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Metacognition

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Full-Text Articles in Education

Rethinking Bibliotherapy: Portraits Of Gifted Adult Readers, Jervaise M. Pileggi Jun 2023

Rethinking Bibliotherapy: Portraits Of Gifted Adult Readers, Jervaise M. Pileggi

Electronic Theses and Dissertations

Gifted individuals have unique socioemotional needs due to their sensitivity and intensities. Bibliotherapy is often recommended to gifted persons to help them understand themselves and others and to address affective needs. However, bibliotherapy’s roots are embedded within a clinical background, thus requiring an element of discussion. Instead, I argue that gifted adults use metacognition to replace the need for discussion. Portraits of gifted adult readers (N=7) in their 30s-50s illustrate that metacognition has occurred over their lifespan regarding their reading, with only one participant actively engaging in discussion, and book selection meets the socioemotional needs of the reader. The findings …


Differences In Elementary Students’ Self-Regulated Processes For Computer Versus Printed Reading Assignments, Katerina Sergi, Anastasia Elder, Tianlan Wei, Kristin H. Javorsky, Jianzhong Xu Dec 2022

Differences In Elementary Students’ Self-Regulated Processes For Computer Versus Printed Reading Assignments, Katerina Sergi, Anastasia Elder, Tianlan Wei, Kristin H. Javorsky, Jianzhong Xu

Reading Horizons: A Journal of Literacy and Language Arts

The purpose of this study was to investigate metacognitive self-regulated learning (SRL) differences in computer- and paper-based reading assignments across elementary students. Students in two after-school programs in a southeastern U.S. public school district were recruited. The final sample consisted of 48 students in Grades 2–5 who participated in two counterbalanced conditions involving a computer- and a paper-based reading assignment. The study employed a 2 x 4 (condition-by-grade) mixed-model analysis of variance (ANOVA) and followup tests to examine metacognitive SRL differences between conditions and grades. The results indicate that elementary students used various metacognitive SRL skills across both conditions. The …


Assessing The Role Of Biology Undergraduates' Metacognitive Calibration And Neural Activity During Model-Based Reasoning, Mei Grace Behrendt May 2022

Assessing The Role Of Biology Undergraduates' Metacognitive Calibration And Neural Activity During Model-Based Reasoning, Mei Grace Behrendt

College of Education and Human Sciences: Dissertations, Theses, and Student Research

Metacognition refers to the critical awareness of or ability to monitor, regulate, control, and sequence of one's thoughts and performance. There is limited research that examines the relationship between metacognition and (a) academic performance and (b) general cognition among undergraduates. Moreover, there is an even greater paucity of literature that focuses more specifically on undergraduate biology students’ neural activity in relation to their metacognition.

This study aimed to examine the relationship between undergraduate life sciences students' metacognitive calibration, i.e., their capacity to self-evaluate their own performance, and their behavioral performance and brain activity during a biological error reasoning task. Thirty-four …


Revisiting The Smartphone And Learning Inventory (Sali): Perspectives Of Preservice Teachers, Bridget K. Daleiden May 2022

Revisiting The Smartphone And Learning Inventory (Sali): Perspectives Of Preservice Teachers, Bridget K. Daleiden

UNLV Theses, Dissertations, Professional Papers, and Capstones

The implications of the presence and usage of smartphone technology in learning contexts are not fully understood. Self-regulated learning (SRL) theory offers a theoretical framework in which smartphone use can be explored. Researchers have recently developed a measure of smartphone use while studying, the Smartphone and Learning Inventory (SALI) (Hartley et al., 2020b). The present study is an exploratory qualitative analysis designed to compare open-ended responses to the 3-factor structure of the SALI. A thematic analysis of open-ended responses from a sample of preservice teachers was conducted. The purpose of the current research is to explore themes that may represent …


Rethinking Thinking About Thinking: Against A Pedagogical Imperative To Cultivate Metacognitive Skills, Lauren R. Alpert Jun 2021

Rethinking Thinking About Thinking: Against A Pedagogical Imperative To Cultivate Metacognitive Skills, Lauren R. Alpert

Dissertations, Theses, and Capstone Projects

In summaries of “best practices” for pedagogy, one typically encounters enthusiastic advocacy for metacognition. Some researchers assert that the body of evidence supplied by decades of education studies indicates a clear pedagogical imperative: that if one wants their students to learn well, one must implement teaching practices that cultivate students’ metacognitive skills.

