Interaction of Individual and Social Antecedents of Learning Effectiveness: A Study in the IT Research Context

Individual learning is key to performance for knowledge-intensive activities such as information technology research. Individuals' learning effectiveness is inevitably influenced by both individual differences and the social forces of their surrounding context. While learning can be arduous and the effects of both sets of factors need to be understood to facilitate it, prior studies have typically examined social and individual aspects separately. This study integrates individual factors from the symbolic cognition perspective with social factors from the situated cognition view in a model to explain learning effectiveness. The model was tested through a survey of individual learners working on information technology-related research projects. The findings indicate that the individual factors of knowledge sourcing initiative and learning orientation as well as the social factors of shared understanding and prosharing norms have significant influences on individuals' learning effectiveness. Further, network ties and prosharing norms interact with learning orientation and knowledge sourcing initiative, respectively, to influence learning effectiveness. Implications of these findings for research and practice are discussed.

[1]  Raymond T. Sparrowe,et al.  Social Networks and the Performance of Individuals and Groups , 2001 .

[2]  J. Hummel,et al.  Modeling Human Mental Representations: What Works, What doesn't and Why? , 2005 .

[3]  Mooweon Rhee,et al.  Network Updating and Exploratory Learning Environment , 2004 .

[4]  Morten T. Hansen,et al.  The Search-Transfer Problem: The Role of Weak Ties in Sharing Knowledge across Organization Subunits , 1999 .

[5]  Chee-Leong Chong,et al.  Human and social capital explanations for R&D outcomes , 2005, IEEE Trans. Engineering Management.

[6]  E. Hilgard,et al.  Theories of Learning , 1981 .

[7]  J. Coleman Foundations of Social Theory , 1990 .

[8]  Amy M. Shapiro,et al.  How Including Prior Knowledge As a Subject Variable May Change Outcomes of Learning Research , 2004 .

[9]  Cheryl Burke Jarvis,et al.  A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research , 2003 .

[10]  Paul S. Goodman,et al.  Computer-Aided Systems and Communities: Mechanisms for Organizational Learning in Distributed Environments , 1998, MIS Q..

[11]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[12]  C. Dweck,et al.  A social-cognitive approach to motivation and personality , 1988 .

[13]  C. Kao,et al.  Efficiency analysis of university departments: An empirical study , 2008 .

[14]  Kun Chang Lee,et al.  Erratum to "KMPI: Measuring knowledge management performance" [Information & Management 42 (2005) 469-482] , 2005, Inf. Manag..

[15]  T. S. Bateman,et al.  The proactive component of organizational behavior: A measure and correlates , 1993 .

[16]  John E. Sawyer,et al.  Virtualness and Knowledge in Teams: Managing the Love Triangle of Organizations, Individuals, and Information Technology , 2003, MIS Q..

[17]  K. Lonka,et al.  Conceptions of Learning and Knowledge: Does Training Make a Difference? , 1996 .

[18]  R. Glaser,et al.  Learning Theory and the Study of Instruction , 1989 .

[19]  M. Chi,et al.  The Nature of Expertise , 1988 .

[20]  Izak Benbasat,et al.  Development of an Instrument to Measure the Perceptions of Adopting an Information Technology Innovation , 1991, Inf. Syst. Res..

[21]  Kregg Aytes,et al.  Media effects on the development of cohesion and process satisfaction in computer-supported workgroups - An analysis of results from two longitudinal studies , 2001, Inf. Technol. People.

[22]  L. K. Gundry,et al.  Fitting into technical organizations: the socialization of newcomer engineers , 1993 .

[23]  Steven B. Andrews,et al.  Structural Holes: The Social Structure of Competition , 1995, The SAGE Encyclopedia of Research Design.

[24]  P. Adler,et al.  Social Capital: Prospects for a New Concept , 2002 .

[25]  Peter H. Gray,et al.  Knowledge Sourcing Effectiveness , 2004, Manag. Sci..

[26]  I. Nonaka A Dynamic Theory of Organizational Knowledge Creation , 1994 .

[27]  Jeffrey Pfeffer,et al.  Just a Mirage: The Search for Dispositional Effects in Organizational Research , 1989 .

[28]  Amrit Tiwana Knowledge Integration in Virtual Teams: The Potential Role of Knowledge Management Systems , 2006 .

