Patterns and structures of intra-organizational learning networks within a knowledge-intensive organization

This paper employs the network perspective to study patterns and structures of intra-organizational learning networks. The theoretical background draws from cognitive theories, theories of homophily and proximity, theories of social exchange, the theory of generalized exchange, small-worlds theory, and social process theory. The levels of analysis applied are actor, dyadic, triadic, and global. Confirmatory social network analysis (exponential random graph modeling) was employed for data analysis. Findings suggest: (1) central actors in the learning network are experienced and hold senior positions in the organizational hierarchy; (2) evidence of homophily (in terms of gender, tenure, and hierarchical level relations) and proximity (in terms of geographical and departmental distances) in learning relationships; (3) learning relationships are non-reciprocal; and (4) transitivity and high local clustering with sparse inter-cluster ties are significant for intra-organizational learning networks.

[1]  Vesa Peltokorpi,et al.  Transactive Memory Systems , 2008 .

[2]  L. Argote,et al.  The persistence and transfer of learning in industrial settings , 1990 .

[3]  Daniel J. Brass Men's and Women's Networks: A Study of Interaction Patterns and Influence In an Organization , 1985 .

[4]  J. E. Fleming The Human Group. By George C. Homans. New York: Harcourt, Brace & Co. 484 pp. $6.00 , 1951 .

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

[6]  J. Alberto Espinosa,et al.  Learning from Experience in Software Development: A Multilevel Analysis , 2007, Manag. Sci..

[7]  高橋 進 サイアート, マーチの「A Behavioral Theory of the Firm」 , 1995 .

[8]  Amalya L. Oliver,et al.  Social Networks, Learning, and Flexibility: Sourcing Scientific Knowledge in New Biotechnology Firms , 1994 .

[9]  H. Ibarra Personal Networks of Women and Minorities in Management: A Conceptual Framework , 1993 .

[10]  E. Johnsen Richard M. Cyert & James G. March, A Behavioral Theory of The Firm, Prentice-Hall, Inc., Englewood Cliffs, New Jersey, 1963, 332 s. , 1964 .

[11]  Anne Sigismund Huff,et al.  Review: Handbook for Organization Studies, editedby Stewart R. Clegg, Cynthia Hardy, and Walter R. Nord.Thousand Oaks, CA: Sage, 1996 , 1998 .

[12]  M. Sherif Superordinate Goals in the Reduction of Intergroup Conflict , 1958, American Journal of Sociology.

[13]  W. Mitchell,et al.  Learning from competing partners: outcomes and durations of scale and link alliances in Europe, North America and Asia , 2000 .

[14]  G. C. Homans,et al.  Social Behavior: Its Elementary Forms. , 1975 .

[15]  David Lewis Convention: A Philosophical Study , 1986 .

[16]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

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

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

[19]  Garry Robins,et al.  Closure , connectivity and degrees : New specifications for exponential random graph ( p * ) models for directed social networks , 2006 .

[20]  P. Pattison,et al.  New Specifications for Exponential Random Graph Models , 2006 .

[21]  Michael J. Marquardt,et al.  Organizational learning : from world-class theories to global best practices , 2000 .

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

[23]  Kyle Lewis,et al.  Transactive Memory Systems, Learning, and Learning Transfer , 2005, Organ. Sci..

[24]  Howard E. Aldrich,et al.  Organizational Boundaries and Inter-organizational Conflict , 1971 .

[25]  John Scott What is social network analysis , 2010 .

[26]  Laura M. Koehly,et al.  Formal and Emergent Predictors of Coworkers' Perceptual Congruence on an Organization's Social Structure , 1998 .

[27]  B. Kogut,et al.  The Small World of Germany and the Durability of National Networks , 2001, American Sociological Review.

[28]  Miha Škerlavaj,et al.  Towards Network Perspective of Intra- Organizational Learning: Bridging the Gap between Acquisition and Participation Perspective , 2007 .

[29]  Emmanuel Lazega,et al.  Social Capital as Social Mechanisms and Collective Assets : The Example of Status Auctions Among Colleagues , 2001 .

[30]  Stanley Wasserman,et al.  Testing Multitheoretical, Multilevel Hypotheses About Organizational Networks: An Analytic Framework and Empirical Example , 2006 .

