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Energy, uncertainty and geopolitics: A SHAP-based tail analysis of spot and futures uranium markets 能源、不确定性和地缘政治:基于shape的铀现货和期货市场尾部分析
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-12-03 DOI: 10.1016/j.resourpol.2025.105812
Ivan De Crescenzo , Lyubov Doroshenko , Loretta Mastroeni , Alessandro Mazzoccoli
This paper investigates the mechanisms through which macroeconomic and geopolitical shocks influence the volatility of spot and futures uranium markets. The analysis employs gradient boosting and Shapley Additive explanations (SHAP) values and introduces a novel rolling Extreme SHAP Impact Index (ESII) designed to capture periods of abrupt changes in feature importance.
The study adopts a dual-price approach, using the Global Price of Uranium as a spot proxy and the Uranium Futures Contract, along with the Global Price of Energy Index. Risk and uncertainty are measured by the Geopolitical Risk Index (GPR), the Global Economic Policy Uncertainty Index (GEPU) and the GDP-weighted World Uncertainty Index (WUI).
Our results show divergent behaviors in the spot and futures markets, with different volatility drivers. The findings highlight structural limitations and vulnerabilities in the uranium market, offering guidance for regulators and policymakers to support market stability and global energy security.
本文研究了宏观经济和地缘政治冲击对铀现货和期货市场波动的影响机制。该分析采用梯度增强和Shapley加性解释(SHAP)值,并引入了一种新的滚动极端Shapley影响指数(ESII),旨在捕捉特征重要性的突变期。该研究采用了双重价格方法,使用全球铀价格作为现货代理和铀期货合约,以及全球能源价格指数。风险和不确定性由地缘政治风险指数(GPR)、全球经济政策不确定性指数(GEPU)和gdp加权世界不确定性指数(WUI)来衡量。我们的研究结果显示,在不同的波动驱动因素下,现货市场和期货市场的行为存在差异。研究结果强调了铀市场的结构性限制和脆弱性,为监管机构和政策制定者提供了支持市场稳定和全球能源安全的指导。
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引用次数: 0
Asymmetric volatility spillover between clean energy and nonferrous metal markets under climate risks: Portfolio hedging implications 气候风险下清洁能源和有色金属市场不对称波动溢出:投资组合对冲影响
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-12-01 DOI: 10.1016/j.resourpol.2025.105801
Qingying Zheng , Jintao Wu , Boqiang Lin
Although extensive research has been conducted on the risk spillover between clean energy and the non-ferrous metals markets, there has been limited discussion on the role of asymmetric volatility spillover and climate risks in this context. This paper integrates semivariance decomposition with a Tail Event-driven NETwork (TENET) to assess both negative (bad) and positive (good) volatility spillovers in the clean energy and non-ferrous metals markets. The study considers both climate transition and physical risks within the flexible, high-dimensional TENET framework. We find that the patterns of negative and positive volatility spillovers between clean energy and non-ferrous metals markets exhibit significant asymmetry in network structure and dynamics, as evidenced by the total connectedness index. Additionally, we confirm that incorporating physical and transition risks is crucial in analyzing volatility spillovers in these markets. Finally,the portfolio implications underscore the informational and economic value of asymmetric volatility spillover analysis. The findings of this study may have practical implications for policymakers aiming to enhance risk early warning systems and could assist investors in portfolio management.
