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Metacognition

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Full-Text Articles in Education

Student Use Of Anchors And Metacognitive Strategies In Reflection, Anu Singh, Heidi A. Diefes-Dux Jan 2024

Student Use Of Anchors And Metacognitive Strategies In Reflection, Anu Singh, Heidi A. Diefes-Dux

Department of Biological Systems Engineering: Papers and Publications

Context: Self-regulation, a skillset involving taking charge of one’s own learning processes, is crucial for workplace success. Learners develop self-regulation skills through reflection where they recognize weaknesses and strengths by employing metacognitive strategies: planning, monitoring, and evaluating. Use of anchors assists learners’ engagement in reflection. Purpose or Goal: The purpose of this work was to gain insight into students’ use of anchors when reflecting on their learning. The two research questions: (1) To what extent do students link their self-evaluation and learning objective (LO) self-ratings to their reflections? and (2) What dimensions and level of metacognitive strategies do students use …


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 …


Metacognition In A Mathematics Classroom, Paige Murta Apr 2021

Metacognition In A Mathematics Classroom, Paige Murta

Honors Projects

The purpose of this action research study is to explore the connections between students’ ability to engage in metacognitive methods, their understanding of mathematical content, and their mathematical performance. By having a group of students engage in a lesson about metacognition and a mathematical modeling problem then comparing their test scores to that of a control group a correlation can be found to analyze the effects of metacognition methods in a mathematics classroom.


A Multi-Case Examination Of Training Of Self-Explanation When Combined With Worked Examples, Laura Leveridge Stapleton Apr 2021

A Multi-Case Examination Of Training Of Self-Explanation When Combined With Worked Examples, Laura Leveridge Stapleton

STEMPS Theses & Dissertations

As more students enter higher education unprepared for college level mathematics, amelioration of deficiencies may be a key barrier which, once faced, will increase overall college graduation rates (Attewell, Lavin, Domina, & Levey, 2006). Corequisite courses offer the opportunity for the underprepared learner to take the gateway mathematics course with support (Complete College America, 2012). Upon passing, mathematics and STEM courses will “unlock,” thus allowing the learner to successfully complete their degree requirements. Faculty are challenged to retain the rigor of college-level coursework while supporting learners who possess a wide range of mathematics levels (Daugherty, Gomez, Carew, Mendoza-Graf, & Miller, …


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 …


Proses Metakognisi Mahasiswa Calon Guru Matematika Dalam Memecahkan Masalah Piramida Hitung, Erlina Prihatnani, Daniel Supriyadi Dec 2020

Proses Metakognisi Mahasiswa Calon Guru Matematika Dalam Memecahkan Masalah Piramida Hitung, Erlina Prihatnani, Daniel Supriyadi

Jurnal Riset Pendidikan Matematika

Metakognisi merupakan salah satu faktor penentu keberhasilan seseorang dalam memecahkan masalah. Penelitian kualitatif ini bertujuan untuk men­deskripsikan proses metakognisi mahasiswa calon guru matematika dalam menyelesaikan soal Piramida Hitung (Pitung) yang merupakan permasalahan non rutin terkait operasi bilangan bulat. Subyek penelitian adalah tiga maha­siswa Pendidikan Matematika Universitas Kristen Satya Wacana Salatiga angkatan 2019. Kriteria pemilihan subyek yaitu: mahasiswa yang berhasil memecahkan tiga tantangan dalam Pitung (tepat dua operasi hitung, tepat tiga operasi hitung, dan tepat empat operasi hitung), komunikatif, dan bersedia menjadi subyek. Data dikumpulkan melalui tes tertulis, think aloud, dan wawancara. Hasil penelitian menunjukkan bahwa proses metacognitive awareness (menyadari …


Promoting Preservice Stem Education Teachers' Metacognitive Awareness: Professional Development Designed To Improve Teacher Metacognitive Awareness, Andrew John Hughes, Eddie Partida Jan 2020

Promoting Preservice Stem Education Teachers' Metacognitive Awareness: Professional Development Designed To Improve Teacher Metacognitive Awareness, Andrew John Hughes, Eddie Partida

Educational Leadership & Technology Faculty Publications

This quantitative portion of a convergent complementarity, mixed-methods, exploratory study describes the design and implementation of a 5-week preservice teacher professional development (PD) experience and the associated Metacognitive Awareness Inventory (MAI) measures before and after the experience. The PD experience was designed to explicitly address participants’ domain-general and domain-specific knowledge and regulation of cognition through a highly integrated academic and clinical preparation regimen centered on a cognitive coaching model. The study participants comprised preservice STEM education teachers (N = 11) enrolled in a dual teaching certification and Master’s in Education program. The findings showed an increase in participants’ regulation …