[31]  Peter M. Blau,et al.  The Dynamics of Bureaucracy: A Study of Interpersonal Relations in Two Government Agencies. , 1956 .

[32]  Jeffrey Y. Kim,et al.  Information–Communication Technologies Open up Innovation , 2009 .

[33]  Mark Easterby-Smith,et al.  Disciplines of Organizational Learning: Contributions and Critiques , 1997 .

[34]  J. Ruiz Moreno [Organizational learning]. , 2001, Revista de enfermeria.

[35]  H. Leavitt Some effects of certain communication patterns on group performance. , 1951, Journal of abnormal psychology.

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

[37]  P. Blau,et al.  The Dynamics of Bureaucracy: A Study of Interpersonal Relations in Two Government Agencies. , 1956 .

[38]  Daniel H. Kim The Link between individual and organizational learning , 1997 .

[39]  Vladimir Batagelj,et al.  Pajek - Program for Large Network Analysis , 1999 .

[40]  Mark S. Granovetter Economic Action and Social Structure: The Problem of Embeddedness , 1985, American Journal of Sociology.

[41]  Daniel J. Brass A social network perspective on human resources management , 1992 .

[42]  Margaret A. White,et al.  Learning and Knowledge Transfer in Strategic Alliances: A Social Exchange View , 2005 .

[43]  Pablo Erat,et al.  Business customer communities and knowledge sharing: exploratory study of critical issues , 2006, Eur. J. Inf. Syst..

[44]  Felipe Korzenny,et al.  Testing the Theory of Electronic Propinquity: Organizational Teleconferencing , 1981 .

[45]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[46]  Olav Sorenson,et al.  Interdependence and Adaptability: Organizational Learning and the Long - Term Effect of Integration , 2003, Manag. Sci..

[47]  W. Powell,et al.  Interorganizational Collaboration and the Locus of Innovation: Networks of Learning in Biotechnology. , 1996 .

[48]  G. Homans,et al.  Social Behaviour, Its Elementary Forms , 1962 .

[49]  C. Fombrun,et al.  Social Network Analysis For Organizations , 1979 .

[50]  Kevin C. Desouza,et al.  Barriers to effective use of knowledge management systems in software engineering , 2003, CACM.

[51]  D. Watts Networks, Dynamics, and the Small‐World Phenomenon1 , 1999, American Journal of Sociology.

[52]  Mary Crossan,et al.  ORGANIZATIONAL LEARNING: DIMENSIONS FOR A THEORY , 1995 .

[53]  Douglas G. Birdsall Handbook of organization studies , 1998 .

[54]  R. Moreland,et al.  Group Versus Individual Training and Group Performance: The Mediating Role of Transactive Memory , 1995 .

[55]  H. Ibarra Homophily and differential returns: Sex differences in network structure and access in an advertising firm. , 1992 .

[56]  Daniel J. Brass,et al.  Taking Stock of Networks and Organizations: A Multilevel Perspective , 2004 .

[57]  G. Huber Organizational Learning: The Contributing Processes and the Literatures , 1991 .

[58]  P. Shrivastava A TYPOLOGY OF ORGANIZATIONAL LEARNING SYSTEMS , 1983 .

[59]  E. Lazega The Collegial Phenomenon , 2001 .

[60]  Anita L. Tucker,et al.  Implementing New Practices: An Empirical Study of Organizational Learning in Hospital Intensive Care Units , 2007, Manag. Sci..

[61]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[62]  Vlado Dimovski,et al.  Intra-organizational learning networks within knowledge-intensive learning environments , 2008, Interact. Learn. Environ..

[63]  B. Wellman Structural analysis: From method and metaphor to theory and substance. , 1988 .

[64]  D. Wegner,et al.  Transactive memory in close relationships. , 1991, Journal of personality and social psychology.

[65]  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..

[66]  Jesper B. Sørensen,et al.  Finding the right mix: franchising, organizational learning, and chain performance , 2001 .

[67]  David Krackhardt,et al.  Cognitive social structures , 1987 .

[68]  T. Snijders The statistical evaluation of social network dynamics , 2001 .

[69]  Charles C. Manz,et al.  Linking Cognition and Behavior: A Script Processing Interpretation of Vicarious Learning , 1985 .

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

[71]  Masao Nobe,et al.  The Community Question , 1991 .

[72]  Sharon L. Milgram,et al.  The Small World Problem , 1967 .

