Which one works best? Considering the relative importance of motivational regulation strategies

Abstract Although previous studies have shown that motivational regulation strategies are generally effective in sustaining students' effort and persistence, little is known about which kind of motivational strategy works best in general, and for certain students in particular. In this article, we investigated the relative importance of eight different motivational regulation strategies across three samples (N = 531, N = 613, and N = 301, respectively) of German high school and college students under varying conditions. Relative weights analyses enabled us to control for multicollinearity and to disentangle the unique proportion of variance each motivational strategy explained in students' self-reported effort. Moreover, we examined potential moderating effects of gender, conscientiousness, dispositional interest, and achievement goal orientations. Consistently across the three samples, results revealed mastery self-talk as the most effective strategy, followed by proximal goal setting and performance-approach self-talk. Interest enhancement strategies and performance-avoidance self-talk did not explain a significant amount of variance in self-reported effort. There were no substantial moderation effects leading to the conclusion that the established rank order of motivational regulation strategies might be generally applicable to the majority of students. We discuss theoretical implications of our findings for future studies in motivation regulation research as well as practical implications for educational practitioners.

[1]  Chris S. Hulleman,et al.  Promoting Interest and Performance in High School Science Classes , 2009, Science.

[2]  Carol Sansone,et al.  Interest as the Missing Motivator in Self-Regulation , 2005 .

[3]  C. Sansone,et al.  Once a boring task always a boring task? Interest as a self-regulatory mechanism. , 1992, Journal of personality and social psychology.

[4]  A. Elliot Approach and avoidance motivation and achievement goals , 1999 .

[5]  Teresa Garcia,et al.  Maintaining motivation and regulating emotion: measuring individual differences in academic volitional strategies , 1999 .

[6]  Peggy P. Chen,et al.  Self-regulation, motivation, and math achievement in middle school: variations across grade level and math context. , 2009, Journal of school psychology.

[7]  N. Kuncel,et al.  Study Habits, Skills, and Attitudes: The Third Pillar Supporting Collegiate Academic Performance , 2008, Perspectives on psychological science : a journal of the Association for Psychological Science.

[8]  C. Sansone,et al.  Self-regulating interest: the moderating role of hardiness and conscientiousness. , 1999, Journal of personality.

[9]  D. Butler,et al.  Qualitative Approaches to Investigating Self-Regulated Learning: Contributions and Challenges , 2002 .

[10]  James M. LeBreton,et al.  History and Use of Relative Importance Indices in Organizational Research , 2004 .

[11]  Carol Midgley,et al.  Perceptions of the school psychological environment and early adolescents' psychological and behavioral functioning in school: The mediating role of goals and belonging. , 1996 .

[12]  Birgit Spinath,et al.  Strategien zur Motivationsregulation und ihre Erfassung , 2007 .

[13]  P. Pintrich,et al.  Reliability and Predictive Validity of the Motivated Strategies for Learning Questionnaire (Mslq) , 1993 .

[14]  Studierende können lernen, sich selbst zum Lernen zu motivieren: Ein Trainingsexperiment , 2006 .

[15]  Chris S. Hulleman,et al.  Motivation Interventions in Education , 2016 .

[16]  C. Judd,et al.  Statistical difficulties of detecting interactions and moderator effects. , 1993, Psychological bulletin.

[17]  C. Wolters,et al.  The relation between high school students' motivational regulation and their use of learning strategies, effort, and classroom performance. , 1999 .

[18]  A. Bandura,et al.  Cultivating competence, self-efficacy, and intrinsic interest through proximal self-motivation. , 1981 .

[19]  Ricarda Steinmayr,et al.  How do motivational regulation strategies affect achievement: Mediated by effort management and moderated by intelligence , 2009 .

[20]  Ulrich Schiefele,et al.  Lernstrategien im Studium: Ergebnisse zur Faktorenstruktur und Reliabilität eines neuen Fragebogens. , 1994 .

[21]  C. Wolters Advancing Achievement Goal Theory: Using Goal Structures and Goal Orientations to Predict Students' Motivation, Cognition, and Achievement. , 2004 .

[22]  P. Pintrich A Conceptual Framework for Assessing Motivation and Self-Regulated Learning in College Students , 2004 .

[23]  Philip H. Winne,et al.  Improving Measurements of Self-Regulated Learning , 2010 .

[24]  C. Wolters,et al.  Regulation of Motivation: Evaluating an Underemphasized Aspect of Self-Regulated Learning , 2003 .

[25]  James M. LeBreton,et al.  Relative Importance Analysis: A Useful Supplement to Regression Analysis , 2011 .

[26]  B. Zimmerman,et al.  Development of a Structured Interview for Assessing Student Use of Self-Regulated Learning Strategies , 1986 .

[27]  Wie spezifisch regulieren Studierende ihre Motivation bei unterschiedlichen Anlässen , 2015 .

[28]  S. Kobasa,et al.  Stressful life events, personality, and health: an inquiry into hardiness. , 1979, Journal of personality and social psychology.

[29]  C. Wolters Self-Regulated Learning and College Students' Regulation of Motivation. , 1998 .

[30]  Joachim Stiensmeier-Pelster,et al.  Effects of Motivational Regulation on Effort and Achievement: A Mediation Model. , 2012 .

[31]  Chris S. Hulleman,et al.  Task values, achievement goals, and interest: An integrative analysis. , 2008 .

[32]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[33]  C. Grunschel,et al.  Exploring different types of academic delayers: A latent profile analysis. , 2013 .

[34]  J. Harackiewicz,et al.  Motivating the Academically Unmotivated: A Critical Issue for the 21st Century , 2000 .

[35]  H. Klein,et al.  The Effects of Personality on Learning: The Mediating Role of Goal Setting , 2006 .

[36]  Ricarda Steinmayr,et al.  Not all roads lead to Rome — Comparing different types of motivational regulation profiles , 2012 .

[37]  Edward L. Deci,et al.  Autonomous and controlled regulation of performance-approach goals: Their relations to perfectionism and educational outcomes , 2010 .

[38]  D. Leutner,et al.  Metacognitive Knowledge About and Metacognitive Regulation of Strategy Use in Self-Regulated Scientific Discovery Learning: New Methods of Assessment in Computer-Based Learning Environments , 2013 .

[39]  C. Wolters,et al.  Assessing and Predicting College Students’ Use of Strategies for the Self-Regulation of Motivation , 2013 .

[40]  Rebecca Givens Rolland,et al.  Synthesizing the Evidence on Classroom Goal Structures in Middle and Secondary Schools A Meta-Analysis and Narrative Review , 2012 .

[41]  Birgit Spinath,et al.  The Roles of Competence Beliefs and Goal Orientations for Change in Intrinsic Motivation. , 2012 .

[42]  Detlev Leutner,et al.  Studierende können lernen, sich selbst zum Lernen zu motivieren: Ein Trainingsexperiment , 2001 .

[43]  T. A. Pychyl,et al.  Five days of emotion: An experience sampling study of undergraduate student procrastination. , 2000 .