尽管对清洁能源和有色金属市场之间的风险溢出进行了广泛的研究,但对不对称波动溢出和气候风险在这一背景下的作用的讨论有限。本文将半方差分解与尾部事件驱动网络(TENET)相结合,以评估清洁能源和有色金属市场的负(坏)和正(好)波动溢出效应。该研究在灵活、高维的TENET框架内考虑了气候转变和物理风险。研究发现,清洁能源和有色金属市场的负、正波动溢出模式在网络结构和动态上表现出显著的不对称性,这一点可以通过总连通性指数来证明。此外,我们确认,在分析这些市场的波动溢出效应时,纳入实物风险和转型风险至关重要。最后,投资组合的影响强调了不对称波动溢出分析的信息和经济价值。本研究的结果可能对旨在加强风险预警系统的政策制定者具有实际意义,并可以帮助投资者进行投资组合管理。
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引用次数: 0
Peaceful development: Natural resources, global agendas and conflict in Africa 和平发展:自然资源、全球议程和非洲冲突
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-29 DOI: 10.1016/j.resourpol.2025.105796
Fabrice Ewolo Bitoto , Nelson Derrick Nguepi , Cerapis Nchinda Mbognou , Ruth Dzokou Petnga
Natural wealth, such as precious minerals, has often been blamed for driving armed conflict. The aim of this study is twofold. Firstly, the study aims to reexamine the impact of natural resource dependence on the likelihood of conflict in Africa. Secondly, to examine the moderating role of development programs in the relationship between natural resources and conflict in Africa. The analysis carried out on data from 40 African countries over the period 1996–2022 yielded several main results. Firstly, natural resource rents significantly increase the probability of conflict in Africa. Secondly, the interaction between natural resource rents and development programs, namely the Millennium Development Goals (MDGs), the Sustainable Development Goals (SDGs), and Agenda 2063, reveals contrasting effects. While the SDGs and Agenda 2063 significantly reduce the likelihood of conflict, this is not the case for the MDGs. Indeed, the MDGs focused more on poverty reduction and did not include all dimensions, whereas recent development programs are more inclusive and integrate the dimensions of governance, peace and security, partnerships, and conflict prevention. The SDGs place greater emphasis on environmental sustainability and the management of natural resources, which could help ease tensions around rents. These results are robust to various consistency checks. We suggest that governments continue efforts to promote greater ownership of recent development programs in Africa.
自然财富,如珍贵的矿产,经常被指责为导致武装冲突的原因。这项研究的目的是双重的。首先,本研究旨在重新审视自然资源依赖对非洲冲突可能性的影响。其次,考察发展项目在非洲自然资源与冲突之间关系中的调节作用。对1996年至2022年期间40个非洲国家的数据进行的分析产生了几项主要结果。首先,自然资源租金显著增加了非洲发生冲突的可能性。其次,自然资源租金与发展计划,即千年发展目标(MDGs)、可持续发展目标(SDGs)和《2063年议程》之间的相互作用显示出截然不同的效果。虽然可持续发展目标和《2063年议程》大大减少了冲突的可能性,但千年发展目标并非如此。的确,千年发展目标更侧重于减少贫困,并没有包括所有方面,而最近的发展计划更具包容性,整合了治理、和平与安全、伙伴关系和预防冲突等方面。可持续发展目标更加强调环境的可持续性和自然资源的管理,这有助于缓解围绕租金的紧张局势。这些结果对于各种一致性检查是可靠的。我们建议各国政府继续努力促进对非洲近期发展项目的更大自主权。
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引用次数: 0
Effects of the Fundão Dam break on the performance of socioeconomic indicators in Mariana municipality, Minas Gerais State fund<e:1> o溃坝对米纳斯吉拉斯州马里亚纳市社会经济指标绩效的影响
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-29 DOI: 10.1016/j.resourpol.2025.105799
Thiago Vinícius Alves Monteiro , Valente José Matlaba , Gabriel Costa Maciel Moia , Jorge Filipe dos Santos
The objective of this study was to analyze the effects of the collapse of the Fundão Dam on the performance of seven socioeconomic indicators in the Mariana municipality, Minas Gerais, and to evaluate the contribution of the Renova Foundation's repair and recovery actions in improving these indicators. We applied the synthetic control method, as recommended by the literature, when the unit of interest underwent a unique intervention not shared with other units. The construction of the control group considers similarities—characteristics before the event—to the treatment unit. We found that Mariana lacked an effective economic recovery after the event and that labor changes related to temporary activities had a different profile from that of those employed in mining (mostly specialized technical professionals). There was a drop in investments in sport and leisure, which are sectors associated with improving revenues and other social indicators, such as crime, as highlighted by local leaders. In addition to amplifying existing approaches to this event, this work could guide future actions by mining companies in sectors with still low performance. The study can subsidize research on other municipalities with similar situations or structural events and contribute to studies that test the socioeconomic effects of interventions.
