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Research on the Growth Mechanism of Entrepreneurship by Knowledge Coupling Based on Multi-agent Interaction 基于多代理互动的知识耦合创业成长机制研究
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-09 DOI: 10.1007/s13132-024-02170-x
Xin Gao

This paper proposes a theoretical model to explore the multi-agent interaction. Our theory emphasizes the complex in the process of knowledge coupling, nonlinear, dynamic effects, including entrepreneurial enterprises, associated enterprises, and users of digital economy innovation drive the development of important subject, as well as over time, multi-agent interaction leads to the constant change of knowledge coupling mode, and finally discusses the influence of these changes for entrepreneurial enterprises. The idea of complex system reveals the influence of an interaction of different agents on knowledge coupling with the life cycle of enterprises, and how different knowledge coupling modes promote the growth of entrepreneurial enterprises. Finally, we discuss the implications of the idea of complex systems on Innovation-Driven Entrepreneurship theory and research.

本文提出了一个探索多代理互动的理论模型。我们的理论强调了知识耦合过程中的复杂性、非线性、动态效应,包括创业企业、关联企业、用户等数字经济创新驱动发展的重要主体,以及随着时间的推移,多主体交互导致的知识耦合模式的不断变化,最后探讨了这些变化对于创业企业的影响。复杂系统的思想揭示了企业生命周期中不同代理互动对知识耦合的影响,以及不同的知识耦合模式如何促进创业型企业的成长。最后,我们讨论了复杂系统思想对创新驱动型创业理论和研究的启示。
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引用次数: 0
Adopting Digital Financial Technology in Madhya Pradesh, Central India: Opportunities, Challenges, and Determinants 印度中部中央邦采用数字金融技术:机遇、挑战和决定因素
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-06 DOI: 10.1007/s13132-024-02190-7
Kalandi Charan Pradhan, Sumit Kumar, Ritik Sharma

This study aims to investigate the contribution of digital financial technology in fostering financial inclusion and comprehensively explore digital financial inclusion for Madhya Pradesh, Central India, using data from a field survey. In doing so, we identify the determinants of digital financial inclusion and the challenges faced by individuals during the use of numbers (a person may use one, two, or more digital financial inclusion instruments) of digital financial modes by employing the logistic and Poisson regression models. Our findings highlight that adoption of digital financial technology varies across individuals based on their demographic, social, and economic status: age, caste, gender, education, income, and occupation. In addition, findings from regression results reveal a positive and significant association between educational attainment and digital financial inclusivity, while age shows a non-linear and inverted U-shaped relationship with digital financial inclusion, which means that people with younger and higher education levels are likely to adopt more digital transaction modes than their counterparts, while females tend to utilize fewer such modes of financial transaction. Additionally, our study reveals that individuals with diverse demographic and socioeconomic backgrounds encounter various challenges in adopting major digital transaction modes, including Aadhaar number-, credit/debit card-, wallet-to-wallet-, and SMS-based methods. These insights contribute significantly to the existing literature on digital financial inclusion, providing policymakers and practitioners with valuable guidance to enhance the accessibility and efficiency of digital financial services, particularly among economically and socially vulnerable segments of society.

本研究旨在调查数字金融技术在促进普惠金融方面的贡献,并利用实地调查数据全面探讨印度中部中央邦的数字金融普惠性。为此,我们采用逻辑回归和泊松回归模型,确定了数字金融包容性的决定因素,以及个人在使用数字金融模式(一个人可能使用一种、两种或多种数字金融包容性工具)过程中面临的挑战。我们的研究结果表明,不同的人在采用数字金融技术时会因其人口、社会和经济状况(年龄、种姓、性别、教育程度、收入和职业)而有所不同。此外,回归结果显示,受教育程度与数字金融包容性之间存在显著的正相关关系,而年龄与数字金融包容性之间则呈现出非线性的倒 U 型关系,这意味着与同龄人相比,受教育程度较高的年轻人可能会采用更多的数字交易模式,而女性则倾向于使用较少的此类金融交易模式。此外,我们的研究还揭示出,具有不同人口和社会经济背景的个人在采用主要数字交易模式时会遇到各种挑战,包括 Aadhaar 号码、信用卡/借记卡、钱包到钱包以及基于短信的方法。这些见解极大地丰富了现有的数字金融包容性文献,为政策制定者和从业人员提供了宝贵的指导,以提高数字金融服务的可及性和效率,尤其是在经济和社会弱势群体中。
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引用次数: 0
Evaluation of High-Quality Development Level of Regional Economy and Exploration of Index Obstacle Degree: A Case Study of Henan Province 区域经济高质量发展水平评价与指标障碍度探析:河南省案例研究
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-06 DOI: 10.1007/s13132-024-02252-w
Jun Zhou, Tang-fei Hu, Zhengqi Wei, Dandan Ji

