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Economic Outcomes of Digitalization and Financial Development: Insights From 125 Economies 数字化与金融发展的经济成果:来自125个经济体的见解
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-14 DOI: 10.1002/pa.70102
Noureen Ayaz, Mudeer Ahmed Khattak

Digitalization is argued to be transformative, where digital platforms are becoming increasingly popular to the point that governments have included digitalization in their blueprints. Regardless of the buzz, it is unclear if digitalization enhances economic growth and lowers volatility. This further becomes more important with the development divide among the economies. We explore whether digitalization enhances economic growth and volatility in global settings. We do this by taking 125 economies as a sample for 2011–2021. We employ the system generalized method of moments estimator for potential omitted variable bias, endogeneity, and simultaneity concerns. It is found that digitalization enhances overall economic growth with no significant impact on volatility. Furthermore, it is found that digitalization slows economic growth and increases volatility in developing economies. For developed economies, the impact of digitalization on economic growth and volatility is precisely the opposite, which is interesting because developed economies are capitalizing on transformative opportunities, and developing economies are yet to explore the potential of digitalization. Moreover, it has been found that economies with more financial development experience extra benefits of digitalization, have higher economic growth, and have lower volatility. These findings are robust to alternative proxies for digitalization, country-year fixed effects, and different econometric estimators. This study carries vital policy implications for governments, policymakers, and digital platforms.

数字化被认为具有变革性,数字平台变得越来越受欢迎,以至于政府已经将数字化纳入其蓝图。抛开这些话题不谈,目前尚不清楚数字化是否能促进经济增长并降低波动性。鉴于各经济体之间的发展差距,这一点变得更加重要。我们将探讨数字化是否会促进全球经济增长和波动。我们以2011-2021年的125个经济体为样本。对于潜在的遗漏变量偏差、内生性和同时性问题,我们采用系统广义矩估计方法。研究发现,数字化促进了整体经济增长,但对波动性没有显著影响。此外,研究发现,数字化减缓了发展中经济体的经济增长,增加了波动性。对于发达经济体来说,数字化对经济增长和波动性的影响恰恰相反,这一点很有趣,因为发达经济体正在利用变革机遇,而发展中经济体尚未探索数字化的潜力。此外,研究发现,金融发展程度越高的经济体从数字化中获得的额外收益越高,经济增长率越高,波动性越低。这些发现对于数字化替代指标、国家年度固定效应和不同的计量经济学估计都是稳健的。这项研究对政府、政策制定者和数字平台具有重要的政策意义。
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引用次数: 0
Structural Analysis of Public Trust and the Mediating Role of Government Image in Typhoon-Induced Disaster Response 公众信任与政府形象在台风灾害应对中的中介作用的结构分析
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-11 DOI: 10.1002/pa.70103
Reciel Ann Cullano, Ann Myril Tiu, Purity Mata, Kafferine Yamagishi, Gamaliel Gonzales, Fatima Maturan, Samantha Shane Evangelista, Angelo Burdeos, Lanndon Ocampo

Recent reports modeled the quality of government disaster response via service quality, public trust, perceived justice, and government image in disaster situations. This study explores the mediating role of government image in the relationships between service quality, perceived justice, and public trust, thereby addressing the existing gaps in understanding these complex interactions. Using a cross-sectional survey with non-probability sampling, 860 valid responses were analyzed to test the hypothesized direct and mediating effects related to Typhoon Rai, which hit the Philippines in December 2021. The case was chosen for its significant disaster event, which caused broad spatial and temporal impacts, and the Philippines' frequent exposure to about 20 typhoons annually. Results from Partial Least Squares-Structural Equation Modeling generate insights from the proposed model's five hypothesized paths and two mediation effects. We uncover salient results to serve as inputs for disaster risk reduction and management. All of the main hypothesized structural paths are statistically supported, except for the path from service quality to public trust, whose significance changed after the Gaussian copula analysis was performed to remove possible endogeneity problems. Thus, public trust is developed when there is quality information and fairness in the delivery of services. The government image fully mediates the overall relationship between service quality and public trust, while a partial mediating effect was found between perceived justice and public trust. We discussed insights in light of findings and systematically connected the results to the emerging discussions in the field.

