Interlocking directorates in Italy: persistent links in network dynamics

In this work we study the time evolution of interlocking directorates in Italy from 1998 to 2011 by means of dynamical networks. Our purpose is to assess if in Italy there is a connected and stable structure, due to the presence of directors with multiple mandates, like it happens in the German case. We find a very cohesive network structure, due to the presence of a few directors with multiple assignments and, unlike the German case, this structure is stable, but not connected. Moreover we propose an alternative approach to investigate the dynamics, based on temporal networks, in order to quantify the variation of links in a certain time period. We construct a unique cumulative network, where nodes are companies and the existence of an edge is related with the persistence in time of an interlock between two companies. This persistence is due on the one hand to the ownership of a few family firms, and on the other hand to cross-shareholdings between companies. To complete the analysis we also investigate whether the link stability results from the appointments of the same director or from the stepping in/out of different directors.

[1]  Frank Harary,et al.  Graph Theory , 2016 .

[2]  Alessandro Gambini,et al.  Composizione e struttura di rete tra le societa' quotate in Italia , 2012 .

[3]  State-owned enterprises in the Italian corporate network, 1972-1983 , 2009 .

[4]  L. Freeman Centrality in social networks conceptual clarification , 1978 .

[5]  Choujun Zhan,et al.  On the distributions of Laplacian eigenvalues versus node degrees in complex networks , 2010 .

[6]  Tanya Y. Berger-Wolf,et al.  Structure Prediction in Temporal Networks using Frequent Subgraphs , 2007, 2007 IEEE Symposium on Computational Intelligence and Data Mining.

[7]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[8]  Paolo Santella,et al.  A COMPARISON AMONG THE DIRECTOR NETWORKS IN THE MAIN LISTED COMPANIES IN FRANCE, GERMANY, ITALY, AND THE UNITED KINGDOM , 2009 .

[9]  Carlo Piccardi,et al.  Communities in Italian corporate networks , 2010 .

[10]  Claudio J. Tessone,et al.  Network Evolution Based on Centrality , 2010 .

[11]  Naim Dahnoun,et al.  Studies in Computational Intelligence , 2013 .

[12]  Paolo Santella,et al.  A Comparison of the Director Networks of the Main Listed Companies in France, Germany, Italy, the United Kingdom, and the United States , 2009 .

[13]  Giorgio Fagiolo,et al.  World-trade web: topological properties, dynamics, and evolution. , 2008, Physical review. E, Statistical, nonlinear, and soft matter physics.

[14]  Maurizio Zollo,et al.  Small worlds evolving: governance reforms, privatizations, and ownership networks in Italy , 2006 .

[15]  Garry Robins,et al.  Small Worlds Among Interlocking Directors: Network Structure and Distance in Bipartite Graphs , 2004, Comput. Math. Organ. Theory.

[16]  Silvana Stefani,et al.  Formal and Informal Networks in Organizations , 2013, Advanced Dynamic Modeling of Economic and Social Systems.

[17]  Fabio Bertoni,et al.  The Small-World of Italian Finance: Ownership Interconnections and Board Interlocks Amongst Italian Listed Companies , 2006 .

[18]  Dan Braha,et al.  From Centrality to Temporary Fame: Dynamic Centrality in Complex Networks , 2006, Complex..

[19]  P. Franses,et al.  Interlocking Boards and Firm Performance: Evidence from a New Panel Database , 2007 .

[20]  Matthias Raddant,et al.  Persistence of a Network Core in the Time Evolution of Interlocking Directorates , 2009 .

[21]  Murali Jagannathan,et al.  Too Busy to Mind the Business? Monitoring by Directors with Multiple Board Appointments , 2002 .

[22]  Eelke M. Heemskerk,et al.  The rise of the European corporate elite: evidence from the network of interlocking directorates in 2005 and 2010 , 2013 .

[23]  Kathleen M. Carley Dynamic Network Analysis , 2003 .

[24]  A. Rinaldi,et al.  The Italian Corporate Network, 1952-1983: New Evidence Using the Interlocking Directorates Technique , 2008 .

[25]  Paolo Santella,et al.  The Italian Chamber of Lords Sits on Listed Company Boards: An Empirical Analysis of Italian Listed Company Boards from 1998 to 2006 , 2007 .

[26]  V. Latora,et al.  A measure of centrality based on network efficiency , 2004, cond-mat/0402050.

[27]  Thomas Lux,et al.  The small core of the German corporate board network: New evidence from 2010 , 2013 .

[28]  Mark R. Muldoon,et al.  The Small World of Corporate Boards , 2006 .

[29]  G. Rotundo,et al.  Ownership and control in shareholding networks , 2010 .

[30]  Michelangelo Vasta,et al.  The Structure of Italian Capitalism, 1952–1972: New Evidence Using the Interlocking Directorates Technique , 2005, Financial History Review.

[31]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994 .

[32]  Guido Caldarelli,et al.  The corporate boards networks , 2004 .

[33]  Stephen B. Seidman,et al.  Network structure and minimum degree , 1983 .

[34]  M. Mizruchi What Do Interlocks Do? An Analysis, Critique, and Assessment of Research on Interlocking Directorates , 1996 .

[35]  Cecilia Mascolo,et al.  Components in time-varying graphs , 2011, Chaos.

[36]  Alain Alcouffe,et al.  CEO Reciprocal Interlocks in French Corporations , 2003 .

[37]  Jari Saramäki,et al.  Temporal Networks , 2011, Encyclopedia of Social Network Analysis and Mining.

[38]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

[39]  P. Bonacich TECHNIQUE FOR ANALYZING OVERLAPPING MEMBERSHIPS , 1972 .

[40]  A. Barabasi,et al.  Network biology: understanding the cell's functional organization , 2004, Nature Reviews Genetics.

[41]  Rosanna Grassi,et al.  The economic effect of interlocking directorates in Italy: new evidence using centrality measures , 2014, Comput. Math. Organ. Theory.

[42]  S. Battiston,et al.  Statistical properties of corporate board and director networks , 2004 .

[43]  Thomas Lux,et al.  The small core of the German corporate board network , 2010, Comput. Math. Organ. Theory.

[44]  D. Garlaschelli,et al.  The scale-free topology of market investments , 2003, cond-mat/0310503.