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Artificial Intelligence as a Meta Good: Dynamic Properties and Economic Implications 作为元商品的人工智能:动态特性和经济含义
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-11-05 DOI: 10.1111/ajes.70011
Fadi Fawaz

We introduce two categories, meta goods and dynamic goods, that extend the standard taxonomy of economic goods. A meta good generates downstream outputs (e.g., text, code, images), expanding the feasible consumption set; a dynamic good improves endogenously with use, feedback, and retraining. We develop a welfare-theoretic model in which artificial intelligence (AI) exhibits both properties. The main result shows underprovision of adoption in decentralized equilibrium when learning-by-using and data externalities are present, relative to a social planner. Formal propositions establish the taxonomy and the welfare ranking, and a stylized calibration illustrates diffusion and quality dynamics consistent with theory. The framework generalizes beyond AI to other general-purpose technologies. These findings speak directly to ongoing global debates on AI governance, open versus closed access, and the role of international institutions in shaping equitable and socially inclusive diffusion.

我们引入了元商品和动态商品这两个范畴,扩展了经济商品的标准分类。元商品产生下游输出(如文本、代码、图像),扩展可行消费集;动态产品通过使用、反馈和再培训来实现内在改进。我们开发了一个福利理论模型,其中人工智能(AI)具有这两种特性。主要结果表明,相对于社会计划者而言,当使用学习和数据外部性存在时,分散均衡中采用的供应不足。形式命题建立了分类和福利排名,程式化的校准说明了与理论一致的扩散和质量动态。该框架将人工智能以外的技术推广到其他通用技术。这些发现直接说明了正在进行的关于人工智能治理、开放与封闭获取以及国际机构在形成公平和社会包容性传播方面的作用的全球辩论。
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引用次数: 0
Access, Privacy, and Technological Challenges of Delivering Cardiology Care via Telehealth: A Systematic Literature Review 通过远程医疗提供心脏病护理的访问、隐私和技术挑战:系统的文献综述
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-10-28 DOI: 10.1111/ajes.70010
Bhavneet Walia, Gursimar Singh, Collins Annor, Savreen Kang

The use of telehealth has emerged as a transformative force in healthcare, promising to expand access and reduce costs across various medical domains. The COVID-19 pandemic catalyzed a rapid and extensive adoption of telehealth, shedding light on both its challenges and opportunities. As the telehealth landscape evolves, individual medical specialties grapple with unique obstacles. This review aims to synthesize recent literature focusing on the implementation of telehealth in cardiology, elucidating the specialty-specific challenges encountered. Our analysis reveals several recurring hurdles that cardiologists encounter when deploying telehealth for cardiovascular care. Foremost among these is the pervasive issue of technology deficiencies. Cardiologists frequently encounter usability concerns, as telehealth platforms may lack user-friendliness and intuitive interfaces. Additionally, questions regarding the accuracy and precision of diagnostic tools within telehealth systems persist, necessitating further technological refinement. Furthermore, a common thread in the literature pertains to the inadequacy of mechanisms safeguarding patient data, which poses a considerable impediment to telehealth's progress. Robust data protection measures are imperative to engender trust among both patients and healthcare providers. Socio-economic disparities emerge as an additional challenge, impacting access and utilization of telehealth services in cardiology. Addressing these disparities through policy measures and equitable resource allocation is essential to ensure that the benefits of telehealth are accessible to all segments of society. This review underscores the multifaceted challenges faced by cardiologists in the realm of telehealth.

远程医疗的使用已成为医疗保健领域的一股变革力量,有望在各个医疗领域扩大获取机会并降低成本。2019冠状病毒病大流行促进了远程医疗的迅速和广泛采用,揭示了其挑战和机遇。随着远程医疗领域的发展,个别医学专业面临着独特的障碍。这篇综述的目的是综合最近的文献关注远程医疗在心脏病学的实施,阐明所遇到的特殊挑战。我们的分析揭示了心脏病专家在为心血管护理部署远程医疗时遇到的几个反复出现的障碍。其中最重要的是普遍存在的技术缺陷问题。心脏病专家经常遇到可用性问题,因为远程医疗平台可能缺乏用户友好性和直观的界面。此外,关于远程医疗系统中诊断工具的准确性和精确性的问题仍然存在,需要进一步改进技术。此外,文献中的一个共同线索涉及保护患者数据的机制不足,这对远程医疗的进展构成了相当大的障碍。为了在患者和医疗保健提供者之间建立信任,必须采取强有力的数据保护措施。社会经济差异成为另一项挑战,影响心脏病学远程保健服务的获取和利用。通过政策措施和公平的资源分配来解决这些差异,对于确保社会各阶层都能享受到远程保健的好处至关重要。这篇综述强调了远程医疗领域心脏病专家所面临的多方面挑战。
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引用次数: 0
Demand Index and Supply Index Based on Principal Component Analysis: Evidence From US Labor Market 基于主成分分析的需求指数和供给指数:来自美国劳动力市场的证据
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-09-18 DOI: 10.1111/ajes.70009
Hongyu Lin