最近的报告通过服务质量、公众信任、感知正义和政府在灾害情况下的形象来模拟政府灾害应对的质量。本研究探讨了政府形象在服务质量、公义感知和公众信任之间的中介作用,从而解决了在理解这些复杂相互作用方面存在的差距。采用非概率抽样的横断面调查,分析了860个有效回复,以测试与2021年12月袭击菲律宾的台风“拉伊”有关的假设直接和中介影响。该案例之所以被选中,是因为它的重大灾害事件造成了广泛的时空影响,而且菲律宾每年频繁遭受约20次台风的袭击。偏最小二乘-结构方程模型的结果从所提出的模型的五个假设路径和两个中介效应中产生了见解。我们发现了显著的结果,作为减少灾害风险和管理的投入。除了从服务质量到公众信任的路径外,所有主要的假设结构路径都得到了统计支持,在进行高斯copula分析以消除可能的内质性问题后,其显著性发生了变化。因此,当提供服务时有高质量的信息和公平性时,就会发展公众信任。政府形象在服务质量与公众信任之间具有全面的中介作用,而感知正义与公众信任之间存在部分中介作用。我们根据调查结果讨论了见解,并系统地将结果与该领域正在出现的讨论联系起来。
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引用次数: 0
Do Environmental Regulatory Interventions Help Highly Polluting Firms Become Sustainable? Evidence From Quasi-Natural Experiment-Based Indian Manufacturing Firms 环境监管干预有助于高污染企业的可持续发展吗?来自准自然实验型印度制造企业的证据
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-10 DOI: 10.1002/pa.70101
Anu Antony

The study investigated how environmental regulation, specifically India's National Action Plan on Climate Change (NAPCC) and the subsequent Paris Agreement, affects the environmental and financial performance of Indian manufacturing firms. Employing a quasi-natural experiment approach, the analysis evaluates how these regulations influence compliance costs, access to external financing, and market valuation for highly polluting firms. The results demonstrate that stringent environmental regulations can incentivize firms to adopt sustainable practices through efficiency-oriented compliance strategies such as process upgradation, leading to reduced abatement expenses and improved access to finance at lower costs. These outcomes provide empirical evidence supporting the weak form of the Porter Hypothesis, showing that well-designed regulations can stimulate innovation and efficiency gains, even when formal research and development (R&D)–led innovation remains limited. The findings further show that the Paris Agreement amplified these effects, facilitating long-term value creation and enhancing market legitimacy. Overall, the study contributes to environmental finance and policy discourse by highlighting how national and global environmental frameworks jointly influence firm adaptation, sustainability, and financial resilience.

该研究调查了环境监管,特别是印度的《国家气候变化行动计划》(NAPCC)和随后的《巴黎协定》如何影响印度制造业企业的环境和财务绩效。采用准自然实验方法,分析评估了这些法规如何影响高污染企业的合规成本、外部融资渠道和市场估值。结果表明,严格的环境法规可以激励企业通过以效率为导向的合规策略(如流程升级)采用可持续实践,从而减少减排费用,并以更低的成本改善融资渠道。这些结果为波特假说的弱形式提供了实证证据,表明即使在正式的研发(R&;D)主导的创新仍然有限的情况下,设计良好的法规也能刺激创新和效率提高。研究结果进一步表明,《巴黎协定》放大了这些影响,促进了长期价值创造,增强了市场合法性。总体而言,该研究通过强调国家和全球环境框架如何共同影响企业的适应性、可持续性和金融弹性,为环境金融和政策话语做出了贡献。
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引用次数: 0
Socioeconomic Impacts of India's Rural Job Guarantee Program: Evidence From MGNREGA 印度农村就业保障计划的社会经济影响:来自MGNREGA的证据
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-07 DOI: 10.1002/pa.70100
Muhammed Rafi, Salu Prasad, Mohemmad Naseef

As the world's largest employment guarantee scheme, the Mahatma Gandhi National Rural Employment Guarantee Act (MGNREGA) serves as a crucial policy experiment in addressing rural poverty and unemployment. While studies have examined its varied impacts on asset creation, financial inclusion, and women's empowerment, a comprehensive understanding of its socioeconomic effects at the household and community levels remains crucial for evaluating such large-scale public employment programs. This study aims to evaluate the socioeconomic impact of the MGNREGA, a large-scale government-sponsored job guarantee scheme. Specifically, we examine the effectiveness of the MGNREGA in alleviating poverty, enhancing consumption, and reducing income inequality. This study utilizes nationally representative longitudinal data from the Indian Human Development Survey (IHDS) to conduct the empirical analysis. We employ logit estimations with district fixed effects to examine the socioeconomic impact of the MGNREGA. The results of the study demonstrate that MGNREGA participation has a significant effect on poverty alleviation and improving household consumption. Furthermore, the results suggest that MGNREGA participation contributes to reducing income inequality at the community level. This study contributes empirical evidence to the broader discourse on government-sponsored large-scale job guarantee schemes as policy tools for addressing socioeconomic challenges at both the household and community levels. This is among the first studies that analyze the impact of MGNREGA at the community level using a dataset comprising over 1400 villages across 29 states in India.