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 …


Multiple Levels Of Metacognition: Circumstances Interfering With Students’ Spontaneous Metacognitive Activities, Young Rae Kim, Tamara J. Moore Aug 2019

Multiple Levels Of Metacognition: Circumstances Interfering With Students’ Spontaneous Metacognitive Activities, Young Rae Kim, Tamara J. Moore

Journal of Educational Research and Practice

A theoretical model of metacognition in complex modeling activities has been developed based on existing frameworks, by synthesizing the reconceptualization of metacognition at multiple levels by looking at the three sources that trigger metacognition. Using the theoretical model as a framework, this multiple-case study explores students’ spontaneous metacognitive activities while they collaboratively solve complex mathematical modeling tasks. This study used a series of model-eliciting activities—a type of problem-solving activity in which participants are required to verbalize their thoughts while working within a group—as an authentic method for analyzing verbal metacognitive actions. This study identified the circumstances facilitating or interfering with …


A Mixed Method Study: Assessing Critical Thinking, Metacognition, And Motivation In A Flipped Classroom Instructional Model, Phyllis Brown May 2019

A Mixed Method Study: Assessing Critical Thinking, Metacognition, And Motivation In A Flipped Classroom Instructional Model, Phyllis Brown

Dissertations

Technology has changed pedagogical methods in higher education. Educators are using technology more and integrating more active learning techniques. One pedagogical method, the flipped classroom, is suitable for integrating technology and active learning techniques. The pedagogical efficacy of the flipped classroom has not been determined despite being a potential solution for technology savvy millennial students. This mixed method study assessed critical thinking, metacognition, and motivation in higher education flipped classrooms in the United States. Human Anatomy and Physiology Society (HAPS) members teaching traditional and flipped format science courses were purposefully selected to participate in the study. A sample of 14 …


Daily Metacognitive Questioning Sheets: Implementing Metacognitive Strategies In The Secondary Classroom, Shawna Sue Hill-Robinson Jan 2019

Daily Metacognitive Questioning Sheets: Implementing Metacognitive Strategies In The Secondary Classroom, Shawna Sue Hill-Robinson

Electronic Theses and Dissertations

This study investigated the possible impact that incorporating daily metacognitive questioning in a mathematics classroom could have on student achievement. The study integrated metacognition into the classroom through the daily use of metacognitive questioning sheets that were answered by students who participated in the research study. The study also explored patterns that emerged from the students’ individual responses on the metacognitive sheets using qualitative coding and analyses. Two classes of heterogeneously grouped high school dual-credit college algebra students were taught the same curriculum by the same teacher and given the same summative assessments during the study. One class received the …


Pengembangan Handout Fluida Dinamik Terintegrasi Metakognisi Untuk Meningkatkan Kemampuan Aplikasi Siswa Sma Dan Ma, Atep Koswara, Mundilarto Mundilarto Oct 2018

Pengembangan Handout Fluida Dinamik Terintegrasi Metakognisi Untuk Meningkatkan Kemampuan Aplikasi Siswa Sma Dan Ma, Atep Koswara, Mundilarto Mundilarto

Jurnal Inovasi Pendidikan IPA

Penelitian ini bertujuan untuk mengembangkan handout fluida dinamik terintegrasi metakognisi. Jenis penelitian ini adalah penelitian dan pengembangan. Subyek penelitian ini adalah guru fisika dan siswa kelas XI IPA pada SMAN 8 Yogyakarta dan MAN Laboratorium UIN Yogyakarta. Instrumen yang digunakan berupa lembar penilaian kualitas handout oleh ahli pendidikan fisika dan guru fisika, lembar tanggapan siswa terhadap kualitas handout, tes awal dan tes akhir kemampuan menerapkan prinsip fluida dinamik, lembar tanggapan guru fisika dan siswa terhadap penggunaan handout. Teknik analisis data yang digunakan adalah analisis deskriptif, analisis gain score, dan analisis varians dua jalur. Hasil penilaian ahli dan guru …


The Effects Of Metacognitive Training On Algebra Students’ Calibration Accuracy, Achievement, And Mathematical Literacy, Deana J. Ford Oct 2018