This study presents a new framework for analyzing how employment is influenced by both the demand and supply sides of the labor market. We employ principal component analysis (PCA) to synthesize the two sets of factors into a demand index and a supply index, thus creating a dual-index model. Each side is represented by five proxies, which are supported and realized by utility and profit maximization theories. A logistic regression model applied to assess their impact on the employment of individuals. The results indicate that both supply and demand indices significantly affect individual employment, with heterogeneous effects across different subpopulations. The female group tends to be influenced by the demand index (a phenomenon most likely caused by workplace bias), while the male group tends to be influenced by the supply index, probably due to their own personal choices. In this way, the dual-index approach overcomes the limitation of a single-variable model focusing only on the causality of a single factor. It is also able to fully distinguish the influences of the demand and supply aspects on both the total population and specific subpopulations, making it suitable for providing group-specific information to policymakers.

这项研究提出了一个新的框架来分析就业是如何受到劳动力市场需求和供给两方面的影响的。我们采用主成分分析(PCA)将两组因素综合为需求指数和供给指数,从而建立了双指数模型。每一方由5个代理代表,这些代理由效用最大化和利润最大化理论支持和实现。应用逻辑回归模型来评估他们对个人就业的影响。结果表明,供给指数和需求指数对个体就业均有显著影响,但在不同亚群间存在异质性效应。女性群体倾向于受需求指数的影响(这种现象很可能是由职场偏见造成的),而男性群体则倾向于受供给指数的影响,这可能是由于他们自己的个人选择。这样,双指标方法克服了单变量模型只关注单一因素因果关系的局限性。它还能够充分区分需求和供应方面对总人口和特定亚人口的影响,使其适合向决策者提供特定群体的信息。
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引用次数: 0
The Optimal Risk Choice of Cooperative and Noncooperative R&D With Cross-Ownership 交叉所有制下合作与非合作研发的最优风险选择
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-08-12 DOI: 10.1111/ajes.70007
Dongdong Li, Feiran Xu, Chenxuan Shang

This paper develops a duopoly model to examine firms' optimal R&D risk choices under cooperative and non-cooperative R&D with cross-ownership. We find that firms adopt higher R&D risks in cooperative settings than in non-cooperative ones. Moreover, equilibrium R&D risks increase with cross-ownership, and a firm assumes higher risk when it holds a smaller equity stake in its competitor. Our results also reveal that the socially optimal R&D risk exceeds the private optimum. Under cooperative R&D, this risk gap widens as cross-ownership rises, whereas in non-cooperative R&D, its trend depends on product substitutability. Extending the model to unilateral ownership, we show that the firm partially owned by its competitor takes on higher R&D risk than the owning firm, though both assume lower risk compared to cross-ownership. Finally, we demonstrate that R&D risk is higher under Bertrand competition than under Cournot competition. This study contributes to the literature by highlighting the role of ownership structure in shaping firms' risk-taking behaviors in R&D and offering new insights into the trade-off between cooperation and competition in innovation.

本文建立了一个双寡头模型,考察了企业在合作研发和非合作研发情况下的最优研发风险选择。研究发现,企业在合作环境下比在非合作环境下承担更高的研发风险。此外,均衡研发风险随着交叉所有权的增加而增加,当一家公司持有竞争对手较少的股权时,它承担的风险更高。研究结果还表明,社会最优研发风险超过了私人最优研发风险。在合作研发下,这种风险差距随着交叉所有权的增加而扩大,而在非合作研发下,其趋势取决于产品的可替代性。将模型扩展到单边所有权,我们表明,部分由竞争对手拥有的企业比拥有自己的企业承担更高的研发风险,尽管与交叉所有权相比,两者承担的风险都较低。最后,我们论证了贝特朗竞争下的研发风险高于古诺竞争下的研发风险。本研究通过强调所有权结构在塑造企业研发冒险行为中的作用,并为创新中合作与竞争之间的权衡提供了新的见解,从而对文献做出了贡献。
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引用次数: 0
The Dynamics of European Economic Systems Amid the Russia–Ukraine Conflict: A Cybernetics Approach 俄罗斯-乌克兰冲突中欧洲经济系统的动态:控制论方法
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-08-03 DOI: 10.1111/ajes.70006
Ionuț Nica, Nora Chiriță, Ștefan Cioaric, Silviu Chihai