本研究的目的是分析fund o大坝倒塌对米纳斯吉拉斯州马里亚纳市七项社会经济指标的影响,并评估Renova基金会的修复和恢复行动对改善这些指标的贡献。当感兴趣的单元经历了不与其他单元共享的独特干预时,我们采用文献推荐的综合控制方法。控制组的构建考虑了事件发生前与治疗组的相似之处。我们发现,事故发生后,马里亚纳缺乏有效的经济复苏,与临时活动相关的劳动力变化与采矿业(主要是专业技术人员)的就业情况不同。体育和休闲领域的投资有所下降,而地方领导人强调,这些领域与提高收入和其他社会指标(如犯罪率)有关。除了扩大对这一事件的现有办法外,这项工作还可以指导矿业公司在业绩仍然较低的部门的未来行动。这项研究可以资助其他有类似情况或结构性事件的城市的研究,并有助于测试干预措施的社会经济影响的研究。
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引用次数: 0
Dimensions of everyday resistance in rural artisanal mining communities in South Africa 南非农村手工采矿社区日常抵抗的维度
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-29 DOI: 10.1016/j.resourpol.2025.105798
Nonkululeko Melody Zondo
Artisanal mining practices continue to proliferate in South Africa. This is despite extensive regulation and efforts by the government to curtail these practices. This paper aims to provide a nuanced understanding of this conundrum by documenting the narratives of artisanal miners and their experiences over the years, including their motivations and drivers through the lens of everyday resistance theory. Scholars have highlighted the lack of documentation of the reactions and responses of artisanal miners to regulative and coercive measures and interventions aimed at curtailing the ASM sector. This has resulted in a limited understanding of the dynamics between government interventions and miners. This oversight perpetuates the misconceptions about ASM as a sector populated by passive actors who deliberately bypass laws and regulations, causing social and economic disorder. Findings from this study contradict this narrative, revealing artisanal mining as a domain of resistance and agency for poor and marginalised individuals, who actively negotiate their livelihoods and claim their rights in the face of poverty, inequality and different forms of exclusion. This article contends that artisanal mining, like the informal sector, is not the problem itself but rather a symptom of the profound structural issues plaguing the mineral resources sector. Instead of solely focusing on eradicating artisanal mining, interventions and policies should aim to transform the minerals sector as a whole, prioritising inclusive participation and equitable opportunities for marginalised communities in the minerals economy.
手工采矿的做法在南非继续激增。尽管政府进行了广泛的监管和努力,以限制这些做法。本文旨在通过记录手工矿工的叙述和他们多年来的经历,包括他们的动机和驱动因素,通过日常抵抗理论的视角,对这一难题提供细致入微的理解。学者们强调,缺乏关于手工采矿者对旨在限制ASM部门的管制和强制措施和干预的反应和反应的文件。这导致人们对政府干预与矿工之间的动态关系理解有限。这种疏忽延续了对ASM的误解,认为ASM是一个由被动参与者组成的行业,他们故意绕过法律法规,造成社会和经济混乱。这项研究的结果与这种说法相矛盾,揭示了手工采矿是穷人和边缘化个人的抵抗和代理领域,他们在面对贫困、不平等和不同形式的排斥时,积极地谈判自己的生计并主张自己的权利。本文认为,像非正规部门一样,手工采矿本身并不是问题,而是困扰矿物资源部门的深刻结构性问题的一个症状。干预措施和政策不应仅仅着眼于消除手工采矿,而应着眼于改变整个矿产部门,优先考虑边缘化社区在矿产经济中的包容性参与和公平机会。
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引用次数: 0
Lithium extraction from mining and mineral processing wastes 从采矿和矿物加工废料中提取锂
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-28 DOI: 10.1016/j.resourpol.2025.105790
Lucie Bartoňová , Helena Raclavská , Barbora Švédová
Due to increased demand on energy storage sector and limited worldwide reserves of lithium, sustainable and reliable sources of this critical metal are being sought. Mining and mineral-processing wastes remain one of world's largest waste streams and proper management of these wastes provides multiple benefits – saving natural resources, reducing supply risk and enhancing environmental performance. Therefore, in terms of their possible use as a cheap and available source of Li (and other valuable elements), the review paper evaluates various mining, industrial and mineral-processing wastes – waste aluminosilicates (including B clays), bauxite processing residues (including red mud or overhaul slag), coal gangue and coal ash, Sn-W clay residues and other wastes (e.g., rare earth molten salt electrolysis slag). The paper discusses physical, chemical and biotechnological methods used for Li extraction from these materials and documents that efficient extraction is technically feasible. To enhance the economic viability, co-extraction of Li and other critical elements (REE, Al, Rb, Cs, Ge, Ga, V, etc.) is evaluated as well. In addition to technologic and economic implications, overall framing of Li extraction from secondary sources in the context of environmental and social sustainability is discussed as well.
