Advancing young adolescents' hypothesis-development performance in a computer-supported and problem-based learning environment

Hypothesis development is a complex cognitive activity, but one that is critical as a means of reducing uncertainty during ill-structured problem solving. In this study, we examined the effect of metacognitive scaffolds in strengthening hypothesis development. We also examined the influence of hypothesis development on young adolescents' problem-solving performance. Data was collected from sixth-grade students (N=172) using a computer-supported problem-based learning environment, Animal Investigator. The findings of the study indicated that participants using metacognitive scaffolds developed significantly better hypotheses and that hypothesis-development performance was predictive of solution-development performance. This article discusses further educational implications of the findings and future research.

[1]  R. Abelson Decision making and decision theory , 1985 .

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

[3]  Ton de Jong,et al.  An extended dual search space model of scientific discovery learning , 1997 .

[4]  John R. Anderson Cognitive psychology and its implications, 2nd ed. , 1985 .

[5]  K. Holyoak,et al.  The Cambridge handbook of thinking and reasoning , 2005 .

[6]  P. Kirschner,et al.  Taking the Load Off a Learner's Mind: Instructional Design for Complex Learning , 2003 .

[7]  C. Gettys,et al.  Plausibility assessments in hypothesis generation , 1986 .

[8]  R. Pea Beyond Amplification : Using the Computer to Reorganize Mental Functioning , 1985 .

[9]  J. Frederiksen,et al.  Enabling Students to Construct Theories of Collaborative Inquiry and Reflective Learning: Computer Support for Metacognitive Development , 1999 .

[10]  Ann L. Brown,et al.  How people learn: Brain, mind, experience, and school. , 1999 .

[11]  David H. Jonassen,et al.  The effects of argumentation scaffolds on argumentation and problem solving , 2002 .

[12]  J. Stevens,et al.  Applied multivariate statistics for the social sciences, 4th ed. , 2002 .

[13]  Cheryl Misak,et al.  The Cambridge Companion to Peirce , 2004 .

[14]  Martin W Wenham,et al.  The nature and role of hypotheses in school science investigations , 1993 .

[15]  C. Gettys,et al.  Hypothesis plausibility and hypothesis generation , 1979 .

[16]  J. Sinnott A model for solution of ill-structured problems: Implications for everyday and abstract problem solving. , 1989 .

[17]  Namsoo Shin,et al.  Predictors of well-structured and ill-structured problem solving in an astronomy simulation , 2003 .

[18]  Craig R. M. McKenzie Hypothesis Testing and Evaluation , 2008 .

[19]  Ioannis Stamelos,et al.  The effect of scaffolding students' context-generating cognitive activity in technology-enhanced case-based learning , 2008, Comput. Educ..

[20]  J. Piaget The stages of the intellectual development of the child. , 1962, Bulletin of the Menninger Clinic.

[21]  Gavriel Salomon,et al.  Cognitive Effects With and Of Computer Technology , 1990 .

[22]  J. Klayman Varieties of Confirmation Bias , 1995 .

[23]  James J. Kellaris,et al.  A Selective Hypothesis Testing Perspective on Price-Quality Inference and Inference-Based Choice , 2005 .

[24]  J. Stevens Applied Multivariate Statistics for the Social Sciences , 1986 .

[25]  Nian-Shing Chen,et al.  Effects of high level prompts and peer assessment on online learners' reflection levels , 2009, Comput. Educ..

[26]  Janet E. Davidson,et al.  The role of metacognition in problem solving , 1994 .

[27]  J. Piaget,et al.  The Growth Of Logical Thinking From Childhood To Adolescence: An Essay On The Construction Of Formal Operational Structures , 1958 .

[28]  Sangchul Oh The effects of constraint based argumentation scaffolding and epistemological beliefs on ill structured diagnosis-solution problem solving , 2004 .

[29]  Timothy A. Post,et al.  On the solving of ill-structured problems. , 1988 .

[30]  Wouter van Joolingen,et al.  Cognitive tools for discovery learning 1 , 1999 .

[31]  J. Flavell Metacognitive aspects of problem solving , 1976 .

[32]  Susanne P. Lajoie,et al.  Constructing knowledge in the context of BioWorld , 2001 .

[33]  William Wiersma,et al.  Research Methods in Education: An Introduction (8th Edition) , 2004 .