This study analyzes the dynamics of European economic systems in the context of the Russia–Ukraine conflict, employing a cybernetics approach and advanced econometric models. Based on the premise that national economies operate as complex adaptive systems, the study investigates the impact of geopolitical shocks on macroeconomic equilibrium, resilience, and self-regulation. The methodology integrates panel ARDL models, quantile regressions, and panel Granger causality tests, applied to a sample of nine European countries over the period 1999–2023. The results reveal a heterogeneous impact of the conflict, shaped by the economic development level, trade openness, and the specific structure of each economy. The effects are statistically significant both in the short run and long run, while quantile models indicate higher vulnerability among countries with higher GDP levels. The integration of a qualitative component, social media sentiment analysis, adds interpretative depth by uncovering polarized public perceptions and pronounced behavioral responses. The findings highlight the relevance of a cybernetics perspective in understanding how European economic systems respond to overlapping crises, offering a comprehensive framework for adaptive and differentiated economic policymaking. These results further highlight that economic resilience depends not only on structural factors but also on geopolitical positioning and institutional adaptability, underlining the need for policies tailored to national specificities and each country's role within the European systemic network.

本研究采用控制论方法和先进的计量经济学模型,分析了俄罗斯-乌克兰冲突背景下欧洲经济体系的动态。基于国家经济作为复杂适应性系统运行的前提,本研究调查了地缘政治冲击对宏观经济均衡、弹性和自我调节的影响。该方法整合了面板ARDL模型、分位数回归和面板格兰杰因果检验,应用于1999-2023年期间9个欧洲国家的样本。结果表明,冲突的影响是异质性的,受经济发展水平、贸易开放程度和每个经济体的具体结构的影响。这种影响在短期和长期都具有统计学意义,而分位数模型表明,GDP水平较高的国家更容易受到影响。整合定性成分,社交媒体情绪分析,通过揭示两极分化的公众观念和明显的行为反应,增加了解释的深度。研究结果强调了控制论视角在理解欧洲经济体系如何应对重叠危机方面的相关性,为适应性和差异化的经济政策制定提供了一个全面的框架。这些结果进一步强调,经济弹性不仅取决于结构性因素,还取决于地缘政治定位和制度适应性,强调需要制定适合各国国情和每个国家在欧洲系统网络中的角色的政策。
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引用次数: 0
How Does Market Demand Incentivize Green Innovation in Resource-Based Industries? Evidence From China 市场需求如何激励资源型产业的绿色创新?来自中国的证据
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-07-30 DOI: 10.1111/ajes.70005
Feng Peng, Mengke Hu

Promoting green innovation in resource-based industries is crucial for sustainable socio-economic development. However, existing research has yet to fully elucidate the mechanisms through which market demand incentivizes green innovation within China's resource-based industries. Grounded in the Resource-Based View and Stakeholder Theory, this study constructs a systematic framework for analyzing the antecedents of green innovation in resource-based industries. This paper examines how market demand incentivizes green innovation in China's resource-based industries from a configurational perspective, by integrating three methodologies: Network DEA, NCA, and QCA. The findings reveal that market demand is a key determinant of green innovation in China's resource-based industries. However, high market demand alone is insufficient for these industries to achieve high green innovation. To exert a synergistic effect, market demand must be configured in combination with other antecedent conditions. The analysis identifies three distinct configurational paths leading to high green innovation within resource-based industries. Conversely, two configurational paths result in non-high green innovation. Critically, the absence of market demand emerges as a critical prerequisite for low green innovation in resource-based industries. This research provides a theoretical framework for clarifying the mechanism by which market demand influences green innovation in resource-based industries. Furthermore, it offers a decision-making basis for diverse subsectors within these industries to achieve green innovation.