The Effects Of Metacognitive Training On Algebra Students’ Calibration Accuracy, Achievement, And Mathematical Literacy, Deana J. Ford

Teaching & Learning Theses & Dissertations

This dissertation describes an empirical study that investigated how metacognitive training influenced lower achieving Algebra students’ calibration accuracy, achievement, and development of mathematics literacy. Multiple methods were used to collect and analyze the data. Close analysis of students’ work and classroom observations revealed that students that were exposed to the metacognitive training had significantly higher prediction accuracy and made gains in their understanding of the mathematics word problems than did students who did not receive the metacognitive training. Overall, however, both the intervention and comparison groups improved in their academic performance and became more mathematically literate and accurate in their …


Metacognition And The Utility Of Pathway Maps In Introductory Chemistry, Kayla Schwartz Apr 2018

Metacognition And The Utility Of Pathway Maps In Introductory Chemistry, Kayla Schwartz

Honors Projects

Students historically struggle in introductory chemistry courses. This experiment was designed to test a hypothesized method to increase student success which utilized metacognition, reflection, and the creation of pathway maps. An introductory chemistry course at BGSU was given two sets of pre-assignments, pathway map assignments, and post-assignments which was related to the topics they were learning in class. The pre-assignments and post-assignments were used to determine if there was a change in understanding before and after the pathway map assignment was completed and the pathway map assignment was based on a question that was given in the pre-assignment. The students …


Bonding Ideas About Inquiry: Exploring Knowledge And Practices Of Metacognition In Beginning Secondary Science Teachers, Ana Margarita Rivero Arias Oct 2017

Bonding Ideas About Inquiry: Exploring Knowledge And Practices Of Metacognition In Beginning Secondary Science Teachers, Ana Margarita Rivero Arias

Department of Teaching, Learning, and Teacher Education: Dissertations, Theses, and Student Research

Metacognition, identified generally as “thinking about thinking,” plays a fundamental role in science education. It enhances the understanding of science as a way to generate new knowledge using scientific concepts and practices. Moreover, metacognition supports the development of students’ life-long problem solving, collaboration, and critical thinking skills. When teachers use metacognition with intention, it can promote students’ agency and responsibility for their own learning. However, despite all of its benefits, metacognition is rarely seen in secondary science classrooms. Thus, it is important to understand what beginning teachers know and how they use metacognition during their first years in order to …


Teaching The Strand Of Ccss Slope Through Metacognition In Middle School, High School, And Advanced Placement Mathematics, Sara Snarr Sep 2017

Teaching The Strand Of Ccss Slope Through Metacognition In Middle School, High School, And Advanced Placement Mathematics, Sara Snarr

Sara Snarr

The strand of slope presents every year from 7th grade through Advanced Placement Calculus. The Common Core Learning Standards require and encourage a thorough understanding of slope and slope-related concepts such as unit rate, parallel and perpendicular lines, and the derivative. Unfortunately, many secondary mathematics teachers struggle to teach students to monitor their process and conceptualize an overall strategy for solving complex and fundamental problems. This thesis examines the role of metacognition-focused instruction on achievement, and offers research-supported teaching methods in the context of slope and unit rate that support metacognition. These methods are then presented in a series of …


Using Contrasting Cases To Build Metacognitive Knowledge About The Impact Of Salient Distracting Features In Physics Problems, Thanh K. Le Aug 2017

Using Contrasting Cases To Build Metacognitive Knowledge About The Impact Of Salient Distracting Features In Physics Problems, Thanh K. Le

Electronic Theses and Dissertations

Student reasoning on physics problems is often context dependent. A possible explanation is that salient distracting features (SDFs) in physics problems may cue students’ “spontaneous” reasoning. This cued reasoning is often accepted without question, even though it may be unproductive and may even preclude the use of relevant knowledge. One possible approach to address such reasoning difficulties is to strengthen students’ metacognitive skills, particularly their metacognitive knowledge. While metacognitive knowledge plays an important role in facilitating effective regulation, little is known about how to build student metacognitive knowledge. This dissertation explores the use of contrasting cases (e.g., a …


Understanding College Students’ Exam Process In A General Chemistry Course, Angela Willson Jun 2016

Understanding College Students’ Exam Process In A General Chemistry Course, Angela Willson

Masters Theses

The main way most college chemistry courses assess what a student has learned is through a summative exam. After introductory science courses, such as general chemistry, many students cite poor teaching and disappointing grades in these courses as a reason for dropping out of STEM programs. There has been a lack of qualitative research on students’ experiences of the complete process of taking an exam from start to finish, or the exam process, which includes preparing for an exam, taking an exam, receiving feedback, and responding to feedback after the exam has been graded.