In this dissertation, I counter that education research does not impose such a mandate upon instructors. We lack sufficient and reliable evidence from studies that use the appropriate research design to validate the efficacy of metacognitive skill-building interventions (not just evaluate their relationship to learning outcomes). I argue …


The Effects Of Question Difficulty Order On Metacognitive Judgments During An Online Test, Wei-Chieh Fang May 2021

The Effects Of Question Difficulty Order On Metacognitive Judgments During An Online Test, Wei-Chieh Fang

Arts & Sciences Electronic Theses and Dissertations

Three experiments were conducted to examine the effects of question difficulty order on people’s judgments of test performance and test experiences. Building on the finding that ordering questions from easy to hard often leads to overconfidence (i.e., a retrospective bias), the study aimed to examine the generality and robustness of this effect by having participants from a diverse population take an online test and then make a post-test judgement of their performance. In addition to using the same ascending and descending order of difficulty as prior research, the study also explored how the U-shaped order (e.g., easy-hard-easy) and report option …


Middle School Students' Reported Self-Regulation Strategies In Completing Online Mathematics Homework, Pepper Erlinger May 2021

Middle School Students' Reported Self-Regulation Strategies In Completing Online Mathematics Homework, Pepper Erlinger

Boise State University Theses and Dissertations

The purpose of this qualitative descriptive case study is to benefit our understanding of the potential of online homework as it relates to developing and supporting students’ self-regulated learning (SRL). This descriptive case study explores the use of self-regulated learning (SRL) strategies reported by students in the context of completing online mathematics homework (OHW). Eighth-grade students (10 total) from a traditional middle school were interviewed using a validated data collection instrument, the Self-Regulated Learning Interview Schedule or SRLIS (Zimmerman & Martinez-Pons, 1986, 1988). Students’ open-ended responses were interpreted using a framework of self-regulation theory and coded using 14 self-regulation strategies …


Fundamental Principles Of Metacognition: A Qualitative Study Of Metacognition, Pedagogy And Transformation, Philip Hulbig Jan 2021

Fundamental Principles Of Metacognition: A Qualitative Study Of Metacognition, Pedagogy And Transformation, Philip Hulbig

Educational Studies Dissertations

This study investigated the transformative quality of a metacognitive education. It examined a transformative metacognitive education from both the subjective personal perspective of the student who has gone through the process of transformation and the more objective pedagogical perspective of the professors who work to bring forth such transformational experiences in their students. Through interview and analysis these perspectives were integrated to produce a pedagogical theoretical framework derived from experience and grounded in observations about metacognition across various scientific disciplines. The personal elements of metacognition that promote educational transformation from within the students were contrasted with the pedagogical approaches of …


Scaffolding Middle And High School Students’ Engineering Design Experiences: Quality Problem-Scopeing Promoting Successful Solutions, Andrew Hughes, Cameron Denson Jan 2021

Scaffolding Middle And High School Students’ Engineering Design Experiences: Quality Problem-Scopeing Promoting Successful Solutions, Andrew Hughes, Cameron Denson

Educational Leadership & Technology Faculty Publications

Highly proficient expert engineers begin the iterative process of design by thoroughly investigating the design problem. Engineering students are often distracted by surface details, leading to a faulty conception of the problem and inappropriate solution strategies. Adequate problem-scoping is arguably the most important step in the design process. To address this issue, the researchers developed an instructional framework to help teachers scaffold students’ cognitive and metacognitive processes during the problem-scoping phase of a design challenge. The purpose of this quasi-experimental study was to investigate the impact that scaffolded instruction related to the SCOPE process had on students’ solution success during …


Thinking About Thinking: Children’S Awareness And Development Of Metacognitive Emotion Regulation, Reilly Rowland Dec 2020

Thinking About Thinking: Children’S Awareness And Development Of Metacognitive Emotion Regulation, Reilly Rowland

UNLV Theses, Dissertations, Professional Papers, and Capstones

Metacognitive emotion regulation is a complex system of our underlying thinking that contributes to the emotions that we endure. By gaining an understanding of this concept, young children can learn various strategies, e.g. cognitive reappraisal, problem solving, and delayed gratification, to help alter their thoughts and/or goals to alleviate negative emotion. Thus, they are able to increase their confidence in their own metacognitive emotion regulation abilities and awareness. This study explored the awareness of young children and their metacognitive emotion regulation abilities, the strategies that young children take part in to try and control negative emotion, and the learning strategies …