As China’s economy transitions from a phase of high-speed growth to one of high-quality development, the study of high-quality economic development has become increasingly important. Assessing and analyzing the current level of high-quality economic development can provide guiding recommendations for future economic transformation and high-quality growth. This research constructs an evaluation index system for high-quality economic development based on panel data from Henan Province spanning from 2006 to 2021. The entropy weight method combined with the TOPSIS model is utilized to determine the weights of each indicator and to assess the level of high-quality economic development in Henan Province; a coupling coordination model is employed to analyze the degree of coupling and coordination among its subsystems; and a barrier degree model is applied to identify the main obstacles to high-quality economic development in Henan Province. The study finds that (1) the proportion of technology market turnover has the most significant impact on high-quality economic development, while the revenue sharing level has the least. (2) During the research period, both the level of high-quality economic development in Henan Province and the subsystems of economic structure, innovation drive, regional coordination, and social welfare have shown an upward trend. (3) The coupling coordination degree of the subsystems increases at a rate of approximately 9% per year. (4) The obstacle degree of the economic stability, regional coordination, and infrastructure subsystems is on the rise, while that of the economic structure, opening up level, and social welfare subsystems is decreasing. (5) The inhibitory effects of the urban–rural income coordination level, the coordination level of urban and rural consumption, the community service level, the global unemployment rate, and the global trade level have intensified since 2017. Based on the aforementioned research findings, this paper proposes a series of policy recommendations. The translation ensures logical coherence and enhances the overall quality and readability of the content.

随着中国经济由高速增长阶段转向高质量发展阶段,对经济高质量发展的研究变得越来越重要。评估和分析当前经济高质量发展水平,可以为未来经济转型和高质量增长提供指导性建议。本研究基于河南省 2006 年至 2021 年的面板数据,构建了经济高质量发展评价指标体系。运用熵权法结合 TOPSIS 模型确定各指标权重,评价河南省经济高质量发展水平;运用耦合协调模型分析各子系统间的耦合协调程度;运用障碍度模型识别河南省经济高质量发展的主要障碍。研究发现:(1)技术市场成交额比例对经济高质量发展的影响最大,而收入分成水平对经济高质量发展的影响最小。(2)研究期间,河南省经济高质量发展水平与经济结构、创新驱动、区域协调、社会福利等子系统均呈上升趋势。(3)各子系统的耦合协调度以每年约 9%的速度递增。(4)经济稳定、区域协调、基础设施子系统的障碍度呈上升趋势,而经济结构、开放水平、社会福利子系统的障碍度呈下降趋势。(5)2017 年以来,城乡收入协调水平、城乡消费协调水平、社区服务水平、全球失业率、全球贸易水平的抑制作用增强。基于上述研究成果,本文提出了一系列政策建议。译文保证了逻辑的连贯性,提升了内容的整体质量和可读性。
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引用次数: 0
ICT’s Impact on Food Security in South Asian Countries: The Role of Economic Growth, Energy Consumption, and Environmental Quality ICT 对南亚国家粮食安全的影响:经济增长、能源消耗和环境质量的作用
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-04 DOI: 10.1007/s13132-024-02301-4
Sk Habibur Rahaman, Md. Rabiul Islam, Md. Shamim Hossain

South Asia faces a tremendous challenge in ensuring food security for its growing population. Poverty, climate change, and resource limitations threaten food production and access. Information and communication technology (ICT) provides a variety of techniques to increase food security. This research examines ICT’s effect on food security by regulating CO2 emissions, energy use, and economic growth in South Asian (SA) nations. It takes panel data from 1997 to 2021 and applies the 2nd generation unit root and Westerlund cointegration tests. For this reason, it is necessary to use 2nd generation Westerlund cointegration tests and the “Dumitrescu-Hurlin (D-H) causality test” to ensure the validity of the “Second-generation estimation technique(s) the Driscoll and Kraay method.” The outcomes of the bootstrap cointegration test support the existence of long-run cointegration. The Driscoll and Kraay results show a symmetric relationship between ICT and food security, linked to higher CO2 emissions, whereas economic growth and renewable energy consumption increase the latter. As a result of the significant positive stimulus it has on food security, developing ICT is vital to raising food security in South Asian countries. The results from the Driscoll and Kraay estimates are consistent with those from the GLS, proving the Driscoll and Kraay results are reliable. The D-H causality also confirms the GLS and Driscoll and Kraay results. To enhance environmental quality and food security, governments can fund green ICT R&D. Policymakers consider financial incentives such as tax breaks, grants, and subsidies to incentivize ICT companies to adopt sustainable practices and technology.