My goal in this exploratory study …


Reflective Assessment, Feedback And Academic Achievement In High School Mathematics, Nalline S. Baliram Apr 2016

Reflective Assessment, Feedback And Academic Achievement In High School Mathematics, Nalline S. Baliram

Education Dissertations

The purpose of this study was to determine the effects of metacognitive strategies and content-specific feedback on student achievement in high school mathematics. Participants in the study consisted of a convenience sample of honors geometry students in grades 9 and 10 in a private high school located in Daytona Beach, Florida. Beyond answering the specific research questions raised in the study, an additional aim was to contribute to the growing body of knowledge pertaining to effective ways to use metacognitive instruction and provide effective content-specific feedback to improve student achievement and learning.

A quasi-experimental, nonequivalent control-group design with repeated-measures was …


The Effects Of Metacognitive Writing On Student Achievement In Advanced Placement Calculus, Lindsay M. O'Neal Dec 2015

The Effects Of Metacognitive Writing On Student Achievement In Advanced Placement Calculus, Lindsay M. O'Neal

Education Dissertations

Grounded in metacognitive theory (Flavell, 1976) and historical foundations that reach back as far as the writings of Plato (1973), the last few decades have seen an increase in research regarding the impact of metacognitive practice on student learning, often through the use of reflective writing. Studies have focused on a range of aspects, from how to measure metacognition to the effect metacognitive practice has on the academic achievement of students in a variety of subject areas. Specifically with regard to mathematics, researchers have studied the impact of reflective strategies on primary, secondary, and university level students.

The purpose of …


Effects Of Embedded Study-Skills Instruction On High School Students' Attitudes Toward Mathematics, Alberta Diahann Banks Jan 2015

Effects Of Embedded Study-Skills Instruction On High School Students' Attitudes Toward Mathematics, Alberta Diahann Banks

Walden Dissertations and Doctoral Studies

The target school used embedded study skills in Algebra I classes to improve attitudes toward mathematics. The purpose of this sequential, explanatory mixed-methods study was to examine the effect of embedded study-skills instruction on students' attitudes toward mathematics. Metacognitive theory was used for this study's framework. Participants were 28 Grade 9 and 10 students who repeated Algebra I. Quantitative data from the Attitudes Toward Mathematics Inventory assessed students' pre- and post-instruction attitudes toward mathematics in 4 domains. Data were analyzed using 4 independent samples t tests for students who did and did not receive embedded instruction. Qualitative data were collected …


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, …


The Effect Of Self-Regulated Learning Strategy Training And Question Generation On Metacognitive Awareness And Achievement Among College Students Enrolled In Science Courses, Derrick L. Wilkins Jan 2014

The Effect Of Self-Regulated Learning Strategy Training And Question Generation On Metacognitive Awareness And Achievement Among College Students Enrolled In Science Courses, Derrick L. Wilkins

STEMPS Theses & Dissertations

Transitioning from high school students to college students can be a difficult task for students who do not know how to regulate their own study processes. Literature in the areas of metacognition, self-regulated learning (SRL), and question generation suggest a correlation between metacognitive awareness, SRL, and achievement. The present study was guided by efforts to improve college students' achievement by promoting generative learning strategies and metacognitive awareness. Fifty-one undergraduate students enrolled in a general education biology course at a southeastern university participated in this three-week experimental study. The researcher used the Metacognitive Self-Regulation Scale of the Motivated Strategies for Learning …


The Effects Of Self-Regulated Learning On Community College Students' Metacognition And Achievement In Developmental Math Courses, Karen D. Y. Campbell Jul 2013

The Effects Of Self-Regulated Learning On Community College Students' Metacognition And Achievement In Developmental Math Courses, Karen D. Y. Campbell

Educational Leadership & Workforce Development Theses & Dissertations

The effects of training in self-regulation on metacognition and math achievement were investigated in this study. The moderator effect of gender, age and ethnicity on the relationships between training and the outcomes of metacognition and math achievement were also explored. The participants for this study were 116 community college students enrolled in developmental math courses during the spring semester. Teachers volunteered their classes for the study; there were a total of 16 classes participating in the study over two four-week terms. Classrooms were bifurcated and students were randomly assigned to the treatment and control groups. Participants in the treatment group …