The Smartphone In Self-Regulated Learning And Student Success: Clarifying Relationships And Testing An Intervention, Kendall Hartley, Lisa Bendixen, Dan Gianoutsos, Emily Shreve Sep 2020

The Smartphone In Self-Regulated Learning And Student Success: Clarifying Relationships And Testing An Intervention, Kendall Hartley, Lisa Bendixen, Dan Gianoutsos, Emily Shreve

Teaching and Learning Faculty Research

This two-part observational and intervention study addressed the role of the smartphone in self-regulated learning (SRL) and student success as measured by achievement. Smartphone usage among students has been identified as contributing to lower academic achievement in a variety of settings. What is unclear is how smartphone usage contributes to lower outcomes. This study surveyed participants’ self-regulated learning skills and smartphone usage at the beginning and end of the term for first semester undergraduates. A regression analysis demonstrated that when controlling for prior achievement, general SRL measures had a positive impact on first semester achievement. Smartphone related SRL did not …


Effects Of Metacognitive Training On The Academic Self-Regulation Of Japanese College Students, Noyuri Sugitani Jun 2020

Effects Of Metacognitive Training On The Academic Self-Regulation Of Japanese College Students, Noyuri Sugitani

Education Dissertations

The ability to self-regulate is important for students at any level, especially for those in college, as they need to process a large volume of information and material a short span of time as they study. Competent self-regulated learners have the knowledge and strategies needed to learn and remember information along with the ability to apply the skills to specific learning task (Bembenutty, 2009, 2011; Ruban, 2006; Schunk & Zimmerman, 2011).

Though more than a few decades have passed since academic self-regulation has been a focus in the field of educational psychology in Japan, the focus on self-regulation has concentrated …


Me, Myself, And I: The Impact Of Metacognitive Strategies On Student Locus Of Control And Critical Thinking Skills, Danielle Kuchler Jan 2020

Me, Myself, And I: The Impact Of Metacognitive Strategies On Student Locus Of Control And Critical Thinking Skills, Danielle Kuchler

All Master's Theses

We live in an era when a college degree is essentially required for entry into good-paying careers, and yet achievement of a college degree is unacceptably low. Only 60% of students who enroll go on to graduate from 4-year colleges and universities in 6 years or fewer (National Center for Higher Education 2018). Why is this happening? What are the long-term intellectual and economic implications of ill-prepared students? We must ask ourselves if students are really prepared with the knowledge, skills, and dispositions to be successful in college and whether those attributes are developed while in college. Two of the …


Metacognition: How To Improve Students' Reflections On Learning, Lisa K. Son, Nicole Brittingham Furlonge, Pooja K. Agarwal, Retrievalpractice.Org Jan 2020

Metacognition: How To Improve Students' Reflections On Learning, Lisa K. Son, Nicole Brittingham Furlonge, Pooja K. Agarwal, Retrievalpractice.Org

Faculty Works

No abstract provided.


La Reflexión Metalingüística: Una Estrategia Metacognitiva Para El Desarrollo De La Habilidad De Escritura En El Aprendizaje De Inglés Como Le Con Niños De Cuarto De Primaria Del Colegio Alfonso López Pumarejo De Bogotá, Cristhian Miguel Lozano, Diego Javier Prada Jan 2019

La Reflexión Metalingüística: Una Estrategia Metacognitiva Para El Desarrollo De La Habilidad De Escritura En El Aprendizaje De Inglés Como Le Con Niños De Cuarto De Primaria Del Colegio Alfonso López Pumarejo De Bogotá, Cristhian Miguel Lozano, Diego Javier Prada

Maestría en Didáctica de las Lenguas

La sociedad contemporánea ha hecho que los procesos de enseñanza-aprendizaje de lengua extranjera (LE) evolucionen vertiginosamente y los ha impulsado a la innovación metodológica en el contexto educativo para responder a dinámicas sociales que demandan la formación de individuos capaces de comunicarse en uno o más lenguas diferentes a su lengua materna (LM). Los nuevos enfoques de enseñanza-aprendizaje de LE (enfoque comunicativo, por ejemplo) parecen haber desplazado la escritura hacia un segundo plano y por ello esta investigación tiene como objetivo general describir los aportes de la aplicación de una estrategia metacognitiva (reflexión metalingüística) en el desarrollo de la habilidad …


