Social learning in design teams: The importance of direct and indirect communications

Abstract This paper discusses the effects of direct and indirect communications on social learning and task coordination in design teams. The findings reported in this paper are based on a computational model that simulates the formation of transactive memory (TM) through social learning from direct and indirect communications. Direct communications are explicit information exchanged between team members whereas indirect communication may be opportunistic and coincidental, resulting in learning and information gained through observations of the actions of others. However, team structure mediates opportunities for communication. Three types of team structures are studied, which are differentiated on the basis of their constraints on and opportunities for direct and indirect communications across the team. The differences across the team structures are investigated through a series of simulations in which team member retention, cognitive busyness of team members, and task complexity are additional moderating variables, and task coordination and formation of TM are the dependent variables. Fewer communications to coordinate the same tasks are taken as the measure of efficient task coordination. Findings suggest that reduction in communication and learning opportunities are more detrimental to the task coordination in flat teams as compared to functional teams. Indirect communications contribute more to the formation of TM than to task coordination. Flat teams facilitate the formation of TM, whereas functional teams are more appropriate for efficient task coordination, indicating that the role of TM in mediating task coordination varies with team structure.

[1]  David C. Brown,et al.  Dimensions of machine learning in design , 1998, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[2]  Pamela J. Hinds,et al.  Distributed Work , 2002 .

[3]  Andrea Sonnleitner,et al.  Folk theory of mind: Conceptual foundations of human social cognition. , 2006 .

[4]  J. Brown,et al.  STOLEN KNOWLEDGE , 2009 .

[5]  C BrownDavid,et al.  Dimensions of machine learning in design , 1998 .

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

[7]  Linda Argote,et al.  Individual Experience and Experience Working Together: Predicting Learning Rates from Knowing Who Knows What and Knowing How to Work Together , 2005, Manag. Sci..

[8]  Peter E.D. Love,et al.  Concurrent engineering : a strategy for procuring construction projects , 1998 .

[9]  Gerardine DeSanctis,et al.  Coordination of Information Technology Management: Team-Based Structures and Computer-based Communication Systems , 1994, J. Manag. Inf. Syst..

[10]  Thomas W. Malone,et al.  Temporary assignments and a permanent home : A case study in the transition to project-based organizational practices , 2002 .

[11]  B. Mullen,et al.  Theories of group behavior , 1987 .

[12]  L. Argote Reflections on Two Views of Managing Learning and Knowledge in Organizations , 2005 .

[13]  D. Wegner Transactive Memory: A Contemporary Analysis of the Group Mind , 1987 .

[14]  T. Allen Managing the flow of technology , 1977 .

[15]  Raymond E. Levitt,et al.  The Virtual Design Team: Modeling organizational behavior of concurrent design teams , 1995, Artif. Intell. Eng. Des. Anal. Manuf..

[16]  Bertram F. Malle,et al.  Folk Theory of Mind: Conceptual Foundations of Social Cognition , 2003 .

[17]  Daniel G. Bobrow,et al.  Community Knowledge Sharing in Practice: The Eureka Story , 2002 .

[18]  M. B. Waldron,et al.  Mechanical Design: Theory and Methodology , 2007 .

[19]  Nigel Gilbert,et al.  Agent-based social simulation: dealing with complexity , 2005 .

[20]  R. Katz The Effects of Group Longevity on Project Communication and Performance. , 1982 .

[21]  M. Macy,et al.  FROM FACTORS TO ACTORS: Computational Sociology and Agent-Based Modeling , 2002 .

[22]  Jay W. Lorsch,et al.  Handbook of organizational behavior , 1988 .

[23]  Bradley R. Staats,et al.  Fluid Tasks and Fluid Teams: The Impact of Diversity in Experience and Team Familiarity on Team Performance , 2011, Manuf. Serv. Oper. Manag..

[24]  S. G. Cohen,et al.  What Makes Teams Work: Group Effectiveness Research from the Shop Floor to the Executive Suite , 1997 .

[25]  Gerhard Weiss,et al.  Multiagent systems: a modern approach to distributed artificial intelligence , 1999 .

[26]  Linda Argote,et al.  Training People to Work in Groups , 2002 .

[27]  Kathleen M. Carley,et al.  The Contingent Effects of Transactive Memory: When Is It More Beneficial to Know What Others Know? , 2006, Manag. Sci..

[28]  E. Edmonds,et al.  Collaborative Expertise for Creative Technology Design , 2003 .

[29]  E. McDonough,et al.  An investigation of the use of global, virtual, and colocated new product development teams , 2001 .

[30]  Gerhard Weiss,et al.  Computational Organization Theory , 2000 .

[31]  N. Gilbert,et al.  Artificial Societies: The Computer Simulation of Social Life , 1995 .

[32]  Daniel T. Gilbert,et al.  Thinking backward: some curable and incurable consequences of cognitive busyness , 1989 .

[33]  Salvatore Parise,et al.  What's your social media strategy? , 2013 .

[34]  Alex H. B. Duffy,et al.  Modeling collective learning in design , 2004, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[35]  M. Gordon,et al.  PUBLICATION RECORDS AND TENURE DECISIONS IN THE FIELD OF STRATEGIC MANAGEMENT , 1996 .

[36]  B. Tuckman DEVELOPMENTAL SEQUENCE IN SMALL GROUPS. , 1965, Psychological bulletin.