[34]  Susan M. Land,et al.  A conceptual framework for scaffolding III-structured problem-solving processes using question prompts and peer interactions , 2004 .

[35]  Anton E. Lawson,et al.  Science Teaching and Development Of Thinking , 1994 .

[36]  Susan M. Land,et al.  Scaffolding students’ problem-solving processes in an ill-structured task using question prompts and peer interactions , 2003 .

[37]  Roni Reiter-Palmon,et al.  Effects of Solution Elicitation Aids and Need for Cognition on the Generation of Solutions to Ill-Structured Problems , 2003 .

[38]  Arie W. Kruglanski,et al.  Lay epistemic theory in social-cognitive psychology. , 1990 .

[39]  Xun Ge,et al.  Scaffolding Novice Instructional Designers' Problem-Solving Processes Using Question Prompts in a Web-Based Learning Environment , 2005 .

[40]  Thomas J. D'Zurilla,et al.  Effects of problem definition and formulation on the generation of alternatives in the social problem-solving process , 2005, Cognitive Therapy and Research.

[41]  Quinn James,et al.  The Effects of Simulation Complexity and Hypothesis-Generation Strategy on Learning , 1994 .

[42]  Roy D. Pea,et al.  Beyond Amplification: Using the Computer To Reorganize Mental Functioning. Technical Report No. 38. , 1985 .

[43]  Mary Ellen Quinn,et al.  Teaching hypothesis formation , 1975 .

[44]  David H. Jonassen,et al.  Instructional design models for well-structured and III-structured problem-solving learning outcomes , 1997 .

[45]  Vimla L. Patel,et al.  The general and specific nature of medical expertise: A critical look. , 1991 .

[46]  D. Klahr,et al.  Scientific Thinking and Reasoning , 2012 .

[47]  Peggy A. Ertmer,et al.  The expert learner: Strategic, self-regulated, and reflective , 1996 .

[48]  Jeanne Brooks-Gunn,et al.  How money matters for young children's development: parental investment and family processes. , 2002, Child development.

[49]  A. King Effects of training in strategic questioning on children's problem-solving performance , 1991 .

[50]  M. Dougherty,et al.  Hypothesis generation, probability judgment, and individual differences in working memory capacity. , 2003, Acta psychologica.

[51]  John R. Anderson Cognitive Psychology and Its Implications , 1980 .

[52]  Scott D. Johnson A Description of Expert and Novice Performance Differences on Technical Troubleshooting Tasks. , 1989 .

[53]  Susanne P. Lajoie Cognitive Tools for the Mind: The Promises of Technology—Cognitive Amplifiers or Bionic Prosthetics? , 2005 .

[54]  Manuel London,et al.  Effects of Hypothesis Generation on Hypothesis Testing in Rule-Discovery Tasks. , 1997, The Journal of general psychology.

[55]  Susan Pedersen,et al.  Young adolescents' metacognition and domain knowledge as predictors of hypothesis‐development performance in a computer‐supported context , 2010 .

[56]  W. Shadish,et al.  Experimental and Quasi-Experimental Designs for Generalized Causal Inference , 2001 .

[57]  David H. Jonassen,et al.  The effect of and effect with computer tools in experts' representation of ill-structured problems , 2000 .

[58]  Michael J. Hannafin,et al.  Cognitive strategies and the use of a hypermedia information system : an exploratory study , 1996 .

[59]  J. Schulkin Cognitive Adaptation: A Pragmatist Perspective , 2008 .

[60]  Arie W. Kruglanski,et al.  Lay Epistemics and Human Knowledge: Cognitive and Motivational Bases , 2013 .

[61]  W. Bradley,et al.  Accounting Expertise and Ill-Structured Problems: Cognitive Reasoning Abilities and Performance in Business Valuation Tasks , 1998 .

[62]  Jerard Kehoe Basic Item Analysis for Multiple-Choice Tests. ERIC/AE Digest. , 1995 .

[63]  Peg A Ertmer,et al.  Open Learning Environments, Foundations, Methods, and Models , 2012 .

[64]  Jacob Cohen,et al.  Applied multiple regression/correlation analysis for the behavioral sciences , 1979 .

[65]  R. Azevedo Using Hypermedia as a Metacognitive Tool for Enhancing Student Learning? The Role of Self-Regulated Learning , 2005 .