[29]  Wynne W. Chin,et al.  A Partial Least Squares Latent Variable Modeling Approach for Measuring Interaction Effects: Results from a Monte Carlo Simulation Study and an Electronic - Mail Emotion/Adoption Study , 2003, Inf. Syst. Res..

[30]  H. Winklhofer,et al.  Index Construction with Formative Indicators: An Alternative to Scale Development , 2001 .

[31]  J. Wertsch,et al.  Sociocultural studies of mind: Human action: historical and theoretical foundations , 1995 .

[32]  Samer Faraj,et al.  Why Should I Share? Examining Social Capital and Knowledge Contribution in Electronic Networks of Practice , 2005, MIS Q..

[33]  Amrit Tiwana,et al.  Knowledge integration in virtual teams: The potential role of KMS , 2002, J. Assoc. Inf. Sci. Technol..

[34]  Gustavo Stubrich The Fifth Discipline: The Art and Practice of the Learning Organization , 1993 .

[35]  J. Barney Firm Resources and Sustained Competitive Advantage , 1991 .

[36]  Richard Smith,et al.  Beyond training: reconceptualising learning at work , 2000 .

[37]  Gilbert A. Churchill A Paradigm for Developing Better Measures of Marketing Constructs , 1979 .

[38]  Maryam Alavi,et al.  Computer-Mediated Collaborative Learning: An Empirical Evaluation , 1994, MIS Q..

[39]  J. March,et al.  Organizational Learning , 2008 .

[40]  Detmar W. Straub,et al.  A Practical Guide To Factorial Validity Using PLS-Graph: Tutorial And Annotated Example , 2005, Commun. Assoc. Inf. Syst..

[41]  S. Kozlowski,et al.  Goal orientation and ability: interactive effects on self-efficacy, performance, and knowledge. , 2002, The Journal of applied psychology.

[42]  Lisa Abrams,et al.  Using Mentoring and Storytelling to Transfer Knowledge in the Workplace , 2001, J. Manag. Inf. Syst..

[43]  D. Perkins,et al.  Individual and Social Aspects of Learning , 1998 .

[44]  B. Kogut,et al.  Exploring internal stickiness : Impediments to the transfer of best practice within the firm , 2007 .

[45]  S. Morris,et al.  Relational Archetypes, Organizational Learning, and Value Creation: Extending the Human Resource Architecture , 2007 .

[46]  Annapoornima M. Subramanian,et al.  Is Usage a Missing Link in Explaining the Perceived Learning Outcome of Technology-Mediated Learning? , 2008, IEEE Transactions on Engineering Management.

[47]  Ángel L. Meroño-Cerdán,et al.  Information technology and learning: Their relationship and impact on organisational performance in small businesses , 2006, Int. J. Inf. Manag..

[48]  Laurence Prusak,et al.  In good company: how social capital makes organizations work , 2001, UBIQ.

[49]  Etienne Wenger,et al.  Situated Learning: Legitimate Peripheral Participation , 1991 .

[50]  D. Sandy Staples,et al.  The use of collaborative electronic media for information sharing: an exploratory study of determinants , 2000, J. Strateg. Inf. Syst..

[51]  Mei Cao,et al.  Exploring the absorptive capacity to innovation/productivity link for individual engineers engaged in IT enabled work , 2008, Inf. Manag..

[52]  R. MacCallum,et al.  Power analysis and determination of sample size for covariance structure modeling. , 1996 .

[53]  R. Giere Explaining Science: A Cognitive Approach , 1991 .

[54]  S. Ghoshal,et al.  Social Capital, Intellectual Capital, and the Organizational Advantage , 1998 .

[55]  ChenAndrew,et al.  Assessing value in organizational knowledge creation , 2005 .

[56]  Kathryn Ecclestone,et al.  Promoting Social Capital in a 'Risk Society': A new approach to emancipatory learning or a new moral authoritarianism? , 2003 .

[57]  Kay M. Nelson,et al.  International Conference on Information Systems ( ICIS ) 1993 THE CONTRIBUTION OF SHARED KNOWLEDGE TO IS GROUP PERFORMANCE , 2017 .