The Effect Of Metacognitive And Self-Regulatory Strategy Instruction On Impoverished Students' Assessment Achievement In Physics, Jaunine Fouche Apr 2013

The Effect Of Metacognitive And Self-Regulatory Strategy Instruction On Impoverished Students' Assessment Achievement In Physics, Jaunine Fouche

Doctoral Dissertations and Projects

The purpose of this nonequivalent control group design study was to evaluate the effectiveness of metacognitive and self-regulatory strategy use on the assessment achievement of 215 9th-grade, residential physics students from low socioeconomic status (low-SES) backgrounds. Students from low-SES backgrounds often lack the self-regulatory habits and metacognitive strategies to improve academic performance. In an effort to increase these scores and to increase student self-regulation and metacognition with regard to achievement in physics, this study investigated the use of metacognitive and self-regulatory strategies specifically as they apply to students' use of their own assessment data. Traditionally, student performance data is used …


Fifth Grade Children's Use Of Reciprocal Teaching To Solve Word Problems In Mathematics, Mary Helen Collen Jan 2011

Fifth Grade Children's Use Of Reciprocal Teaching To Solve Word Problems In Mathematics, Mary Helen Collen

Legacy Theses & Dissertations (2009 - 2024)

Reciprocal teaching, a social constructivist instruction method, was explored in this study on the mathematical word problem solving skills of fifth grade students in two elementary schools within a suburban school district in upstate New York. Eighty-five students in four intact classes participated in this mixed methods study.


Continuing Discussion Of Mathematical Habits Of Mind, Annie Selden, Kien H. Lim Sep 2010

Continuing Discussion Of Mathematical Habits Of Mind, Annie Selden, Kien H. Lim

Kien H Lim

The idea of “mathematical habits of mind” has been introduced to emphasize the need to help students think about mathematics “the way mathematicians do.” There seems to be considerable interest among mathematics educators and mathematicians in helping students develop mathematical habits of mind. The objectives of this working group are: (a) to continue the discussion of various views and aspects of mathematical habits of mind begun at PME-NA 31, (b) to explore avenues for research, (c) to encourage research collaborations, and (d) to interest doctoral students in this topic.


The Effect Of Individual Or Group Guidelines On The Calibration Accuracy Of High School Biology Students, Camilla C. Walck Apr 2010

The Effect Of Individual Or Group Guidelines On The Calibration Accuracy Of High School Biology Students, Camilla C. Walck

Teaching & Learning Theses & Dissertations

The effect of individual or group guidelines on the calibration accuracy of high school biology students was investigated. The study was conducted with 102 International Baccalaureate Middle Years Program biology students in a public school setting. The study was carried out over three testing occasions. Students worked in group or individual settings with and without calibration guidelines. Four intact classes were randomly assigned to one of four conditions: groups calibrating without guidelines; groups calibrating with guidelines; individuals calibrating without guidelines; individuals calibrating with guidelines. The students participated in the calibration activities one block before they actually took each of the …


Mathematical Habits Of Mind, Kien H. Lim, Annie Selden Sep 2009

Mathematical Habits Of Mind, Kien H. Lim, Annie Selden

Kien H Lim

The idea of “mathematical habits of mind” has been introduced to emphasize the need to help students think about mathematics “the way mathematicians do.” There seems to be considerable interest among mathematics educators and mathematicians in helping students develop mathematical habits of mind. The objectives of this working group are: (a) to discuss various views and aspects of mathematical habits of mind, (b) to explore avenues for research, (c) to encourage research collaborations, and (d) to interest doctoral students in this topic. To facilitate the discussion during the working group meetings, we provide an overview of mathematical habits of mind, …


Mathematical Habits Of Mind: A Working Group At The 2009 Pme-Na Conference, Kien Lim, Annie Selden Aug 2009

Mathematical Habits Of Mind: A Working Group At The 2009 Pme-Na Conference, Kien Lim, Annie Selden

Kien H Lim

The objectives of this working group are: (a) to discuss various views and aspects of mathematical habits of mind, (b) to explore avenues for research, (c) to encourage research collaborations, and (d) to interest doctoral students in this topic. To facilitate the discussion during the working group meetings, we provide an overview of mathematical habits of mind, including concepts that are closely related to habits of mind—ways of thinking, mathematical practices, knowing-to act in the moment, cognitive disposition, and behavioral schemas. We invite mathematics educators who are interested in habits of mind, and especially those who have conducted research related …