A hybrid approach to promoting students' web-based problem-solving competence and learning attitude

Fostering problem-solving abilities has long been recognized as an important issue in education; however, past studies have shown that it is difficult and challenging to find effective learning strategies or tools for improving students' problem-solving abilities. To cope with this problem, in this study, a hybrid approach that integrates the cognitive apprenticeship model with the collaborative learning strategy is proposed for conducting web-based problem-solving activities. Students' problem-solving performance is examined in such a hybrid learning context. Furthermore, past studies indicate that cognitive load could affect learners' performance; thus, the influence of cognitive load on students' problem-solving effectiveness with this new approach is investigated in depth. The experimental results show that middle- and low-achievement students in the experimental group gained significant benefits from the hybrid approach in comparison with those who learned with the traditional approach. Accordingly, a discussion of how to accommodate the needs of different learning ability groups is provided.

[1]  F. Paas,et al.  Cognitive Load Theory and Instructional Design: Recent Developments , 2003 .

[2]  James F. Baumann,et al.  Using Think Alouds to Enhance Children's Comprehension Monitoring Abilities. , 1993 .

[3]  J. Sweller.  COGNITIVE LOAD THEORY, LEARNING DIFFICULTY, AND INSTRUCTIONAL DESIGN , 1994 .

[4]  Penelope L. Peterson,et al.  Ability × Treatment Interaction Effects on Children's Learning in Large-group and Small-group Approaches , 1981 .

[5]  Brenda Johnston,et al.  Summative assessment of portfolios: an examination of different approaches to agreement over outcomes , 2004 .

[6]  Cor J. M. Suhre,et al.  Schoenfeld's problem solving theory in a student controlled learning environment , 2007, Comput. Educ..

[7]  Jacob Cohen.  Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[8]  Adakole Ikpe,et al.  Factors in students' ability to connect school science with community and real-world life , 2010 .

[9]  Gwo-Jen Hwang,et al.  The correlates of Taiwan teachers' epistemological beliefs concerning Internet environments, online search strategies, and search outcomes , 2011, Internet High. Educ..

[10]  Dania Bilal.  Children's use of the Yahooligans! Web search engine: I. Cognitive, physical, and affective behaviors on fact‐based search tasks , 2000 .

[11]  Irit Bar-Natan,et al.  Writing development of Arab and Jewish students using cooperative learning (CL) and computer-mediated communication (CMC) , 2002, Comput. Educ..

[12]  Dania Bilal,et al.  Children's use of the Yahooligans! Web search engine. III. Cognitive and physical behaviors on fully self-generated search tasks , 2002, J. Assoc. Inf. Sci. Technol..

[13]  Ching-Huei Chen,et al.  Promoting college students' knowledge acquisition and ill-structured problem solving: Web-based integration and procedure prompts , 2010, Comput. Educ..

[14]  Gwo-Jen Hwang,et al.  An innovative parallel test sheet composition approach to meet multiple assessment criteria for national tests , 2008, Comput. Educ..

[15]  L. Vygotsky.  Mind in Society: The Development of Higher Psychological Processes: Harvard University Press , 1978 .

[16]  Sandra P. Horn,et al.  Teacher and Classroom Context Effects on Student Achievement: Implications for Teacher Evaluation , 1997 .

[17]  Philip C. Abrami,et al.  Effects of Within-Class Grouping on Student Achievement: An Exploratory Model , 2000 .

[18]  Deller James Ferreira,et al.  Scaffolding Online Discourse in Collaborative Ill-Structured Problem-Solving for Innovation , 2009, Informatics Educ..

[19]  David W. Johnson,et al.  Learning Together and Alone , 1999 .

[20]  A. Bandura.  Social Foundations of Thought and Action , 1986 .

[21]  Shu-Hsien Liao,et al.  A knowledge-based architecture for implementing collaborative problem-solving methods in military e-training , 2008, Expert Syst. Appl..

[22]  Gene V. Glass,et al.  Meta-Analysis of Research on Class Size and Achievement , 1979 .

[23]  Valentina Klenowski,et al.  Portfolios: Promoting teaching , 2000 .

[24]  Vincenza Carchiolo,et al.  Adaptive Formative Paths in a Web-based Learning Environment , 2002, J. Educ. Technol. Soc..

[25]  Gwo-Jen Hwang,et al.  An expert system for improving web-based problem-solving ability of students , 2011, Expert Syst. Appl..

[26]  A. Graesser,et al.  Question Asking During Tutoring , 1994 .

[27]  Brigid Barron,et al.  Problem Solving in Video-based Microworlds: Collaborative and Individual Outcomes of High-Achieving Sixth-Grade Students. , 2000 .

[28]  Mustafa Sami Topçu,et al.  Elementary Students' Metacognition and Epistemological Beliefs Considering Science Achievement, Gender and Socioeconomic Status , 2009 .