推动资源型产业绿色创新,是社会经济可持续发展的关键。然而,现有研究尚未充分阐明市场需求对中国资源型产业绿色创新的激励机制。本研究以资源基础观和利益相关者理论为基础,构建了资源型产业绿色创新前因分析的系统框架。本文综合运用网络DEA、NCA和QCA三种方法,从配置视角考察了市场需求对中国资源型产业绿色创新的激励机制。研究结果表明,市场需求是中国资源型产业绿色创新的关键决定因素。然而,仅靠高市场需求不足以使这些产业实现高水平的绿色创新。为了发挥协同效应,市场需求必须与其他先决条件相结合进行配置。分析指出了资源型产业实现高绿色创新的三种不同的配置路径。相反,两种配置路径导致非高绿色创新。至关重要的是,市场需求的缺乏成为资源型产业绿色创新低的关键先决条件。本研究为厘清资源型产业市场需求影响绿色创新的机制提供了理论框架。此外,它还为这些行业内的不同子部门实现绿色创新提供了决策依据。
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引用次数: 0
Does Strengthening the Rule of Law Foster Trade Openness in the Organization for Security and Co-Operation in Europe and Other European Countries? 加强法治能促进欧洲安全与合作组织和其他欧洲国家的贸易开放吗?
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-07-22 DOI: 10.1111/ajes.70002
Kateryna Komissaryuk, Hasan Güngör

Transparent, stable, and open trade policies are essential for fostering economic growth, resilience, and addressing critical global issues such as climate change, food security, and underdevelopment. This study examines the impact of the rule of law, financial inclusion, economic growth, and inflation on trade within the Organization for Security and Co-operation in Europe and European countries. The results show that a strong positive relationship between the rule of law and trade in both groups of countries is maintained across nearly all quantiles. Additionally, economic growth has a consistently positive association with trade in both regions. However, financial inclusion negatively affects trade from the second to the sixth quantiles according to the Method of Moments Quantile Regression econometric method. Inflation, on the other hand, does not exhibit a significant relationship with trade. Consequently, both the Organization for Security and Co-operation in Europe and European countries should make the rule of law, economic growth, and financial inclusion focal points of their trade policies. This study provides important insights that can inform policy decisions in these regions.

透明、稳定和开放的贸易政策对于促进经济增长、增强韧性以及解决气候变化、粮食安全和欠发达等关键全球问题至关重要。本研究考察了法治、金融普惠、经济增长和通货膨胀对欧洲安全与合作组织(Organization for Security and cooperation in Europe)和欧洲国家贸易的影响。结果表明,在这两组国家中,法治与贸易之间几乎在所有分位数中都保持着强烈的正相关关系。此外,这两个地区的经济增长始终与贸易呈正相关。然而,根据矩量分位数回归计量经济学方法,普惠金融对第二到第六个分位数的贸易产生了负面影响。另一方面,通货膨胀与贸易没有显著的关系。因此,欧洲安全与合作组织(Organization for Security and Co-operation in Europe)和欧洲国家都应将法治、经济增长和金融包容性作为其贸易政策的重点。这项研究提供了重要的见解,可以为这些地区的政策决策提供信息。
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引用次数: 0
Strategic Environmental R&D Cooperation Under Managerial Delegation Contracts: Sales Delegation Versus Environmental Delegation 管理委托合同下的战略环境研发合作:销售委托与环境委托
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-07-22 DOI: 10.1111/ajes.70004
Dongdong Li, Xinyue Fu, Zhaoxin Qi

This paper develops a duopoly model to examine firms' environmental R&D cooperation strategy under managerial delegation, where firms can choose between sales or environmental delegation. The results show that under sales delegation, firms choose non-cooperative environmental R&D when the efficiency of environmental R&D is low; otherwise, cooperative environmental R&D occurs. Under environmental delegation, firms choose non-cooperative environmental R&D when the degree of technology spillover is relatively high and the efficiency of environmental R&D is relatively low, whereas cooperative environmental R&D is optimal when the efficiency of environmental R&D is relatively high. We also find that regardless of the environmental R&D cooperation strategy, sales delegation leads to higher social welfare compared to environmental delegation. Moreover, we show that both symmetric and asymmetric sales (environmental) delegation can be an equilibrium in an endogenous delegation choice game, depending on the technology spillover effect and the efficiency of environmental R&D. Finally, we extend the model to examine the robustness of the baseline results.

