Abstract
We study the structure of international aid coordination by creating and analyzing a tripartite network of donor organizations, recipient countries and development issues using web-based information. We develop a measure of coordination and find that it is moderate, achieving about 60% of its theoretical maximum. Many countries are strongly connected to organizations that are related to the issues that are salient there. Nevertheless, we identify many countries that are poorly served, issues that are inadequately attended to, and organizations that focus on the wrong combination of places and issues. Our approach may be used to improve decentralized coordination.
- 1
For simplicity, we name organizations through their well-known acronyms. A list of acronyms and the organizational names is included in Table 1.
- 2
http://www.devdir.org/stats.htm, May 30th, 2012.
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A public web API is a tool that allows programs to access web content directly. These are commonly used to build dynamic content, but can also be used to retrieve data.
- 6
An alternative would be to consider a weighted measure, such as a correlation, rather than one based on cutoffs and counts. We did not take this route because we care about the quality of positive matches rather than the intensity of the negative matches. A regression approach treats both as symmetric. Secondly, correlation-based measures give higher weights to both positive and negative outliers and given the noise in the data, make the results less precise. This issue could be revisited if data based on triplets rather than pairs were used, as discussed in the concluding section.
References
Balassa, B. (1965) “Trade Liberalisation and Revealed Comparative Advantage,” The Manchester School, 33:99–123.10.1111/j.1467-9957.1965.tb00050.xSearch in Google Scholar
Büttcher, S., C. L. A. Clarke and G. V. Cormack (2010) Information Retrieval – Implementing and Evaluating Search Engines. Cambridge, MA, USA: MIT Press.Search in Google Scholar
Cohen, A. M., W. R. Hersh, C. Dubay and K. Spackman (2005) “Using Co-Occurrence Network Structure to Extract Synonymous Gene and Protein Names from MEDLINE Abstracts,” BMC Bioinformatics, 6:103.10.1186/1471-2105-6-103Search in Google Scholar
Coscia, M. and V. Rios (2012) “Knowing Where and How Criminal Organizations Operate Using Web Content.,” Proceedings of the 21st ACM Conference on Information and Knowledge Management, CIKM, ACM, pp. 1412–1421.10.1145/2396761.2398446Search in Google Scholar
Easterly, W. (2007) “Was Development Assistance a Mistake?,” American Economic Review, 97(2):328–332.10.1257/aer.97.2.328Search in Google Scholar
Geng, L. and H. J. Hamilton (2006) “Interestingness Measures for Data Mining: A Survey,” Journal ACM Computing Surveys (CSUR), 38(3):1–32.10.1145/1132960.1132963Search in Google Scholar
Hagmann, P., L. Cammoun, X. Gigandet, R. Meuli, C. J. Honey, V. J. Wedeen and O. Sporns (2008) “Mapping the Structural Core of Human Cerebral Cortex,” PLOS Biology, 7:e159.10.1371/journal.pbio.0060159Search in Google Scholar
Hayek, F. (1929/1933) Monetary Theory and the Trade Cycle. London: Jonathan Cape.Search in Google Scholar
Hayek, F. (1945) “The Use of Knowledge in Society,” American Economic Review, XXXV (4): 519–530. American Economic Association.Search in Google Scholar
Hidalgo, C. A., B. Klinger, A.-L. Barabási and R. Hausmann (2007) “The Product Space Conditions the Development of Nations,” Science, 317(5837):482–487.10.1126/science.1144581Search in Google Scholar
Jost, L. (2006) “Entropy and Diversity,” Oikos, 113(2):363–375.10.1111/j.2006.0030-1299.14714.xSearch in Google Scholar
Kipling, R. (1899) The White Man’s Burden. New York, NY USA: McClure’s.Search in Google Scholar
Kornai, J. and T. Liptak (1965) “Two-level Planning,” Econometrica, 33:141–169.10.2307/1911892Search in Google Scholar
Kornai, J. (1992) “The Postsocialist Transition and The State: Reflections in the Light of Hungarian Fiscal Problems,” American Economic Review, American Economic Association, 82(2):1–21.Search in Google Scholar
Kruskal, J. B. (1956) “On the Shortest Spanning Subtree of a Graph and the Traveling Salesman Problem,” Proceedings of the American Mathematical Society, 7(1):48–50.10.1090/S0002-9939-1956-0078686-7Search in Google Scholar
Lange, O. (1949) “The Practice of Economic Planning and the Optimum Allocation of Resources,” Econometrica, 17:166–171.10.2307/1907304Search in Google Scholar
Lee, S. H., P.-J. Kim, Y.-Y. Ahn and H. Jeong (2010) “Googling Social Interactions: Web Search Engine Based Social Network Construction,” PLoS ONE, 5(7):e11233.10.1371/journal.pone.0011233Search in Google Scholar
Madisson, A. (2008) “Shares of the Rich and the Rest in the World Economy: Income Divergence between Nations, 1820–2030,” Asian Economic Policy Review, 3(1):67–82.10.1111/j.1748-3131.2008.00090.xSearch in Google Scholar
Moore, M. H. (1997) Creating Public Value: Strategic Management in Government. Cambridge, MA, USA: Harvard University Press.Search in Google Scholar
Newman, M. E. J. (2003) “The Structure and Function of Complex Networks,” SIAM Review, 45:167–256.10.1137/S003614450342480Search in Google Scholar
Newman, M. E. J. (2010) Networks: An Introduction. New York, NY: Oxford University Press, Inc.Search in Google Scholar
Pritchett, L. (1997) “Divergence, Big Time,” Journal of Economic Perspectives, 11(3):3–17.10.1257/jep.11.3.3Search in Google Scholar
Shannon, C. E. (1948) “A Mathematical Theory of Communication,” Bell System Technical Journal, 27(3):379–423.10.1002/j.1538-7305.1948.tb01338.xSearch in Google Scholar
Sistrom, C. L. and Garvan C. W. (2004) “Proportions, Odds, and Risk,” Radiology, 230(1):12–19.10.1148/radiol.2301031028Search in Google Scholar
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Articles in the same Issue
- Research Foundation
- Caught in a Poverty Trap? Testing for Single vs. Multiple Equilibrium Models of Growth
- Macroeconomic Policy Coordination in a Competitive Real Exchange Rate Strategy for Development
- Policy Analysis
- The Declining Labor Share of Income
- The Structure and Dynamics of International Development Assistance
- Latin America’s Trade and Growth Patterns, the China Factor, and Prebisch’s Nightmare
- Export Similarity Networks and Proximity Control Methods for Comparative Case Studies