A network analysis of countries' export flows: firm grounds for the building blocks of the economy
arXiv:1108.2590 · doi:10.1371/journal.pone.0047278
Abstract
In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements' similarity. As a result we find that country clustering reveals unexpected socio-geographic links among the most competing countries. On the same footings the products clustering can be efficiently used for a bottom-up classification of produced goods. Furthermore we mathematically reformulate the "reflections method" introduced by Hidalgo and Hausmann as a fixpoint problem; such formulation highlights some conceptual weaknesses of the approach. To overcome such an issue, we introduce an alternative methodology (based on biased Markov chains) that allows to rank countries in a conceptually consistent way. Our analysis uncovers a strong non-linear interaction between the diversification of a country and the ubiquity of its products, thus suggesting the possible need of moving towards more efficient and direct non-linear fixpoint algorithms to rank countries and products in the global market.
17 pages, 5 figures
References in corpus (6)
- The Building Blocks of Economic Complexity
- The Product Space Conditions the Development of Nations
- A fitness model for the Italian Interbank Money Market
- Self-organized network evolution coupled to extremal dynamics
- Bankruptcy risk model and empirical tests
- Topologically biased random walk with application for community finding in networks
Cited by in corpus (43)
- Linking Economic Complexity, Institutions and Income Inequality
- The Statistical Physics of Real-World Networks
- Ranking in evolving complex networks
- Quantifying China's Regional Economic Complexity
- Randomizing bipartite networks: the case of the World Trade Web
- The Impact of Services on Economic Complexity: Service Sophistication as Route for Economic Growth
- Inferring monopartite projections of bipartite networks: an entropy-based approach
- Computational Socioeconomics
- Measuring economic complexity of countries and products: which metric to use?
- How the Taxonomy of Products Drives the Economic Development of Countries
- Urbanization and Economic Complexity
- Investigating the interplay between fundamentals of national research systems: performance, investments and international collaborations
- A Simple Measure of Economic Complexity
- Unfolding the complexity of the global value chain: Strengths and entropy in the single-layer, multiplex, and multi-layer international trade networks
- The role of complex analysis in modeling economic growth
- Global Value Trees
- From innovation to diversification: a simple competitive model
- Complexity, Centralization, and Fragility in Economic Networks
- Hierarchicality of Trade Flow Networks Reveals Complexity of Products
- The mathematics of non-linear metrics for nested networks
- Grand canonical validation of the bipartite International Trade Network
- Hierarchical mutual information for the comparison of hierarchical community structures in complex networks
- Unveiling Relationships Between Crime and Property in England and Wales Via Density Scale-Adjusted Metrics and Network Tools
- Latent Dirichlet Allocation Models for World Trade Analysis
- Economic complexity of prefectures in Japan
- Pattern detection in bipartite networks: a review of terminology, applications and methods
- From Ecology to Finance (and Back?): Recent Advancements in the Analysis of Bipartite Networks
- PopRank: Ranking pages' impact and users' engagement on Facebook
- Characterizing the development of sectoral Gross Domestic Product composition
- Colombian export capabilities: building the firms-products network
- Estimating the drivers of urban economic complexity and their connection to economic performance
- Upstreamness and downstreamness in input-output analysis from local and aggregate information
- Universal Database for Economic Complexity
- A data driven network approach to rank countries production diversity and food specialization
- Economic decision making: application of the theory of complex systems
- How log-normal is your country? An analysis of the statistical distribution of the exported volumes of products
- Statistically validated projection of bipartite signed networks
- Interpreting Economic Complexity
- Assessing imbalance in signed brain networks
- Insights in Economical Complexity in Spain: the hidden boost of migrants in international tradings
- Enhancing countries' fitness with recommender systems on the international trade network
- Markov chain approach to anomalous diffusion on Newman-Watts networks
- Cost Functions in Economic Complexity