLPE predictions for S-ASC are supported for: the total international sample; the total UK sample; each of the four UK countries considered separately. The BFLPE was marginally larger in the UK than the international sample. However, consistent with the selective nature of school systems in the UK, the BFLPE was larger in Northern Ireland and, to a lesser extent, England than in Scotland or Wales.     

Teacher value for professional development,self-efficacy,and student outcomes within a digital mathematics intervention

We examined teacher self-efficacy within the context of a suite of mathematics learning games, Spatial Temporal Mathematics (ST Math) to analyze the associations between teacher value for professional development and self-efficacy, and the associations of both with student achievement outcomes. We found that higher teacher valuing of ST Math professional development was associated with higher self-efficacy for teaching ST Math, and that teacher self-efficacy had a small positive association with student achievement, although the latter result was not replicated in a subdivision of the sample. These associations provide information on how teacher perceptions and self-beliefs about interventions and professional development may drive implementation and student outcomes.