[29]  W. Michael Reed,et al.  Asynchronous learning networks and cognitive apprenticeship: a potential model for teaching complex problem-solving skills in corporate environments , 2000 .

[30]  Zhen-yuan Zhu.  Gender Differences in Mathematical Problem Solving Patterns: A Review of Literature. , 2007 .

[31]  L. Lipponen,et al.  Practices and orientations of CSCL , 2004 .

[32]  Nian-Shing Chen,et al.  An innovative approach for promoting information exchanges and sharing in a Web 2.0-based learning environment , 2009, Interact. Learn. Environ..

[33]  Gwo-Jen Hwang,et al.  A context-aware ubiquitous learning environment for conducting complex science experiments , 2009, Comput. Educ..

[34]  Hao-Chang Lo.  Utilizing Computer-mediated Communication Tools for Problem-based Learning , 2009, J. Educ. Technol. Soc..

[35]  J. Brophy.  Teacher influences on student achievement. , 1986 .

[36]  O. Bratfisch.  Perceived Item-Difficulty in Three Tests of Intellectual Performance Capacity. , 1972 .

[37]  J. Horn,et al.  Human abilities: a review of research and theory in the early 1970s. , 1976, Annual review of psychology.

[38]  Gwo-Jen Hwang,et al.  An Enhanced Genetic Approach to Composing Cooperative Learning Groups for Multiple Grouping Criteria , 2008, J. Educ. Technol. Soc..

[39]  Lasse Lipponen,et al.  Exploring foundations for computer-supported collaborative learning , 2002, CSCL.

[40]  Pierre Dillenbourg,et al.  Collaborative Learning: Cognitive and Computational Approaches , 1999 .

[41]  David W. Johnson,et al.  Learning Together and Alone. Cooperative, Competitive, and Individualistic Learning. Fourth Edition. , 1991 .

[42]  F. Paas,et al.  Cognitive Architecture and Instructional Design , 1998 .

[43]  Slava Kalyuga,et al.  Measuring Knowledge to Optimize Cognitive Load Factors During Instruction. , 2004 .

[44]  Heinz Mandl,et al.  Conceptual and socio-cognitive support for collaborative learning in videoconferencing environments , 2006, Comput. Educ..

[45]  G. A. Miller.  THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[46]  R. Mayer.  Thinking, Problem Solving, Cognition , 1983 .

[47]  Ton de Jong,et al.  Effects of within-class ability grouping on social interaction, achievement, and motivation , 2005 .

[48]  Slava Kalyuga,et al.  Knowledge Elaboration: A Cognitive Load Perspective , 2009 .

[49]  Yiping Lou,et al.  Learning to solve complex problems through between‐group collaboration in project‐based online courses , 2004 .

[50]  Hyun-Jeong Lee,et al.  Instructional Design of Web-based Simulations for Learners with Different Levels of Spatial Ability , 2007 .

[51]  Karen L. Murphy,et al.  A Constructivist Model of Mentoring, Coaching, and Facilitating Online Discussions , 2005 .

[52]  M. David Merrill,et al.  Effective peer interaction in a problem‐centered instructional strategy , 2008 .

[53]  Chia-Ching Lin,et al.  Meta-Analyzer: A Web-based Environment for Analyzing Student Information Searching Behaviors , 2007, Second International Conference on Innovative Computing, Informatio and Control (ICICIC 2007).

[54]  Tammy Schellens,et al.  Collaborative learning in asynchronous discussion groups: What about the impact on cognitive processing? , 2005, Comput. Hum. Behav..

[55]  Symeon Retalis,et al.  Using computer supported collaborative learning strategies for helping students acquire self-regulated problem-solving skills in mathematics , 2010, Comput. Educ..

[56]  Begoña Gros.  Instructional design for Computer-Supported Collaborative Learning in primary and secondary school , 2001, Comput. Hum. Behav..

[57]  R. Sternberg.  The Nature of creativity : contemporary psychological perspectives , 1988 .

[58]  Pei-Di Shen,et al.  Applying web-enabled self-regulated learning and problem-based learning with initiation to involve low-achieving students in learning , 2009, Comput. Hum. Behav..

[59]  Gwo-Jen Hwang,et al.  An auto-scoring mechanism for evaluating problem-solving ability in a web-based learning environment , 2009, Comput. Educ..

[60]  Anna Engel,et al.  Strategies for collaborative writing and phases of knowledge construction in CSCL environments , 2009, Comput. Educ..

[61]  Gwo-Jen Hwang,et al.  Multi-Objective Parallel Test-Sheet Composition Using Enhanced Particle Swarm Optimization , 2009, J. Educ. Technol. Soc..

[62]  J. Sweller,et al.  Cognitive Load Theory and Complex Learning: Recent Developments and Future Directions , 2005 .