Exploring Relations Between Motivation, Metacognition, And Academic Achievement Through Variable-Centered, Person-Centered And Learning Analytic Methodologies, Wonjoon Hong Dec 2018

Exploring Relations Between Motivation, Metacognition, And Academic Achievement Through Variable-Centered, Person-Centered And Learning Analytic Methodologies, Wonjoon Hong

UNLV Theses, Dissertations, Professional Papers, and Capstones

The three studies that comprise this dissertation examine relations between student characteristics, motivations, metacognitive learning processes, and academic achievement. Methodologically, the dissertation demonstrated the potential of multiple types of approaches

and data resource types. By employing multiple approaches including variable-centered, person-centered, and learning analytics, researchers can understand learning processes from various angles. In addition, through this triangulation by multiple types of methodological approaches, educational theories could be more thoroughly verified and supported by various empirical findings. Multiple types of data resources are related to analytical methods.

The purpose of the first paper was to examine relations between achievement goals and …


The Influence Of Context On Metacognition And Its Measurement, Markeya S. Peteranetz May 2018

The Influence Of Context On Metacognition And Its Measurement, Markeya S. Peteranetz

College of Education and Human Sciences: Dissertations, Theses, and Student Research

Metacognition enhances students’ efforts to effectively self-regulate their learning. It is a multifaceted construct that includes metacognitive knowledge, metacognitive regulation, and metacognitive experiences. Metacognition theory clearly indicates that metacognitive regulation should be impacted by the context in which the learning takes place, but little empirical research has attempted to show this effect of context on metacognitive regulation. The purpose dissertation of this was to investigate how context influences undergraduate students’ use of metacognitive regulation. To this end, an instrument (the Metacognition Inventory for Post-Secondary Students; MIPSS) that assesses metacognitive knowledge globally and metacognitive regulation as a context-dependent construct was created …


Metacognition As A Mental Health Support Strategy For Elementary Students With Anxiety, Kathi Weight Jan 2018

Metacognition As A Mental Health Support Strategy For Elementary Students With Anxiety, Kathi Weight

Education Dissertations

Mental health issues affect learning and performance in profound ways. Schools tend to lack a comprehensive approach to address the needs of students with anxiety, due to the limited training staff receive in mental health identification and support. As teachers work to address barriers to learning, schools must develop a system to fully address the growing needs of students with anxiety. Metacognition plays a significant role in clinical psychology and is used as a mental health intervention and support in clinical settings. The possibility of the application of a specific cognitive strategy to classroom settings in order to support elementary …


Academic Help-Seeking Behaviors In Young Children, Lindsey Nelson Jan 2017

Academic Help-Seeking Behaviors In Young Children, Lindsey Nelson

Human Development Honors Papers

Private speech and help-seeking behaviors have found new traction through Zimmerman’s conceptualization of self-regulated learners as “metacognitively, motivationally, and behaviorally active participants in their learning….and are aware when they know a fact or possess a skill and when they do not and, unlike passive classmates proactively seek out information when needed and take necessary steps to master it” (1990, p. 4). The current study is a follow-up of Metacognitive processes in Development [MinD], through which researchers Lindsey Nelson and Professor Loren Marulis analyzed metacognitive skills (i.e., knowledge and behavior) using a puzzle task at the Connecticut College Children’s Program Lab …


Exploring Metacognition, Multitasking And Test Performance In A Lecture Context, Fatma Arslantas Jan 2017

Exploring Metacognition, Multitasking And Test Performance In A Lecture Context, Fatma Arslantas

Theses and Dissertations (Comprehensive)

Multitasking has become more prevalent with recent advancements in technology (Judd, 2014; Junco & Cotten, 2012). Many self-report studies, and the few available experimental manipulations, consistently indicate that media multitasking is related to decrements in learning. The present study extends the current literature by explicitly documenting students’ responses to media-based interruptions to learning. The current study also documents other behaviours students engage in that may or may not be related to multitasking when technology is available during lectures. In addition, the study explores the role of metacognition as a contributor to learning in a media-rich educational setting. In total, 118 …