由于储能行业的需求增加和全球锂储量有限,人们正在寻求这种关键金属的可持续和可靠来源。采矿和矿物加工废物仍然是世界上最大的废物流之一,对这些废物进行适当管理可带来多重好处- -节约自然资源、减少供应风险和提高环境绩效。因此,就其作为Li(和其他有价值元素)的廉价和可用来源的可能性而言,本文综述了各种采矿,工业和矿物加工废物-废铝硅酸盐(包括B粘土),铝土矿加工残留物(包括赤泥或大修渣),煤矸石和煤灰,锡钨粘土残留物和其他废物(例如稀土熔盐电解渣)。本文讨论了从这些材料和文献中提取锂的物理、化学和生物技术方法,认为高效提取在技术上是可行的。为了提高经济可行性,还对Li和其他关键元素(REE、Al、Rb、Cs、Ge、Ga、V等)的共萃取进行了评价。除了技术和经济影响外,本文还讨论了在环境和社会可持续性背景下从二手资源中提取锂的总体框架。
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引用次数: 0
A low-cost, high-efficiency method for the extraction and purification of rhenium as ammonium perrhenate from molybdenite roasting dust 一种低成本、高效率从辉钼矿焙烧粉尘中提取高铼酸铵的方法
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-27 DOI: 10.1016/j.resourpol.2025.105791
Saeid Narimany , Mahboubeh Rabbani , Shahriar Ghamami
Rhenium is one of the rarest and most strategically significant transition metals, classified among critical minerals due to its indispensable role in aerospace, defense, and energy technologies. Its exceptional high-temperature stability makes it essential in nickel-based superalloys for jet engines and in platinum–rhenium catalysts for clean fuel production. However, the scarcity of primary deposits and concentration of supply in a few countries expose global industries to geopolitical and supply chain risks. This study presents a low-cost, high-efficiency process for extracting and purifying rhenium as ammonium perrhenate from molybdenite roasting dust, using locally available equipment and chemical reagents. The process, tested at both laboratory and industrial scales, achieved high recovery yields while significantly reducing operational costs compared to conventional methods. Beyond the technical achievement, the proposed approach offers strategic value for rhenium-producing countries by enabling domestic value addition, reducing import dependency, and enhancing competitiveness in high-tech and energy sectors. The potential to support national critical mineral strategies highlights the broader policy and market relevance of this work.
铼是最稀有和最具战略意义的过渡金属之一,因其在航空航天、国防和能源技术中不可或缺的作用而被列为关键矿物。其优异的高温稳定性使其在用于喷气发动机的镍基高温合金和用于清洁燃料生产的铂铼催化剂中必不可少。然而,初级矿藏的稀缺和供应集中在少数国家,使全球工业面临地缘政治和供应链风险。本研究提出了一种低成本、高效率的从辉钼矿焙烧粉尘中提取并提纯铼为过铼酸铵的工艺。经过实验室和工业规模的测试,与传统方法相比,该工艺实现了高回收率,同时显著降低了运营成本。除了技术成就之外,拟议的方法还为铼生产国提供了战略价值,使其能够实现国内增值,减少对进口的依赖,并提高高科技和能源部门的竞争力。支持国家关键矿物战略的潜力突出了这项工作的更广泛的政策和市场相关性。
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引用次数: 0
Diamond artisanal mining and trafficking in the South Kasaï region of the Congo during the decolonization period (1957–1964) 非殖民化时期刚果南部Kasaï地区手工开采和贩运钻石(1957-1964)
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-25 DOI: 10.1016/j.resourpol.2025.105763
Véronique Pouillard, Kristin Ranestad
This paper examines the diamond extraction and commerce in South Kasaï, a key diamond-producing region in the Democratic Republic of Congo (DRC). Focusing on the late colonial years through the post-independence militarization of the province in 1964, the article examines the role of the multinational firms Forminière and Bécéka in consolidating control over diamond resources. Drawing on archival materials from both firms, held in the Sibeka archives (after the postcolonial renaming of these operations), we analyze how these firms exploited Congo’s extractive institutions, contributing to violence and state fragility. Shortly after the Congo gained independence on June 30, 1960, South Kasaï declared secession from the new republic and remained a semi-autonomous entity until 1962. Despite the ban on artisanal mining by the multinationals present in the region and by the South Kasaï provincial authorities, clandestine mining increased and started fostering the cross-border trade in diamonds, creating alternative circuits of commerce outside the monopoly of the De Beers international cartel. Against this backdrop, our findings show a ‘cycle of repression’, in which multinational management employed corruption, local exploitation, and violent measures to suppress artisanal mining and maintain dominance. We argue that the transition to independence intensified legal pluralism and informal mining cultures, undermining state authority and reinforcing the ‘resource curse’ framework. The paper contributes to debates on natural resources, extractive institutions, and conflict, offering a microhistorical perspective on diamond mining and its implications for Congolese governance.
