Problem Representation and Team Mental Model Development in Individual and Team Problem Solving Performance

ACKNOWLEDGEMENTS Thanks to all the students, faculty, and staff of the Department of Psychology at Carnegie Mellon University for their help, support, and fellowship during a stay that was both too short and too long. Thanks also to the Program for providing financial support for this work and my career at the University. Special thanks to committee members Dick Hayes and John Anderson, who have provided numerous insights and encouragements that have benefited this work, as well as guidance at other moments that has helped me to improve as both a scholar and a scientist. Special thanks also to the members of the Integrated Design Innovation Group and the Group Problem Solving Lab for their suggestions, opinions, and assistance on this and other projects, in addition, special thanks to friends and family who have, at numerous times, provided encouragement, support, and much-needed diversion. Very special thanks to Blair Armstrong, Kate Fu, and Alex Tkachuk for teaching me about natural language processing, and for helping me to understand how these tools can open a window to the mind in some pretty astonishing ways. Very special thanks to my wife, Malissa, for providing loving support and perspective, and helping me to take the long view in life when the short view in career was overwhelming. Lastly, of course, very special thanks to Ken Kotovsky and Jon Cagan, who without their mentorship and support this research would not have been possible. You have both taught me much about thinking, research, thinking about research, and thinking about how others think about research in order to communicate that research effectively. Thank you both for your iv introduction to interdisciplinary research, and for demonstrating some of the ways in which problems and tools can be mapped across fields to each's mutual benefit. These lessons have surely helped me to develop a toolkit for professional and personal success for years to come.

[1]  P. Paulus,et al.  Effects of Training on Idea Generation in Groups , 2008 .

[2]  Sharon Bailin CREATIVITY IN CONTEXT , 2002 .

[3]  Kristin L. Wood,et al.  “Collaborating To Success”: An Experimental Study of Group Idea Generation Techniques , 2005 .

[4]  Vincent R. Brown,et al.  Modeling Cognitive Interactions During Group Brainstorming , 1998 .

[5]  Corinne Faure,et al.  Beyond Brainstorming: Effects of Different Group Procedures on Selection of Ideas and Satisfaction with the Process , 2004 .

[6]  Nicholas W. Kohn,et al.  Collaborative fixation: effects of others' ideas on brainstorming , 2011 .

[7]  J. Lepine Adaptation of teams in response to unforeseen change: effects of goal difficulty and team composition in terms of cognitive ability and goal orientation. , 2005, The Journal of applied psychology.

[8]  Leslie A. DeChurch,et al.  The cognitive underpinnings of effective teamwork: a meta-analysis. , 2010, The Journal of applied psychology.

[9]  S. Mohammed,et al.  Mental models in design teams: a valid approach to performance in design collaboration? , 2007 .

[10]  J. Fleiss,et al.  Intraclass correlations: uses in assessing rater reliability. , 1979, Psychological bulletin.

[11]  Richard A. Harshman,et al.  Indexing by Latent Semantic Analysis , 1990, J. Am. Soc. Inf. Sci..

[12]  Danielle S. McNamara,et al.  Handbook of latent semantic analysis , 2007 .

[13]  Matthew I. Isaak,et al.  Constraints on thinking in insight and invention. , 1995 .

[14]  Patrick F. Reidy An Introduction to Latent Semantic Analysis , 2009 .

[15]  Brandon Pincombe,et al.  Comparison of Human and Latent Semantic Analysis (LSA) Judgements of Pairwise Document Similarities for a News Corpus , 2004 .

[16]  Christina E. Shalley,et al.  Handbook of Organizational Creativity , 2007 .

[17]  J. Hayes Cognitive Processes in Creativity , 1989 .

[18]  Steven M. Smith,et al.  Incubation and the persistence of fixation in problem solving. , 1991, The American journal of psychology.

[19]  Mukyeong Kim,et al.  An underlying cognitive aspect of design creativity: Limited Commitment Mode control strategy , 2007 .

[20]  Jose Quesada Spaces for Problem Solving , 2007 .

[21]  Steven M. Smith,et al.  Incubation effects , 2013 .

[22]  Mark A. Runco,et al.  Problem Finding, Problem Solving, and Creativity , 1994 .

[23]  J. Mathieu,et al.  Investigating linear and interactive effects of shared mental models on safety and efficiency in a field setting. , 2005, The Journal of applied psychology.

[24]  N. Kerr,et al.  Group performance and decision making. , 2004, Annual review of psychology.

[25]  Steven M. Smith,et al.  Constraining effects of examples in a creative generation task , 1993, Memory & cognition.

[26]  H. Simon,et al.  Why are some problems hard? Evidence from Tower of Hanoi , 1985, Cognitive Psychology.

[27]  Arthur B. Markman,et al.  An Experimental Study of Group Idea Generation Techniques: Understanding the Roles of Idea Representation and Viewing Methods , 2011 .

[28]  Curt Burgess,et al.  Producing high-dimensional semantic spaces from lexical co-occurrence , 1996 .

[29]  S. Mohammed,et al.  Metaphor No More: A 15-Year Review of the Team Mental Model Construct , 2010 .

[30]  Triparna de Vreede,et al.  Team Creativity and Innovation: The Effect of Group Composition, Social Processes, and Cognition , 2012 .

[31]  M. Mumford,et al.  Putting Creativity to Work: Effects of Leader Behavior on Subordinate Creativity , 1993 .

[32]  K. Klein,et al.  Team mental models and team performance: a field study of the effects of team mental model similarity and accuracy , 2006 .

