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      Students’ Motivation and Affection Profiles and Their Relation to Mathematics Achievement, Persistence, and Behaviors

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          Abstract

          Objective

          We aimed to explore profiles of subgroups of United States students based on their motivational and affective characteristics and investigate the differences in math-related behaviors, persistence, and math achievement across profiles.

          Method

          We used 1,464 United States students (male 743 51%, female 721 49%, age 15.82 ± 0.28) from PISA 2012 United States data in our study. First, we employed latent profile analysis and secondary clustering to identify subgroups of students based on motivational (math self-concept, interest in math, perceived control, and instrumental motivation) and affective factors (math anxiety). Next, we used regression to compare differences in math behavior, persistence, and achievement among all identified subgroups.

          Results

          We found five distinct groups of students with different patterns of motivation and affection. The subgroup of students with the lowest math anxiety and the highest motivation levels showed the highest math achievement and levels of persistence. The groups with high math interest, math self-concept, and instrumental motivation showed the most frequent math-related behaviors.

          Conclusions

          Our findings reveal the complexity of the students’ motivational and affective profiles. Our findings are significant for teachers and educators to understand the diversity of students and provide theoretical and practical support for individualized and differentiated instruction.

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          Most cited references100

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          A power primer.

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            Statistical Power Analysis for the Behavioral Sciences

            <i>Statistical Power Analysis</i> is a nontechnical guide to power analysis in research planning that provides users of applied statistics with the tools they need for more effective analysis. The Second Edition includes: <br> * a chapter covering power analysis in set correlation and multivariate methods;<br> * a chapter considering effect size, psychometric reliability, and the efficacy of "qualifying" dependent variables and;<br> * expanded power and sample size tables for multiple regression/correlation.<br>
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              Self-Efficacy : The Exercise of Control

              1 Theoretical Perspectives The Nature of Human Agency Human Agency in Triadic Reciprocal Causation Determinism and the Exercise of Self-Influence Related Views of Personal Efficacy 2 The Nature and Structure of Self-Efficacy Perceived Self-Efficacy as a Generative Capability Active Producers versus Passive Foretellers of Performances The Self-Efficacy Approach to Personal Causation Multidimensionality of Self-Efficacy Belief Systems Self-Efficacy Causality Sources of Discordance Between Efficacy Judgment and Action 3 Sources of Self-Efficacy Enactive Mastery Experience Vicarious Experience Verbal Persuasion Physiological and Affective States Integration of Efficacy Information 4 Mediating Processes Cognitive Processes Motivational Processes Affective Processes Selection Processes 5 Developmental Analysis of Self-Efficacy Origins of a Sense of Personal Agency Familial Sources of Self-Efficacy Peers and the Broadening and Validation of Self-Efficacy School as an Agency for Cultivating Self-Efficacy Growth of Self-Efficacy through Transitional Experiences of Adolescence Self-Efficacy Concerns of Adulthood Reappraisals of Self-Efficacy with Advancing Age 6 Cognitive Functioning Students' Cognitive Self-Efficacy Teachers' Perceived Efficacy Collective School Efficacy 7 Health Functioning Biological Effects of Perceived Self-Efficacy Perceived Self-Efficacy in Health Promoting Behavior Prognostic Judgments and Perceived Self-Efficacy 8 Clinical Functioning Anxiety and Phobic Dysfunctions Depression Eating Disorders Alcohol and Drug Abuse 9 Athletic Functioning Development of Athletic Skills Self-Regulation of Athletic Performance Collective Team Efficacy Psychobiological Effects of Physical Exercise 10 Organizational Functioning Career Development and Pursuits Mastery of Occupational Roles Self-Efficacy in Organizational Decision Making Self-Efficacy in Enactment of Occupational Roles Collective Organizational Efficacy 11 Collective Efficacy Gauging Collective Efficacy Political Efficacy Enablement by Media Modes of Influence Enablement for Sociocultural Change Underminers of Collective Efficacy References Name and Subject Indexes.
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                Author and article information

                Contributors
                Journal
                Front Psychol
                Front Psychol
                Front. Psychol.
                Frontiers in Psychology
                Frontiers Media S.A.
                1664-1078
                14 January 2021
                2020
                : 11
                : 533593
                Affiliations
                [1] 1Department of Psychology, Henan Normal University , Xinxiang, China
                [2] 2Department of Mathematics and Statistics, Texas Tech University , Lubbock, TX, United States
                Author notes

                Edited by: Jin Eun Yoo, Korea National University of Education, South Korea

                Reviewed by: Graziella Orrù, University of Pisa, Italy; Eun Hye Ham, Kongju National University, South Korea

                *Correspondence: Feiya Xiao, feiyaxiao@ 123456hotmail.com

                This article was submitted to Quantitative Psychology and Measurement, a section of the journal Frontiers in Psychology

                Article
                10.3389/fpsyg.2020.533593
                7841336
                33519570
                9e25433c-c360-4ee6-8d75-aff851eacdd0
                Copyright © 2021 Xiao and Sun.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 09 February 2020
                : 10 December 2020
                Page count
                Figures: 1, Tables: 5, Equations: 3, References: 100, Pages: 15, Words: 0
                Funding
                Funded by: Philosophy and Social Science Foundation of Hunan Province 10.13039/501100010224
                Categories
                Psychology
                Original Research

                Clinical Psychology & Psychiatry
                math achievement,math self-concept,perceived control in math,persistence,math anxiety,lpa,math interest

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