南亚在确保其不断增长的人口的粮食安全方面面临着巨大挑战。贫困、气候变化和资源限制威胁着粮食生产和获取。信息和通信技术(ICT)提供了各种提高粮食安全的技术。本研究通过调节南亚(SA)国家的二氧化碳排放、能源使用和经济增长,探讨 ICT 对粮食安全的影响。研究采用了 1997 年至 2021 年的面板数据,并应用了第二代单位根和 Westerlund 协整检验。因此,有必要使用第二代 Westerlund 协整检验和 "Dumitrescu-Hurlin(D-H)因果检验",以确保 "第二代估计技术 Driscoll 和 Kraay 方法 "的有效性。自举协整检验的结果支持存在长期协整关系。Driscoll 和 Kraay 方法的结果表明,信息和通信技术与粮食安全之间存在对称关系,前者与较高的二氧化碳排放量有关,而经济增长和可再生能源消费则会增加后者。由于信息和通信技术对粮食安全具有显著的积极促进作用,因此发展信息和通信技术对提高南亚国家的粮食安全至关重要。Driscoll 和 Kraay 的估计结果与 GLS 的结果一致,证明 Driscoll 和 Kraay 的结果是可靠的。D-H 因果关系也证实了 GLS 以及 Driscoll 和 Kraay 的结果。为了提高环境质量和粮食安全,政府可以为绿色信息和通信技术研发提供资金。政策制定者可考虑采取税收减免、赠款和补贴等财政激励措施,鼓励 ICT 公司采用可持续的实践和技术。
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引用次数: 0
Common Institutional Ownership and Corporate Leverage Manipulation 共同机构所有权与公司杠杆操纵
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-03 DOI: 10.1007/s13132-024-02229-9
Bin Dai, Shiyao Min, Qiqi Wu

“Deleveraging” is a key starting point for preventing and resolving major risks, especially financial risks. This paper studies the impact of common institutional ownership on corporate deleveraging behavior from the perspective of leverage manipulation. The study shows that common institutional ownership can significantly inhibit corporate leverage manipulation and that managerial myopia and internal control quality play negative and positive moderating roles in the above relationship, and its mechanism is mainly to alleviate the degree of financing constraints, reduce the degree of information asymmetry, and then play the governance efficacy of common institutional ownership. It is further found that the governance effect of common ownership is more significant in the sample of firms after the implementation of the “deleveraging” policy, in the sample of non-state-owned firms, in the sample of firms without directors’ liability insurance, and in the sample of firms with weaker managerial competence. The economic consequence test shows that common institutional ownership improves investment efficiency and reduces risk-taking by constraining leverage manipulation. This paper explores the impact of this emerging form of ownership on corporate governance and corporate leverage manipulation from the perspective of institutional common ownership, which is of great practical value in promoting the sound development of the capital market.

"去杠杆 "是防范化解重大风险特别是金融风险的重要抓手。本文从杠杆操纵的角度研究了共同机构所有权对企业去杠杆行为的影响。研究表明,共同机构所有权能够显著抑制企业杠杆操纵,管理近视和内部控制质量在上述关系中分别起到负向和正向的调节作用,其作用机制主要是缓解融资约束程度、降低信息不对称程度,进而发挥共同机构所有权的治理功效。研究进一步发现,在 "去杠杆 "政策实施后的企业样本、非国有企业样本、未购买董事责任保险的企业样本以及管理能力较弱的企业样本中,共同制度所有权的治理效应更为显著。经济后果检验表明,共同机构所有权通过限制杠杆操纵提高了投资效率,降低了风险承担。本文从机构共同所有权的角度探讨了这种新兴所有权形式对公司治理和公司杠杆操纵的影响,对促进资本市场的健康发展具有重要的现实价值。
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引用次数: 0
Navigating the Educational Landscape: The Transformative Power of Smart Classroom Technology 驾驭教育格局:智能教室技术的变革力量
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-09-02 DOI: 10.1007/s13132-024-02233-z
Lu Xu