本文考察了刚果民主共和国(DRC)主要钻石产区Kasaï南部的钻石开采和商业。​利用这两家公司的档案材料,在Sibeka档案馆保存(在这些业务的后殖民更名之后),我们分析了这些公司如何利用刚果的采掘机构,助长暴力和国家脆弱性。刚果于1960年6月30日获得独立后不久,南方Kasaï宣布脱离新共和国,直到1962年仍然是一个半自治的实体。尽管该区域和南方Kasaï省当局禁止跨国公司手工采矿,但秘密采矿活动增加,并开始促进钻石跨境贸易,在戴比尔斯国际卡特尔垄断之外创造了另一种商业途径。在此背景下,我们的研究结果显示了一个“压迫循环”,其中跨国公司管理层采用腐败、当地剥削和暴力措施来压制手工采矿并保持主导地位。我们认为,向独立的过渡强化了法律多元化和非正式的采矿文化,破坏了国家权威,强化了“资源诅咒”框架。这篇论文对自然资源、采掘制度和冲突的讨论做出了贡献,提供了钻石开采的微观历史视角及其对刚果治理的影响。
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引用次数: 0
Analysis of the production cost structure and future prospects of Africa's critical minerals 分析非洲关键矿物的生产成本结构和未来前景
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-21 DOI: 10.1016/j.resourpol.2025.105781
Mulundumina Shimaponda-Nawa , Glen T. Nwaila
The cost of producing critical raw materials (CRMs) in Africa is governed by economic, technological, and social factors. This study examines the historical cost structures of cobalt, copper, platinum, and zinc commodities that underpin industrial applications and account for a substantial proportion of Africa's mineral production. Based on the analysed historical data and the identified key components, a predictive framework is then developed to estimate future CRM production costs. A comprehensive analysis of production costs over the past 24 years reveals significant trends and implications for the sector. Mine cost curves demonstrate that African production costs for these elements remain competitive but exhibit substantial variability depending on the level of mechanisation, labour expenses, and energy costs. The study establishes that while labour costs declined between 2011 and 2016, mechanisation offset potential cost reductions. A notable rise in operating costs post-2019 corresponds with increased demand for cobalt and copper, particularly from the electric vehicle sector, and platinum for hydrogen-based technologies. The COVID-19 pandemic further exacerbated price volatility and operational expenses. Comparisons with the Global North indicate that African mines operate at a cost advantage for cobalt and platinum due to higher ore grades, whereas copper and zinc producers face challenges associated with deeper mining and energy price fluctuations. Time series projections suggest that production costs will increase by 70 to 80% for platinum, 60 to 65% for cobalt and copper and upto 60% for zinc by 2055, primarily due to rising mine-site costs encompassing labour, energy, and technological investment. The findings have direct implications for policymakers and investors. While Africa remains a dominant supplier of CRMs, cost dynamics suggest that strategic interventions such as investment in energy efficiency, workforce development, and sustainable mining practices will be essential in ensuring long-term competitiveness. This study provides a foundation for data-driven decision-making in the evolving landscape of mineral production in Africa.
