After a little over a month of development, beta version 1.0 of the tool is now ready. It is an open source project sponsored by Norges Bank. The code is available at Google Code (get in touch with me to participate) and the documentation on Google docs. Currently the tool has a command line user interface and its main features include:
- Construction of networks from payment/trade data where an arc (link) is established if a payment/trade takes place between the banks. Further payments/trades add to the weight of the arc. Aggregation interval can be based on the number of payments/trades, on their value or on their timing (e.g. daily networks)
- The networks generated can be edited (transposed, made symmetric) and vertices (nodes) can be dropped based on any of their properties that are calculated (e.g. all nodes without outgoing links or smaller than some threshold value)
- A number of statistics can be calculated for the vertices and arcs, e.g. betweenness centrality, random walk betweenness, eigenvector centrality, PageRank, HITS, average shortest paths, reciprocity, eccentricity, strength, loops and degree. Strong and weak components of the network can be identified.
- Networks, vertices and arcs and their properties can be viewed on screen
- Networks can be saved as vertex/arclists or in Pajek format to f ile for further analysis.
To install the tool simply download the latest version and copy the contents of the .zip file to some directory. You start the program from start.bat. You can try that it works by typing:
run -file data/script.txt
it runs script.txt file (in /data folder) which contains some commands to build and analyze networks created from example data (also under the /data folder). Please let me know of any bugs or needs for improvement.
For other similar tools, see the Social network analysis software article on wikipedia
IMF report on using network models as basis for charges on systemically important banks
Recently the idea has been floated that systemically important financial institutions should be charged insurance premia to cover for government support in times of stress. The recent IMF report (April 2010) for G20 ministers now suggests that:
In order to operationalize the network approach, however, more both theoretical and empirical research is needed – as well as access to more frequent and granular data.