[73]  B. Wellman The Community Question: The Intimate Networks of East Yorkers , 1979, American Journal of Sociology.

[74]  S. D. Berkowitz,et al.  Social Structures: A Network Approach , 1989 .

[75]  Andrew Parker,et al.  Knowing What We Know: Supporting Knowledge Creation and Sharing in Social Networks , 2001 .

[76]  Peter R. Monge,et al.  Theories of Communication Networks , 2003 .

[77]  K. Jantke Planning for Learning , 2020, The Power of Assessment for Learning: Twenty Years of Research and Practice in UK and US Classrooms.

[78]  Miha Škerlavaj,et al.  Evidence for the network perspective on organizational learning , 2008 .

[79]  Jan W. Rivkin,et al.  Complexity, Networks and Knowledge Flow , 2002 .

[80]  K. Cook,et al.  Social Exchange Theory , 1989, Theoretical Sociology.

[81]  G. Day Continuous Learning about Markets , 1994 .

[82]  Donald A. Schön,et al.  Organizational Learning: A Theory Of Action Perspective , 1978 .

[83]  R. Moreland Transactive memory: Learning who knows what in work groups and organizations. , 1999 .

[84]  Bethany S. Dohleman Exploratory social network analysis with Pajek , 2006 .

[85]  L. Festinger Social pressures in informal groups : a study of human factors in housing / by Leon Festinger, Stanley Schachter and Kurt Back , 1950 .

[86]  R. Cross,et al.  Six Myths About Informal Networks -- and How to Overcome Them , 2002 .

[87]  J. March,et al.  A Behavioral Theory of the Firm , 1964 .

[88]  L. Smith-Lovin,et al.  Homophily in voluntary organizations: Status distance and the composition of face-to-face groups. , 1987 .

[89]  Ron Sanchez,et al.  Knowledge Management and Organizational Competence , 2001 .

[90]  H. Jennings,et al.  Who Shall Survive , 2007 .

[91]  Organizations , 1992, Restoration & Management Notes.

[92]  K. Cook,et al.  Power, Equity and Commitment in Exchange Networks , 1978 .

[93]  M. Dodgson Organizational Learning: A Review of Some Literatures , 1993 .

[94]  Martin Kilduff,et al.  Special Issue: Frontiers of Organization Science, Part 1 of 2: Zooming In and Out: Connecting Individuals and Collectivities at the Frontiers of Organizational Network Research , 2005, Organ. Sci..

[95]  Emmanuel Lazega,et al.  A Spinning Top Model of Formal Organization and Informal Behavior: Dynamics of Advice Networks Among Judges in a Commercial Court , 2006 .

[96]  C. Steglich,et al.  Applying SIENA: An illustrative analysis of the co-evolution of adolescents’ friendship networks, taste in music, and alcohol consumption , 2006 .

[97]  J. Brown,et al.  Organizational Learning and Communities-of-Practice: Toward a Unified View of Working, Learning, and Innovation , 1991 .

[98]  P. Blau,et al.  The Dynamics of Bureaucracy: A Study of Interpersonal Relations in Two Government Agencies. , 1956 .

[99]  Tom A. B. Snijders,et al.  Markov Chain Monte Carlo Estimation of Exponential Random Graph Models , 2002, J. Soc. Struct..

[100]  M. Kochen,et al.  Contacts and influence , 1978 .

[101]  Rob Cross,et al.  A Relational View of Information Seeking and Learning in Social Networks , 2003, Manag. Sci..

[102]  P. Blau Exchange and Power in Social Life , 1964 .

[103]  D. Wegner A Computer Network Model of Human Transactive Memory , 1995 .

[104]  J. Mitchell,et al.  The Concept and Use of Social Networks , 1969 .

[105]  Peng Wang,et al.  Closure, connectivity and degree distributions: Exponential random graph (p*) models for directed social networks , 2009, Soc. Networks.

[106]  Robert Kaše,et al.  HR practices, interpersonal relations, and intrafirm knowledge transfer in knowledge intensive firms: A social network perspective , 2009 .

[107]  S. D. Berkowitz,et al.  Social Structures: A Network Approach , 1989 .

[108]  W. Goodenough,et al.  Human Group , 1951, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[109]  A. Hollingshead Perceptions of Expertise and Transactive Memory in Work Relationships , 2000 .