In the rapidly evolving landscape of education, integrating smart classroom technology (SCT) is a transformative force, reshaping traditional paradigms and redefining the dynamics of teaching and learning. The study aims to investigate the transformative impact of SCT on educational practices, focusing on its effectiveness in enhancing student engagement, learning outcomes, and overall educational experience. The study analyzes the implementation of a smart classroom (SMR) system to enhance overall satisfaction and foster positive perceptions among students and faculty concerning the learning environment. The study employed a quantitative methodology and utilized the random sampling technique. The data were collected from 420 college students at different levels from junior level to senior category who received SMR education. The collected data were analyzed by using SPSS software. The findings indicate that incorporation of SCT systems positively impacts student engagement and participation levels in academic activities. The result underscores the role of SCT in fostering a dynamic learning environment that promotes active learning and knowledge retention among students, highlighting its outstanding academic significance in transforming traditional educational practices. The study contributes by examining the transformative potential of SMR systems in education, focusing on enhanced student engagement, collaboration, and digital literacy. Its novelty lies in revealing the positive impact on satisfaction and perceptions, heralding a new era of personalized learning experiences. Practical values of SMR technology include providing data for tailored instruction and enabling personalized learning through interactive whiteboards and digital textbooks. Academically, it enhances understanding and retention with multimedia resources that cater to diverse learning styles.

在飞速发展的教育领域,智慧课堂技术(SCT)是一种变革力量,它重塑了传统的教学范式,重新定义了教与学的动力。本研究旨在探究智能课堂技术对教育实践的变革性影响,重点关注其在提高学生参与度、学习成果和整体教育体验方面的有效性。研究分析了智慧教室(SMR)系统的实施情况,以提高师生对学习环境的整体满意度和积极看法。研究采用了定量方法和随机抽样技术。数据收集自 420 名接受 SMR 教育的大三至大四不同年级的大学生。收集到的数据使用 SPSS 软件进行了分析。研究结果表明,纳入 SCT 系统对学生在学术活动中的参与度和参与水平有积极影响。这一结果强调了小班教学在营造动态学习环境、促进学生主动学习和知识保持方面的作用,突出了其在改变传统教育实践方面的突出学术意义。本研究通过考察 SMR 系统在教育领域的变革潜力,重点关注增强学生的参与、协作和数字素养,做出了贡献。它的新颖之处在于揭示了对满意度和感知的积极影响,预示着个性化学习体验的新时代的到来。SMR 技术的实用价值包括为定制教学提供数据,以及通过交互式白板和数字教科书实现个性化学习。在学术方面,它通过满足不同学习风格的多媒体资源,加强理解和记忆。
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引用次数: 0
Nudging Techniques: Design, Theoretical Grounds, and Ethical View 引导技术:设计、理论基础和伦理观
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-08-30 DOI: 10.1007/s13132-024-02219-x
Rabab Ali Abumalloh, Osama Halabi, Raian Ali, Dena Al-Thani

Nudges are approaches that direct individuals to perform particular courses of action to meet a pre-determined goal, without coercion. Previous literature has explored the design of nudge and its impact on users’ behavior in several domains and contexts. Still, scarce and fragmented knowledge about the design approaches, ethical considerations, and theoretical grounds have been presented by previous literature. Hence, this study aims to investigate the literature through bibliometric analysis and a narrative review of the nudging techniques and their impact on social behavior with an emphasis on the application domains, nudge designs, ethical considerations, and theoretical grounds. Focusing on nudge design and impact, we scan the landscape of the research in the area through bibliometric analysis and narrative review approaches. We searched for papers that included keywords related to nudges from the Scopus database and analyzed them using a bibliometric-based approach. Several diagrams that visualize the terms of the studies, sources, citations, and thematic trends were presented. The research provides several insights for researchers in terms of the design of the nudge, the theoretical grounds, ethical considerations, and the application domains of nudging.