在非洲生产关键原材料(crm)的成本是由经济、技术和社会因素决定的。本研究考察了钴、铜、铂和锌商品的历史成本结构,这些商品是工业应用的基础,占非洲矿物生产的很大一部分。基于分析的历史数据和确定的关键组件,然后开发一个预测框架来估计未来的CRM生产成本。对过去24年生产成本的全面分析揭示了该行业的重大趋势和影响。矿山成本曲线表明,非洲这些要素的生产成本仍然具有竞争力,但根据机械化水平、劳动力费用和能源成本表现出很大的变化。研究表明,虽然劳动力成本在2011年至2016年期间有所下降,但机械化抵消了潜在的成本下降。2019年后运营成本的显著上升与对钴和铜的需求增加(尤其是电动汽车行业)以及氢基技术对铂的需求增加相对应。COVID-19大流行进一步加剧了价格波动和运营费用。与全球北方的比较表明,由于矿石品位较高,非洲的钴和铂矿具有成本优势,而铜和锌生产商则面临更深层次开采和能源价格波动带来的挑战。时间序列预测表明,到2055年,铂的生产成本将增加70%至80%,钴和铜的生产成本将增加60%至65%,锌的生产成本将增加60%,主要原因是包括劳动力、能源和技术投资在内的矿场成本不断上升。研究结果对政策制定者和投资者具有直接意义。虽然非洲仍然是crm的主要供应国,但成本动态表明,在能源效率、劳动力发展和可持续采矿实践方面的投资等战略干预措施对于确保长期竞争力至关重要。这项研究为在非洲矿物生产不断变化的情况下进行数据驱动的决策提供了基础。
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引用次数: 0
Changes in international copper ore trading relationships due to the impact of COVID-19 pandemic: Based on social network analysis 新冠肺炎疫情影响下国际铜矿石贸易关系的变化——基于社会网络分析
IF 10.2 2区 经济学 0 ENVIRONMENTAL STUDIES Pub Date : 2025-11-19 DOI: 10.1016/j.resourpol.2025.105794
Woolrim Lee, Maria Valeria Aguinaga Fonseca, Yusa Qursillananda, Munyphakdey Koet, Seokhui Lee
Copper is an essential metal in our daily lives, but the outbreak of the COVID-19 pandemic led to unexpected changes in international trade in copper ore. This study uses social network analysis to examine the COVID-19 pandemic's impact on the international copper ore trading network, focusing on dynamics among countries participating in copper ore trading. Data from Trade Map was divided into two periods based on the outbreak of the pandemic. The findings reveal notable changes in the global copper ore market dynamics, highlighting the pandemic's influence on trade relationships. While some changes in the rankings of leading countries in overall trade, import, and export relations are observed, China maintained its dominant and strategic position in the international copper ore trade network throughout the entire study period, despite the challenges posed by the pandemic. Additionally, while South American countries such as Chile and Peru appear prominently in the copper ore export network, Asian countries emerged as major importers. This study offers a comprehensive view of the global copper ore trade, highlighting the unexpected challenges brought by the pandemic. The findings provide valuable insights for stakeholders, aiding in informed investment and policy decisions within the resource sector.
铜是我们日常生活中必不可少的金属,但新冠肺炎疫情的爆发导致国际铜矿石贸易发生了意想不到的变化。本研究利用社会网络分析方法考察新冠肺炎疫情对国际铜矿石贸易网络的影响,重点关注参与铜矿石贸易的国家之间的动态。贸易地图的数据根据大流行的爆发情况分为两个时期。调查结果揭示了全球铜矿石市场动态的显著变化,突出了疫情对贸易关系的影响。尽管观察到总体贸易和进出口关系的主要国家排名发生了一些变化,但在整个研究期间,尽管面临疫情带来的挑战,中国在国际铜矿石贸易网络中保持了主导地位和战略地位。此外,虽然智利和秘鲁等南美国家在铜矿石出口网络中占据突出地位,但亚洲国家已成为主要进口国。这项研究提供了全球铜矿石贸易的全面视图,突出了疫情带来的意想不到的挑战。研究结果为利益相关者提供了有价值的见解,有助于资源行业的明智投资和政策决策。
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引用次数: 0
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