[33]  Michael D. Mumford,et al.  Problem construction and cognition: Applying problem representations in ill-defined domains. , 1994 .

[34]  Stephen M. Fiore,et al.  Toward an Understanding of Macrocognition in Teams: Predicting Processes in Complex Collaborative Contexts , 2010, Hum. Factors.

[35]  M. Lorenzen Creativity in context : Content, cost, chance and collection in the organization of the film industry , 2009 .

[36]  T. McNamara Semantic Priming: Perspectives from Memory and Word Recognition , 2005 .

[37]  Jami J. Shah,et al.  Understanding design ideation mechanisms through multilevel aligned empirical studies , 2010 .

[38]  Michael D. Mumford,et al.  Evaluative Aspects of Creative Thought: Effects of Appraisal and Revision Standards , 2004 .

[39]  E. Salas,et al.  Shared mental models in expert team decision making. , 1993 .

[40]  M. Mumford,et al.  The effectiveness of creativity training: A quantitative review , 2004 .

[41]  Michael D. Mumford,et al.  Multi-level issues in creativity and innovation , 2008 .

[42]  Paul B. Paulus,et al.  Enhancing group creativity: the search for synergy , 2009 .

[43]  T. Amabile,et al.  The conditions of creativity. , 1988 .

[44]  Donald A. Norman,et al.  Some observations on mental models , 1987 .

[45]  Kenneth Kotovsky,et al.  Implicit learning in problem solving : The role of working memory capacity , 1997 .

[46]  R. Reiter-Palmon,et al.  Problem identification and construction: What do we know, what is the future? , 2009 .

[47]  W. H. F. Barnes The Nature of Explanation , 1944, Nature.

[48]  Thomas A. Schreiber,et al.  The University of South Florida free association, rhyme, and word fragment norms , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[49]  M. Diehl,et al.  Productivity loss in brainstorming groups: Toward the solution of a riddle. , 1987 .

[50]  Andy Dong,et al.  The latent semantic approach to studying design team communication , 2005 .

[51]  Mary T. Dzindolet,et al.  Chapter 14 – Collaborative Creativity—Group Creativity and Team Innovation , 2012 .

[52]  Kevin Otto,et al.  Product Design: Techniques in Reverse Engineering and New Product Development , 2000 .

[53]  F. Yammarino,et al.  Creativity and cognitive processes: Multi-level linkages between individual and team cognition , 2008 .

[54]  P. Paulus,et al.  Idea Generation in Groups : A Basis for Creativity in Organizations , 1994 .

[55]  M. Mumford,et al.  Tradeoffs Between Ideas and Structure: Individual Versus Group Performance in Creative Problem Solving , 2001 .

[56]  Vicky L. Putman,et al.  Brainstorming, Brainstorming Rules and Decision Making , 2009 .

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

[58]  N. John Castellan,et al.  Individual and group decision making : current issues , 2013 .

[59]  Vincent R. Brown,et al.  Making Group Brainstorming More Effective: Recommendations From an Associative Memory Perspective , 2002 .

[60]  R. Sternberg Handbook of Creativity: Subject Index , 1998 .

[61]  Christine M. Smith,et al.  Individual and group performance on insight problems: The effects of experimentally induced fixation , 2010 .

[62]  K. McGraw,et al.  Forming inferences about some intraclass correlation coefficients. , 1996 .

[63]  S. Mohammed,et al.  Team Mental Model: Construct or Metaphor? , 1994 .

[64]  Jonathan Cagan,et al.  Creating Breakthrough Products: Revealing the Secrets That Drive Global Innovation , 2012 .

[65]  Nancy J. Cooke,et al.  Interactive Team Cognition , 2013, Cogn. Sci..

[66]  Jonathan Cagan,et al.  Design Team Convergence: The Influence of Example Solution Quality , 2009 .

[67]  E. Salas,et al.  Methods, tools, and strategies for team training. , 1997 .

[68]  Michael J. Strait,et al.  Applications of Latent Semantic Analysis To Lessons Learned Systems , 2000 .

[69]  Jr. John M. Baer,et al.  Long-Term Effects of Creativity Training with Middle School Students , 1988 .

[70]  Alice M. Agogino,et al.  A Document Analysis Method for Characterizing Design Team Performance , 2004 .

[71]  Vincent R. Brown,et al.  A Simple Dynamic Model of Social Factors in Group Brainstorming , 1996 .

[72]  Eric F. Rietzschel,et al.  Productivity is not enough: A comparison of interactive and nominal brainstorming groups on idea generation and selection. , 2006 .

[73]  T. Landauer LSA as a Theory of Meaning , 2007 .

[74]  J. Mathieu,et al.  The influence of shared mental models on team process and performance. , 2000, The Journal of applied psychology.

[75]  R. Reiter-Palmon,et al.  The Effect of Regulatory Focus on Idea Generation and Idea Evaluation , 2011 .

[76]  J. Shah,et al.  Collaborative Sketching (C-Sketch)--An Idea Generation Technique for Engineering Design. , 2001 .

[77]  Susannah B. F. Paletz,et al.  The Breakdown of Coordinated Decision Making in Distributed Systems , 2010, Hum. Factors.

[78]  F Rothwell,et al.  A few hours , 2003 .

[79]  Philip N. Johnson-Laird,et al.  Models and heterogeneous reasoning , 2006, J. Exp. Theor. Artif. Intell..

[80]  Robert J. Youmans,et al.  The effects of physical prototyping and group work on the reduction of design fixation , 2011 .