本文建立了一个双寡头模型,考察了企业在管理委托下的环境研发合作策略,其中企业可以选择销售或环境委托。结果表明:在销售委托下,当环境研发效率较低时,企业选择非合作环境研发;否则,合作环境研发就会发生。在环境委托下,当技术溢出程度较高、环境研发效率较低时,企业选择非合作性环境研发;当环境研发效率较高时,企业选择合作性环境研发。我们还发现,无论环境研发合作策略如何,销售授权都比环境授权带来更高的社会福利。此外,根据技术溢出效应和环境研发效率的不同,对称和不对称的销售(环境)委托在内生委托选择博弈中都可以达到均衡。最后,我们扩展模型来检验基线结果的稳健性。
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引用次数: 0
Nonlinear Effects of Trade Integration on Foreign Direct Investment in Sub-Saharan Africa 撒哈拉以南非洲地区贸易一体化对外国直接投资的非线性影响
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-07-07 DOI: 10.1111/ajes.70003
Kolo Nebie, Idrissa Ouedraogo, Relwendé Sawadogo

This research analyses the effects of trade integration on foreign direct investment (FDI) in a dynamic panel of 30 sub-Saharan African countries over the period 2002–2022. It uses the Pull and Push factors model, which is estimated by the two-step system generalized method of moments. The results show that trade integration fosters FDI. However, this positive effect becomes negative when trade integration exceeds the 103% threshold. The results imply that policymakers in Sub-Saharan Africa should control trade integration to attract FDI to their countries.

本研究分析了贸易一体化对2002-2022年30个撒哈拉以南非洲国家的外国直接投资(FDI)的影响。采用拉、推因素模型,采用两步系统广义矩量法进行估计。结果表明,贸易一体化促进了FDI的发展。然而,当贸易一体化超过103%的阈值时,这种积极影响就变成了消极影响。研究结果表明,撒哈拉以南非洲的政策制定者应该控制贸易一体化,以吸引外国直接投资。
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引用次数: 0
Configurations for High-Quality Environmental Disclosure in China's Dual Carbon Era 中国双碳时代高质量环境信息披露的配置
IF 1 4区 经济学 Q3 ECONOMICS Pub Date : 2025-06-17 DOI: 10.1111/ajes.70001
Puxuan Wang, Shuangjin Wang, Maggie Foley, Fangming Lin

Amid growing global commitments to carbon neutrality and sustainable development, heavy-polluting enterprises worldwide are undergoing a critical transition toward low-carbon operations, highlighting the essential role of environmental information disclosure systems in monitoring and guiding corporate environmental performance. This study investigates how environmental regulation, market development, and corporate governance structures interact to shape EID quality among listed chemical and pharmaceutical enterprises in Shanghai, Shenzhen, and Beijing Stock Exchanges. Drawing from institutional and configurational theories, we construct an analytical framework “Environmental Regulation–Market Cultivation–Governance Structure” and apply fuzzy-set qualitative comparative analysis (fsQCA) and Necessary Condition Analysis (NCA) to assess causal complexity. Our findings identify multiple configurations through which state-owned and private enterprises achieve high EID performance, including patterns driven by strong certification, profitability, and ownership structure. These results illustrate how governance models reflect deeper institutional tensions between state intervention, market evolution, and corporate autonomy. By advancing a multipath understanding of environmental governance, the study contributes to ongoing debates about climate accountability, regulatory legitimacy, and the political economy of sustainability in emerging economies. Policy implications highlight the need for differentiated, equity-sensitive governance reforms.

随着全球对碳中和和可持续发展的承诺不断增加,世界各地的重污染企业正在经历向低碳经营的关键转型,这凸显了环境信息披露制度在监测和指导企业环境绩效方面的重要作用。本研究探讨了环境监管、市场发展和公司治理结构如何相互影响影响上海、深圳和北京证券交易所上市化工制药企业的EID质量。从制度理论和配置理论出发,构建了“环境规制-市场培育-治理结构”的分析框架,并运用模糊集定性比较分析(fsQCA)和必要条件分析(NCA)对因果复杂性进行评估。我们的研究结果确定了国有和私营企业实现高EID绩效的多种配置,包括由强大的认证、盈利能力和所有权结构驱动的模式。这些结果说明了治理模式如何反映了国家干预、市场演变和公司自治之间更深层次的制度紧张关系。通过推进对环境治理的多路径理解,该研究有助于对新兴经济体气候问责制、监管合法性和可持续性政治经济学的持续讨论。政策影响突出表明,需要进行差异化的、对公平敏感的治理改革。
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引用次数: 0
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American Journal of Economics and Sociology
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