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Rare earth elements (REEs) are 17 critical minerals used in many clean energy technologies like wind turbines and electric vehicles. Conventionally, we produce REEs from mining in few, geopolitically restricted regions. Developing systems…

物理与社会 · 物理学 2025-07-01 Adam Smerigan , Rui Shi

In the wake of the 2008 financial crisis the role of strongly interconnected markets in fostering systemic instability has been increasingly acknowledged. Trade networks of commodities are susceptible to deleterious cascades of supply…

经济学 · 定量金融 2015-04-15 Peter Klimek , Michael Obersteiner , Stefan Thurner

The global impetus for extracting rare earth elements (REEs) is shaping the future of green technologies. From high-efficiency magnets in wind turbines to advanced batteries and solar photovoltaics, REEs are indispensable for a greener…

应用统计 · 统计学 2025-12-24 Ashish Ranjan Kumar , Sekhar Bhattacharyya

Trade networks, across which countries distribute their products, are crucial components of the globalized world economy. Their structure is strongly heterogeneous across products, given the different features of the countries which buy and…

物理与社会 · 物理学 2019-01-09 Carlo Piccardi , Lucia Tajoli

This study proposes a systematic non-kinetic deterrence path modeling framework based on strategic rare earth supply cut-off, aiming to assess the strategic effects of China's export control policy against the United States at the military…

物理与社会 · 物理学 2025-05-29 Wei Meng

Establishing a resilient food trade system is an international consensus on safeguarding food security amid growing disruptions. However, a unified resilience framework has yet to be established, leading to the proliferation of diverse…

物理与社会 · 物理学 2025-09-26 Si-Yao Wei , Wei-Xing Zhou

With globalization, countries are more connected than before by trading flows, which currently amount to at least 36 trillion dollars. Interestingly, approximately 30-60 percent of global exports consist of intermediate products. Therefore,…

综合金融 · 定量金融 2017-02-08 Peiteng Shi , Jiang Zhang , Bo Yang , Jingfei Luo

Critical for policy-making and business operations, the study of global supply chains has been severely hampered by a lack of detailed data. Here we harness international firm-level transaction data covering 20m global firms, and 1 billion…

综合经济学 · 经济学 2025-11-24 Neave O'Clery , Ben Radcliffe-Brown , Thomas Spencer , Daniel Tarling-Hunter

Pesticides are a kind of agricultural input, whose use can greatly reduce yield loss, regulate plant growth, effectively liberate agricultural productivity, and improve food security. The availability of pesticides in economies all over the…

物理与社会 · 物理学 2024-08-08 Jian-An Li , Li Wang , Wen-Jie Xie , Wei-Xing Zhou

Countries globally trade with tons of waste materials every year, some of which are highly hazardous. This trade admits a network representation of the world-wide waste web, with countries as vertices and flows as directed weighted edges.…

物理与社会 · 物理学 2022-04-06 Johann H. Martínez , Sergi Romero , José J. Ramasco , Ernesto Estrada

International food trade is a growing complement to gaps in domestic food supply and demand, but it is vulnerable to disruptions due to some unforeseen shocks. This paper assembles the international crop trade networks using maize, rice,…

物理与社会 · 物理学 2023-06-21 Yin-Ting Zhang , Wei-Xing Zhou

Countries participate in global value chains by engaging in backward and forward transactions connecting multiple geographically dispersed production stages. Inspired by network theory, we model global trade as a multilayer network and…

Ecological systems have a high level of complexity combined with stability and rich biodiversity. Recently, the analysis of their properties and evolution has been pushed forward on a basis of concept of mutualistic networks that provides a…

综合金融 · 定量金融 2015-03-13 Leonardo Ermann , Dima L. Shepelyansky

Modern macroeconomic theories were unable to foresee the last Great Recession and could neither predict its prolonged duration nor the recovery rate. They are based on supply-demand equilibria that do not exist during recessionary shocks.…

综合经济学 · 经济学 2019-06-19 Peter Klimek , Sebastian Poledna , Stefan Thurner

Analyzing available FAO data from 176 countries over 21 years, we observe an increase of complexity in the international trade of maize, rice, soy, and wheat. A larger number of countries play a role as producers or intermediaries, either…

物理与社会 · 物理学 2020-01-08 Rebekka Burkholz , Frank Schweitzer

We analyze the multilayer architecture of the global input-output network using sectoral trade data (WIOD, 2016 release). With a focus on the mesoscale structure and related properties, our multilayer analysis takes into consideration the…

计量经济学 · 经济学 2022-11-10 Rosanna Grassi , Paolo Bartesaghi , Gian Paolo Clemente , Duc Thi Luu

Using the United Nations COMTRADE database \cite{comtrade} we construct the Google matrix $G$ of multiproduct world trade between the UN countries and analyze the properties of trade flows on this network for years 1962 - 2010. This…

统计金融 · 定量金融 2015-04-02 Leonardo Ermann , Dima L. Shepelyansky

The worldwide trade network has been widely studied through different data sets and network representations with a view to better understanding interactions among countries and products. Here we investigate international trade through the…

This study constructs a quantifiable modelling framework to simulate non-kinetic strategic deterrence pathways in rare earth supply disruption scenarios, based on structured responses from expert interviews led by Dr. Daniel O'Connor, CEO…

计算机与社会 · 计算机科学 2025-06-16 Wei Meng

Automation affects the labour content of work differently across different contexts. Yet, most existing exposure measures assign fixed scores to tasks or occupations, limiting comparisons of automation exposure across countries. We develop…

综合经济学 · 经济学 2026-05-19 Prashant Garg , Tommaso Crosta , Jasmin Baier
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