Metacognitive Reading And Study Strategies And Academic Achievement Of University Students With And Without A History Of Reading Difficulties, Bradley W. Bergey Jan 2017

Metacognitive Reading And Study Strategies And Academic Achievement Of University Students With And Without A History Of Reading Difficulties, Bradley W. Bergey

Publications and Research

University students who report a history of reading difficulties have been demonstrated to have poorer word reading and reading comprehension skills than their peers; yet, without a diagnosed learning disability, these students do not have access to the same support services, potentially placing them at academic risk. This study provides a comprehensive investigation of first-year academic achievement for students with a history of reading difficulties (n = 244) compared to students with no such history (n = 603). We also examine reported use of metacognitive reading and study strategies and their relations with GPA. Results indicate that students with a …


A Qualitative Inquiry Into One Teacher’S Metacognitive Processes As They Influence Reading Instruction, Jennifer Antoniotti-Neal Oct 2016

A Qualitative Inquiry Into One Teacher’S Metacognitive Processes As They Influence Reading Instruction, Jennifer Antoniotti-Neal

Dissertations

Despite over 40 years of research on the importance of metacognitive strategy instruction for increased student reading achievement, minimal research has been conducted to explore teacher’s explicit awareness of their metacognition and their ability to think about, talk about, and write about their thinking (Block & Pressley, 2002). Therefore, this qualitative case study investigates one teacher’s understanding of metacognitive awareness and missed opportunities for metacognitive comprehension strategy instruction in a reading classroom. One fourth-grade reading teacher from a proficient rural elementary school participated in this study. The data analysis results suggest that the participant’s metacognitive knowledge was limited and comprehension …


Am I Able To Predict How I Will Do? Examining Calibration In An Undergraduate Biology Course, Trisha A. Turner Jan 2016

Am I Able To Predict How I Will Do? Examining Calibration In An Undergraduate Biology Course, Trisha A. Turner

Theses and Dissertations--Educational, School, and Counseling Psychology

Students who are self-regulated are more likely to succeed academically, whereas students who have deficiencies in their learning have been recognized as having a lack of metacognitive awareness (Valdez, 2013; Zimmerman, 2002). If students are metacognitively unaware in large introductory courses, they may have difficulty knowing when to self-regulate and modify their learning (Lin & Zabrucky, 1998; Stone, 2000). One manner in which researchers have assessed students’ metacognitive awareness is by asking students to estimate how they think they will do on tasks compared to their actual performance, known as calibration. The purpose of this study was to examine students’ …


Self-Regulated Learning By Adults In An Online Professional Development Context, Kara Hogan Jan 2016

Self-Regulated Learning By Adults In An Online Professional Development Context, Kara Hogan

Legacy Theses & Dissertations (2009 - 2024)

Research has been conducted regarding self-regulated learning in online higher education contexts; however, much less attention has been devoted to the study of self-regulated learning in online professional development contexts. Because of the differences between these two learning environments, the primary purpose of this dissertation was to explore the role of self-regulated learning by adult learners in the workforce in an online professional development context. A secondary purpose of the study was to evaluate the applicability of Winne and Hadwin’s (1998) theoretical framework of self-regulated learning to an online professional development context. This exploratory study of adult learners participating in …


Supporting Adult Learners' Metacognitive Development With A Sociotechnical System, Kathryn Wozniak Jun 2015

Supporting Adult Learners' Metacognitive Development With A Sociotechnical System, Kathryn Wozniak

College of Computing and Digital Media Dissertations

Metacognition is defined as thinking about and reflecting on one's cognitive processes. In learning contexts, strong metacognition leads to retention, academic success, and deep learning. While we know a lot about the metacognition of learners in grades K-12 and college, there are limited studies on adult learners' (24 and older) metacognitive awareness, how to support it, or the role technology can play, particularly since e-learning is quickly becoming the central mode of learning for adult learners. Thus, I have the following motivating research question: How can we support adult learners' metacognitive development in e-learning environments?