暗示是一种在不强迫的情况下引导个人采取特定行动以实现预定目标的方法。以往的文献探讨了推力的设计及其在多个领域和情境中对用户行为的影响。然而,以往文献中关于设计方法、伦理考虑和理论依据的知识仍然匮乏且零散。因此,本研究旨在通过文献计量分析和叙述性综述,对推理技术及其对社会行为的影响进行研究,重点关注应用领域、推理设计、伦理考虑和理论依据。我们通过文献计量分析和叙事性综述的方法,以推导设计和影响为重点,对该领域的研究概况进行了扫描。我们从 Scopus 数据库中搜索了包含与 "代理 "相关关键词的论文,并采用基于文献计量学的方法对其进行了分析。我们绘制了几幅图表,直观地显示了研究术语、来源、引文和主题趋势。这项研究为研究人员提供了有关 "劝告 "设计、理论依据、伦理考虑和 "劝告 "应用领域的若干见解。
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引用次数: 0
Human Capital, Underemployment, and Economic Growth in Sub-Saharan Africa 撒哈拉以南非洲的人力资本、就业不足与经济增长
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-08-30 DOI: 10.1007/s13132-024-02307-y
Esso-Hanam Atake, Larbik Kolani, Moubarak Koriko

Sub-Saharan Africa is facing a problem of underemployment of human capital. Its underemployment rate is over 21% and exceeds 40% in some countries. This article analyzes the role of underemployment in the relationship between human capital and economic growth in 30 Sub-Saharan Africa countries, from 2008 to 2019. We use the double least squares method, the triple least squares method, and the seemingly unrelated regression equation method applied on panel data. The results indicate that the positive effect of human capital on economic growth diminishes as the level of underemployment increases. Nevertheless, innovation moderates the link between underemployment and economic growth. The findings also reveal that economic growth in Sub-Saharan Africa countries depends significantly on their political and economic institutions. Indeed, better governance and timely investments in health (maternal and child health, immunization and nutrition) and education (free school meals, school fee exemptions) would enable Sub-Saharan Africa countries to enhance human development, which is a source of long-term economic growth. Reducing youth underemployment must be the biggest challenge in Sub-Saharan Africa countries. Sub-Saharan Africa countries’ educational systems should ensure basic skills or the specific ones that match the demands of the labor market.

撒哈拉以南非洲正面临着人力资本就业不足的问题。其就业不足率超过 21%,有些国家甚至超过 40%。本文分析了 2008 年至 2019 年撒哈拉以南非洲 30 个国家就业不足在人力资本与经济增长关系中的作用。我们在面板数据上使用了双重最小二乘法、三重最小二乘法和看似无关的回归方程法。结果表明,人力资本对经济增长的积极影响随着就业不足水平的增加而减弱。然而,创新调节了就业不足与经济增长之间的联系。研究结果还显示,撒哈拉以南非洲国家的经济增长在很大程度上取决于其政治和经济体制。事实上,改善治理并及时投资于卫生(妇幼保健、免疫接种和营养)和教育(免费校餐、免除学费)将使撒哈拉以南非洲国家能够加强人类发展,而人类发展是长期经济增长的源泉。减少青年就业不足必须成为撒哈拉以南非洲国家面临的最大挑战。撒哈拉以南非洲国家的教育系统应确保基本技能或符合劳动力市场需求的特殊技能。
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引用次数: 0
Does Contract Farming Improve Income of Smallholder Avocado Farmers? Evidence from Sidama Region of Ethiopia 订单农业是否提高了小农鳄梨种植户的收入?埃塞俄比亚锡达玛地区的证据
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-08-28 DOI: 10.1007/s13132-024-02275-3
Tibebu Legesse, Mesfin Gensa, Abera Alemu, Aneteneh Ashebir, Zerhun Ganewo

Contract farming is considered the most effective income-generating strategy for smallholder farmers and a significant source of foreign currency in Ethiopia. Avocado farmers in the study area made a contract agreement with the Savando avocado oil processing company, which is part of the Yirgalem agro-processing industry. The main aim of this research was to look at the factors influencing avocado producers’ decision to participate in contract farming and how it would affect their income, using data collected from 413 avocado producers in Dale district, Sidama region, Ethiopia. The cross-sectional research design and multi-stage sampling procedure were used to choose the study’s representative sample. The data were analyzed using descriptive statistics, inferential statistics, and propensity score matching model. The findings of this study indicated that the age of the household head, sex of the household head, education level of the household head, family size, and proportion of the farmland allocated for avocado production influenced the avocado producers’ participation in contract farming under the agro-processing industry. Average treatment effect on treated (ATT) estimation showed that participation in contract framing had a substantial impact on avocado producer households’ income. The study suggests that local government should offer adult education to improve smallholders’ knowledge and attitudes towards the benefits of participation in contract farming schemes in the study area. Moreover, the district office of agriculture needs to work with farmers to allocate more land for avocado production.