[58]  Quey-Jen Yeh,et al.  Exploring Career Stages of Midcareer and Older Engineers---When Managerial Transition Matters , 2008, IEEE Transactions on Engineering Management.

[59]  D. Vandewalle,et al.  Goal orientation and goal content as predictors of performance in a training program , 1999 .

[60]  Thomas J. Shuell,et al.  Learning Theory and Instructional Design: Engaging the Learner in Meaningful Ways , 1992 .

[61]  Atreyi Kankanhalli,et al.  Contributing Knowledge to Electronic Knowledge Repositories: An Empirical Investigation , 2005, MIS Q..

[62]  Hubert M. Blalock,et al.  Correlated Independent Variables: The Problem of Multicollinearity , 1963 .

[63]  David A. Nembhard,et al.  An individual-based description of learning within an organization , 2000, IEEE Trans. Engineering Management.

[64]  A. Lievens,et al.  New service development in high tech sectors: a decision making perspective , 2003 .

[65]  Karma Sherif,et al.  Can technology build organizational social capital? The case of a global IT consulting firm , 2006, Inf. Manag..

[66]  H. Harman Modern factor analysis , 1961 .

[67]  Peter M. Senge,et al.  Bookshelf - High Output Management, Built to Last: Successful Habits of Visionary Companies, The Fifth Discipline: The Art & Practice of the Learning Organization , 2006, IEEE Softw..

[68]  Ronald T. Cenfetelli,et al.  Interpretation of Formative Measurement in Information Systems Research , 2009, MIS Q..

[69]  P. M. Podsakoff,et al.  Self-Reports in Organizational Research: Problems and Prospects , 1986 .

[70]  J. Bruner Acts of meaning , 1990 .

[71]  Detmar W. Straub,et al.  Specifying Formative Constructs in Information Systems Research , 2007, MIS Q..

[72]  Kun Chang Lee,et al.  KMPI: measuring knowledge management performance , 2005, Inf. Manag..

[73]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[74]  Rob Cross,et al.  Perceived trustworthiness of knowledge sources: the moderating impact of relationship length. , 2004, The Journal of applied psychology.

[75]  David R. Firth,et al.  Communications of the Association for Information Systems , 2011 .

[76]  Eliot R. Smith,et al.  Situated Social Cognition , 2007 .

[77]  Daniel A. Levinthal,et al.  ABSORPTIVE CAPACITY: A NEW PERSPECTIVE ON LEARNING AND INNOVATION , 1990 .

[78]  Ramkrishnan V. Tenkasi,et al.  P ERSPECTIVE M AKING AND P ERSPECTIVE T AKING IN C OMMUNITIES OF K NOWING , 2000 .

[79]  Steven P. Brown,et al.  An integrated model of feedback-seeking behavior: disposition, context, and cognition. , 2000, The Journal of applied psychology.

[80]  P. Hodkinson,et al.  Learning as peripheral participation in communities of practice: a reassessment of key concepts in workplace learning , 2005 .

[81]  Merja Mattila,et al.  Critical Aspects of Organizational Learning Research and Proposals for Its Measurement , 2001 .

[82]  Hee-Dong Yang,et al.  Perceived absorptive capacity of individual users in performance of Enterprise Resource Planning (ERP) usage: The case for Korean firms , 2007, Inf. Manag..

[83]  D. Perkins,et al.  Chapter 1: Individual and Social Aspects of Learning , 1998 .

[84]  Russell Korte,et al.  A review of social identity theory with implications for training and development , 2007 .

[85]  Andrew N. K. Chen,et al.  Assessing Value in Organizational Knowledge Creation: Considerations for Knowledge Workers , 2005, MIS Q..

[86]  Jonathon N. Cummings,et al.  Tie and Network Correlates of Individual Performance in Knowledge-Intensive Work , 2004 .

[87]  N. Lin Social Capital: Frontmatter , 2001 .

[88]  N. Lin Social Capital: A Theory of Social Structure and Action , 2001 .

[89]  Yi Liu,et al.  Organizational Learning, Internal Control Mechanisms, and Indigenous Innovation: The Evidence from China , 2010, IEEE Transactions on Engineering Management.

[90]  Kishore Gopalakrishna Pillai,et al.  Networks and competitive advantage: a synthesis and extension , 2006 .