[37]  Janet Fulk,et al.  Emerging Theories of Communication in Organizations , 1991 .

[38]  W MaloneThomas Modeling Coordination in Organizations and Markets , 1987 .

[39]  H. McLellan Situated learning perspectives , 1996 .

[40]  J. Katzenbach,et al.  The discipline of teams. , 1993, Harvard business review.

[41]  Jason Swarts,et al.  Communication design , 2012, CDQR.

[42]  Maaike Kleinsmann,et al.  Barriers and enablers for creating shared understanding in co-design projects , 2008 .

[43]  S. Thompson Social Learning Theory , 2008 .

[44]  H. Simon Bounded Rationality and Organizational Learning , 1991 .

[45]  Verlin B. Hinsz,et al.  Group Members as Actors and Observers in Attributions of Responsibility for Group Performance , 2009 .

[46]  John S. Gero,et al.  Developing a computational model to understand the contributions of social learning modes to task coordination in teams , 2013, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[47]  Steven D. Eppinger,et al.  Patterns of Product Development Interactions , 2002 .

[48]  S. Sheppard,et al.  The importance of learning styles in group design work , 2000, 30th Annual Frontiers in Education Conference. Building on A Century of Progress in Engineering Education. Conference Proceedings (IEEE Cat. No.00CH37135).

[49]  Bertram F. Malle,et al.  Self and other in the explanation of behavior: 30 years later , 2002 .

[50]  C. Cramton The Mutual Knowledge Problem and Its Consequences for Dispersed Collaboration , 2001 .

[51]  Cengiz Yilmaz,et al.  Learning Process in New Product Development Teams and Effects on Product Success: A Socio-Cognitive Perspective , 2006 .

[52]  Nancy J. Cooke,et al.  Measuring Team Knowledge , 2000, Hum. Factors.

[53]  Victoria J. Marsick,et al.  Lessons from Informal and Incidental Learning , 1997 .

[54]  R. Grant Toward a Knowledge-Based Theory of the Firm,” Strategic Management Journal (17), pp. , 1996 .

[55]  Steven D. Eppinger,et al.  The Misalignment of Product Architecture and Organizational Structure in Complex Product Development , 2004, Manag. Sci..

[56]  Claudia Eckert,et al.  Design process improvement : a review of current practice , 2005 .

[57]  John Burgoyne,et al.  Management Learning: Integrating Perspectives in Theory and Practice , 1997 .

[58]  Steven D. Eppinger,et al.  Sloan School of Management Working Paper Factors That Influence Technical Communication in Distributed Product Development: an Empirical Study in the Telecommunications Industry Factors That Influence Technical Communication in Distributed Product Development: an Empirical Study in the Telecommunica , 2022 .

[59]  R. Scott Tindale,et al.  Theory and Research on Small Groups , 2000 .

[60]  Thomas W. Malone,et al.  Modeling Coordination in Organizations and Markets , 1987 .

[61]  J. Stevenson The cultural origins of human cognition , 2001 .

[62]  B. Staats Unpacking Team Familiarity: The Effects of Geographic Location and Hierarchical Role , 2012 .

[63]  Nancy J. Cooke,et al.  Advances in Measuring Team Cognition , 2003 .

[64]  Linda Argote,et al.  Organizational Learning and Forgetting: The Effects of Turnover and Structure , 2006 .

[65]  Chih-Shing Wei,et al.  Assessing communication modes in design project teams , 2001, 31st Annual Frontiers in Education Conference. Impact on Engineering and Science Education. Conference Proceedings (Cat. No.01CH37193).

[66]  E. Salas,et al.  Team cognition : understanding the factors that drive process and performance , 2004 .

[67]  D. Gilbert,et al.  On cognitive busyness: When person perceivers meet persons perceived. , 1988 .

[68]  Kathleen M. Carley,et al.  Workgroup Members , 2022 .

[69]  Pj Clarkson,et al.  A meta-model for communication in engineering design , 2005 .

[70]  Diane H. Sonnenwald,et al.  Communication roles that support collaboration during the design process , 1996 .

[71]  Simon Rodan,et al.  Organizational learning: effects of (network) structure and (individual) strategy , 2008, Comput. Math. Organ. Theory.

[72]  Linda Argote,et al.  First, get your feet wet: The effects of learning from direct and indirect experience on team creativity , 2010 .

[73]  Ran R. Hassin,et al.  The New Unconscious , 2006 .

[74]  Päivi Häkkinen,et al.  Conceptualizing the Awareness of Collaboration: A Qualitative Study of a Global Virtual Team , 2005, Computer Supported Cooperative Work (CSCW).

[75]  Maaike Kleinsmann,et al.  Why do(n't) actors in collaborative design understand each other? An empirical study towards a better understanding of collaborative design , 2007 .

[76]  A. Dainty,et al.  Integrated project teams’ performance in managing unexpected change events , 1999 .

[77]  Elliot E. Entin,et al.  Adaptive Team Coordination , 1999, Hum. Factors.

[78]  J. Hackman,et al.  The design of work teams , 1987 .

[79]  John S. Gero,et al.  Design Prototypes: A Knowledge Representation Schema for Design , 1990, AI Mag..

[80]  Kyle Lewis Measuring transactive memory systems in the field: scale development and validation. , 2003, The Journal of applied psychology.