在埃塞俄比亚,合同种植被认为是小农最有效的创收战略,也是外汇的重要来源。研究地区的牛油果种植户与萨凡多牛油果油加工公司签订了合同协议,该公司是 Yirgalem 农业加工业的一部分。本研究的主要目的是利用从埃塞俄比亚西达马地区戴尔区 413 位牛油果生产者那里收集到的数据,研究影响牛油果生产者决定参与合同种植的因素,以及合同种植会如何影响他们的收入。研究采用横断面研究设计和多阶段抽样程序来选择具有代表性的样本。数据分析采用了描述性统计、推断性统计和倾向得分匹配模型。研究结果表明,户主的年龄、户主的性别、户主的教育水平、家庭规模和分配给牛油果生产的农田比例影响了牛油果生产者参与农产品加工业下的合同种植。平均治疗效果(ATT)估计表明,参与合同种植对牛油果生产者家庭的收入有很大影响。研究建议,当地政府应提供成人教育,以提高小农户对参与研究地区合同种植计划的益处的认识和态度。此外,地区农业办公室需要与农民合作,为牛油果生产分配更多土地。
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引用次数: 0
Research on the Influence Mechanism of Digital Economy Based on Neural Networks on Corporate Governance Model 基于神经网络的数字经济对公司治理模式的影响机制研究
IF 3.3 3区 经济学 Q1 ECONOMICS Pub Date : 2024-08-27 DOI: 10.1007/s13132-024-02287-z
Zhen Wang, Haoyang Wu

In the rapidly evolving landscape of the global economy, the advent of the digital era (DE) has ushered in unprecedented transformations, reshaping traditional business paradigms and challenging established governance models. One of the most revolutionary facets of this digital revolution is the integration of neural networks (NN), which have become effective instruments for deciphering complex patterns and optimizing decision-making processes (DMP). This quantitative study investigates the influence mechanism of the digital economy (IMDE), specifically the integration of NNs, on the corporate governance (CG) model. Employing a questionnaire survey, data was collected from 347 professionals to explore the impact of NN technologies on DMP, Digitalization Levels, Digital Capabilities, transparency, accountability, trust, and the role of regulatory frameworks in CG. The study establishes a significant enhancement in DMP by integrating NN technologies into CG models. The research reveals a favorable correlation between a business’s level of digitalization and its adoption of NN-based CG models. The novelty of this study lies in its comprehensive exploration of the multifaceted impact of NN technologies on CG in the digital economy (DE). By examining the technological aspects, Digitalization Levels, capabilities, and regulatory landscape, the study comprehensively comprehends the dynamic interplay involving the DE and CG. The findings offer valuable insights for businesses, policymakers, and researchers seeking to navigate the evolving landscape of digital technologies in CG. The study highlights that sectors driven by NN technology experience a more significant impact in the DE than traditional industries.

在全球经济快速发展的背景下,数字时代(DE)的到来带来了前所未有的变革,重塑了传统的商业模式,并对既定的管理模式提出了挑战。这场数字革命中最具革命性的一个方面就是神经网络(NN)的整合,它已成为破译复杂模式和优化决策过程(DMP)的有效工具。本定量研究探讨了数字经济(IMDE),特别是神经网络的整合对公司治理(CG)模式的影响机制。研究采用问卷调查的方式,收集了 347 位专业人士的数据,探讨了 NN 技术对 DMP、数字化水平、数字化能力、透明度、问责制、信任度以及监管框架在公司治理中的作用的影响。研究证实,将自然网络技术整合到计算机网络模型中可显著提高 DMP。研究显示,企业的数字化水平与企业采用基于 NN 的 CG 模型之间存在良好的相关性。本研究的新颖之处在于全面探讨了 NN 技术对数字经济(DE)中 CG 的多方面影响。通过考察技术方面、数字化水平、能力和监管环境,本研究全面了解了数字经济和企业文化之间的动态相互作用。研究结果为企业、政策制定者和研究人员提供了宝贵的见解,帮助他们驾驭数字技术在企业文化中不断演变的格局。研究强调,与传统行业相比,由 NN 技术驱动的行业在 DE 中受到的影响更为显著。
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引用次数: 0
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