[63]  Gwo-Jen Hwang,et al.  An Information-Summarising Instruction Strategy for Improving the Web-Based Problem Solving Abilities of Students. , 2011 .

[64]  Gill Kirkup,et al.  Gender and cultural differences in Internet use: A study of China and the UK , 2007, Comput. Educ..

[65]  Michael J. Hannafin,et al.  Scaffolding problem solving in technology-enhanced learning environments (TELEs): Bridging research and theory with practice , 2011, Comput. Educ..

[66]  Qing Li.  Exploration of Collaborative Learning and Communication in an Educational Environment Using Computer-Mediated Communication , 2002 .

[67]  James D. Klein,et al.  The effect of computer-mediated collaborative learning on solving III-defined problems , 2003 .

[68]  Robert Loo,et al.  Relationships between attitudes toward women's roles in society, and work and life values , 2005 .

[69]  Miguel Nussbaum,et al.  Collaborative robotic instruction: A graph teaching experience , 2009, Comput. Educ..

[70]  Wu-Yuin Hwang,et al.  A study of multimedia annotation of Web-based materials , 2005, Comput. Educ..

[71]  Gwo-Jen Hwang,et al.  A concept map approach to developing collaborative Mindtools for context-aware ubiquitous learning , 2011, Br. J. Educ. Technol..

[72]  R. Atkinson,et al.  Structuring the Transition From Example Study to Problem Solving in Cognitive Skill Acquisition: A Cognitive Load Perspective , 2003 .

[73]  Gwo-Jen Hwang,et al.  A web-based programming learning environment to support cognitive development , 2008, Interact. Comput..

[74]  David W. Johnson,et al.  Cooperative Learning Returns To College What Evidence Is There That It Works , 1998 .

[75]  F. Paas.  Training strategies for attaining transfer of problem-solving skill in statistics: A cognitive-load approach. , 1992 .

[76]  M. Neo,et al.  Developing a collaborative learning environment using a web-based design , 2003, J. Comput. Assist. Learn..

[77]  Catherine Scott,et al.  Benefits to teachers of the professional learning portfolio: a case study , 2003 .

[78]  Susan E. Newman,et al.  Cognitive Apprenticeship: Teaching the Craft of Reading, Writing, and Mathematics. Technical Report No. 403. , 1987 .

[79]  Mustafa Sami Topçu,et al.  İlköğretim Öğrencilerinin Biliş Ötesi ve Epistemolojik İnançlarıyla Fen Başarıları, Cinsiyetleri ve Sosyoekonomik Durumları , 2009 .

[80]  Gwo-Jen Hwang,et al.  A multi-expert approach for developing testing and diagnostic systems based on the concept-effect model , 2010, Comput. Educ..

[81]  Gwo-Jen Hwang,et al.  A novel approach for assisting teachers in analyzing student web-searching behaviors , 2008, Comput. Educ..

[82]  H. She,et al.  The effects of Web‐based/non‐Web‐based problem‐solving instruction and high/low achievement on students’ problem‐solving ability and biology achievement , 2010 .

[83]  E. Hargittai.  Hurdles to Information Seeking: Explaining Spelling and Typographical Mistakes in Users' Online Search Behavior , 2006 .

[84]  Michele D. Dickey.  Barriers and Enablers in Integrating Cognitive Apprenticeship Methods in a Web-Based Educational Technology Course for K-12 (Primary and Secondary) Teacher Education , 2007 .

[85]  Shu-Ling Wang,et al.  The effects of group composition of self-efficacy and collective efficacy on computer-supported collaborative learning , 2007, Comput. Hum. Behav..

[86]  Chih-Kai Chang,et al.  Development of a reading material recommendation system based on a knowledge engineering approach , 2010, Comput. Educ..

[87]  A. Collins,et al.  Situated Cognition and the Culture of Learning , 1989 .

[88]  Thomas L. Ainscough,et al.  The Effects of Class Size and Learning Style on Student Performance in a Multimedia-Based Marketing Course , 2001 .

[89]  Jia Zhang,et al.  A Web 2.0-based collaborative annotation system for enhancing knowledge sharing in collaborative learning environments , 2010, Comput. Educ..

[90]  Gwo-Jen Hwang,et al.  A knowledge engineering approach to developing mindtools for context-aware ubiquitous learning , 2010, Comput. Educ..

[91]  Gwo-Jen Hwang,et al.  An enhanced learning diagnosis model based on concept–effect relationships with multiple knowledge levels , 2010 .

[92]  Dania Bilal.  Children's use of the Yahooligans! Web search engine: II. cognitive and physical behaviors on research tasks , 2001 .

[93]  Stuart M. Speedie,et al.  Abilities Measured by the Purdue Elementary Problem-Solving Inventory , 1973 .

[94]  JoAnne W. Putnam.  Cooperative Learning in Diverse Classrooms , 1996 .