Patelli Aurelio, Napolitano Lorenzo, Cimini Giulio, Pugliese Emanuele, Gabrielli Andrea
Enrico Fermi Research Center, Rome, Italy.
European Commission, Joint Research Centre (JRC-Seville), Seville, Spain.
Sci Rep. 2023 Aug 10;13(1):12988. doi: 10.1038/s41598-023-29979-x.
The evolution of economic and innovation systems at the national scale is shaped by a complex dynamics related to the multi-layer network connecting countries to the activities in which they are proficient. Each layer represents a different domain, related to the production of knowledge and goods: scientific research, technology innovation, industrial production and trade. Nestedness, a footprint of a complex dynamics, emerges as a persistent feature across these multiple kinds of activities (i.e. network layers). We observe that, in the layers of innovation and trade, the competitiveness of countries correlates unambiguously with their diversification, while the science layer shows some peculiar features. The evolution of the scientific domain leads to an increasingly modular structure, in which the most developed countries become relatively less active in the less advanced scientific fields, where emerging countries acquire prominence. This observation is in line with a capability-based view of the evolution of economic systems, but with a slight twist. Indeed, while the accumulation of specific know-how and skills is a fundamental step towards development, resource constraints force countries to acquire competitiveness in the more complex research fields at the expense of more basic, albeit less visible (or more crowded) ones. This tendency towards a relatively specialized basket of capabilities leads to a trade-off between the need to diversify in order to evolve and the need to allocate resources efficiently. Collaborative patterns among developed countries reduce the necessity to be competitive in the less sophisticated research fields, freeing resources for the more complex ones.
国家层面经济和创新体系的演变,受到与将各国与其擅长活动相连接的多层网络相关的复杂动态的影响。每一层都代表一个不同的领域,与知识和商品的生产相关:科学研究、技术创新、工业生产和贸易。嵌套性作为复杂动态的一种表现,在这些多种活动(即网络层)中呈现为一个持久特征。我们观察到,在创新和贸易层面,各国的竞争力与其多元化明确相关,而科学层则呈现出一些独特特征。科学领域的演变导致结构日益模块化,其中最发达国家在较不先进的科学领域相对活跃度降低,新兴国家在这些领域崭露头角。这一观察结果与基于能力的经济体系演变观点相符,但略有不同。的确,虽然积累特定的专门知识和技能是发展的基本步骤,但资源限制迫使各国以牺牲更基础(尽管不太明显或竞争更激烈)的领域为代价,在更复杂的研究领域获取竞争力。这种趋向于相对专业化能力组合的趋势,导致在为了发展而进行多元化的需求与有效分配资源的需求之间产生权衡。发达国家之间的合作模式减少了在较简单研究领域保持竞争力的必要性,从而为更复杂领域释放资源。