To better understand adult learners' …


Fostering Metacognition In The Middle School Classroom: An Exploration Of Teachers' Practices, Markeya S. Peteranetz Dec 2014

Fostering Metacognition In The Middle School Classroom: An Exploration Of Teachers' Practices, Markeya S. Peteranetz

College of Education and Human Sciences: Dissertations, Theses, and Student Research

This thesis investigated how middle school teachers foster metacognition through instruction. Metacognition is the knowledge and awareness of one’s thinking as well as monitoring and control of thought processes. Metacognition is related to student achievement and can be increased through both implicit and explicit instruction. Explicit instruction takes place when the teacher points out, explains, or discusses the benefits of metacognition. Implicit instruction occurs when the teacher models or prompts the use of metacognition without expressly acknowledging or discussing it. This thesis used both quantitative and qualitative methods to determine the extent that metacognition is fostered in middle school classrooms …


Enhancing Self-Monitoring And Self-Reflection Through A Self-Regulatory Skills Intervention Embedded In A Middle School Mathematics Curriculum, Gregory Digiacomo Jun 2014

Enhancing Self-Monitoring And Self-Reflection Through A Self-Regulatory Skills Intervention Embedded In A Middle School Mathematics Curriculum, Gregory Digiacomo

Dissertations, Theses, and Capstone Projects

The purpose of this study was to investigate the effects of a self-regulatory strategy intervention designed to improve participants' calibration accuracy, self-regulatory skills, and math achievement. Monitoring and self-reflection processes were the main focus of this intervention as they are key processes in many well-validated models of self-regulated learning and have been found to impact academic achievement and overall self-regulatory skill (Bol et al., 2010; Dunlosky & Rawson, 2011; Hacker et al., 2008; Nietfeld et al., 2005). The participants were 30 sixth and seventh grade students who were learning about probability as part of their normal math curriculum during the …


Self-Regulated Learning (Srl) Microanalysis For Mathematical Problem Solving: A Comparison Of A Srl Event Measure, Questionnaires, And A Teacher Rating Scale, Gregory Lee Callan May 2014

Self-Regulated Learning (Srl) Microanalysis For Mathematical Problem Solving: A Comparison Of A Srl Event Measure, Questionnaires, And A Teacher Rating Scale, Gregory Lee Callan

Theses and Dissertations

The current dissertation examined the validity of a context-specific assessment tool, called Self-regulated learning (SRL) microanalysis, for measuring self-regulated learning (SRL) during mathematical problem solving. SRL microanalysis is a structured interview that entails assessing respondents' regulatory processes as they engage with a task of interest.

Participants for this dissertation consisted of 83 eighth grade students attending a large urban school district in Midwestern USA. Students were administered the SRL microanalytic interview while completing a set of mathematical word problems to provide a measure of their real-time thoughts and regulatory behaviors. The SRL microanalytic interview targeted the SRL processes of goal-setting, …


Learn 2 Learn: A Metacognitive Intervention For Middle School, Melva J. Lopez Apr 2014

Learn 2 Learn: A Metacognitive Intervention For Middle School, Melva J. Lopez

Senior Theses and Projects

Self-regulated learning is comprised of motivation, cognition, and metacognition. This study aimed to improve eighth grade social studies students’ self-regulated learning and academic performance through the implementation of an intervention into their social studies curriculum. The intervention centered on exposing students to the different dimensions of metacognition (i.e., comprehending and being able to control one’s own cognitive processes) based on research findings that showed a link between metacognition and academic performance (Dignath & Büttner, 2008; Kistner, Rakoczy, Otto, Dignath-van Ewijk, Büttner, & Klieme, 2010). The intervention was designed to foster the students’ knowledge and use of metacognitive strategies through group …


Self-Regulated Learning Intervention: Teaching Metacognition To Enhance School Performance And Motivation Of Middle School Students, Taylor K. Godfrey Apr 2014

Self-Regulated Learning Intervention: Teaching Metacognition To Enhance School Performance And Motivation Of Middle School Students, Taylor K. Godfrey

Senior Theses and Projects

Self-regulated learning is comprised of motivation, cognition, and metacognition. This study aimed to improve eighth grade social studies students’ self-regulated learning and academic performance through the implementation of an intervention in the social studies curriculum. The intervention centered on exposing students to the different dimensions of metacognition (i.e., comprehending and being able to control one’s own cognitive processes) based on research findings that showed a link between metacognition and academic performance (Dignath & Büttner, 2008; Kistner et al., 2010). The intervention was designed to foster the students’ knowledge and use of metacognitive strategies through group work and cognitive discussions based …