作为世界上最大的就业保障计划,《圣雄甘地全国农村就业保障法》(MGNREGA)是解决农村贫困和失业问题的关键政策实验。虽然研究已经考察了其对资产创造、金融包容性和妇女赋权的各种影响,但全面了解其在家庭和社区层面的社会经济影响对于评估此类大规模公共就业计划仍然至关重要。本研究旨在评估MGNREGA的社会经济影响,MGNREGA是一项大规模的政府资助的就业保障计划。具体而言,我们考察了MGNREGA在减轻贫困、促进消费和减少收入不平等方面的有效性。本研究利用印度人类发展调查(IHDS)具有全国代表性的纵向数据进行实证分析。我们采用具有地区固定效应的logit估计来检验MGNREGA的社会经济影响。研究结果表明,农村居民参与城乡结合部管理对减贫和改善家庭消费具有显著作用。此外,研究结果表明,参与MGNREGA有助于减少社区一级的收入不平等。本研究为政府资助的大规模就业保障计划作为解决家庭和社区层面社会经济挑战的政策工具的更广泛讨论提供了经验证据。这是使用包含印度29个邦1400多个村庄的数据集分析MGNREGA在社区层面影响的首批研究之一。
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引用次数: 0
Does Financial Stability Withstand Economic Policy Uncertainty? Insights From Linear and Nonlinear Patterns 金融稳定能否抵御经济政策的不确定性?从线性和非线性模式的见解
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-07 DOI: 10.1002/pa.70098
Muhammad Nadir Shabbir, Kainat Iftikhar, Tanveer Bagh, Mirza Muhammad Naseer

This study examines the impact of Economic Policy Uncertainty (EPU) on Financial Stability (FS) in developed and emerging economies from 2003 to 2022. Using a balanced panel dataset and multiple statistical methods, the results reveal a nonlinear association between EPU and FS. At low to moderate levels, EPU reduces financial stability, but beyond a certain point, higher EPU improves FS. The findings suggest that rising EPU prompts regulators and institutions to respond in order to protect FS. Sub-sample analysis shows that this nonlinear effect becomes more pronounced in emerging economies, where financial systems remain more vulnerable and sensitive to shocks. Additional tests reveal that emerging markets respond more sharply to changes in uncertainty, while developed markets exhibit a weaker response, reflecting the strength of their financial systems. The study findings remain robust across a range of alternative measures and advanced estimators, including the generalized method of moments, spline regression, and panel-corrected standard errors. The study offers crucial policy insights by highlighting the need for tailored regulatory frameworks to mitigate the harmful effects of EPU on FS. By distinguishing between developed and emerging economies, this research enhances our understanding of financial resilience in the face of economic uncertainty and contributes to ongoing debates on macroeconomic stability.

本研究考察了2003 - 2022年发达经济体和新兴经济体经济政策不确定性(EPU)对金融稳定的影响。利用平衡面板数据和多种统计方法,结果显示EPU与FS之间存在非线性关联。在低至中等水平时,EPU会降低金融稳定性,但超过一定水平后,较高的EPU会改善金融稳定性。研究结果表明,不断上升的EPU促使监管机构和机构做出回应,以保护金融服务。子样本分析表明,这种非线性效应在新兴经济体中更为明显,这些经济体的金融体系对冲击仍然更加脆弱和敏感。其他测试表明,新兴市场对不确定性变化的反应更为剧烈,而发达市场的反应较弱,反映出其金融体系的实力。研究结果在一系列替代测量和高级估计器中保持稳健,包括广义矩法、样条回归和面板校正标准误差。该研究通过强调需要量身定制的监管框架来减轻EPU对FS的有害影响,提供了重要的政策见解。通过对发达经济体和新兴经济体的区分,本研究增强了我们对面对经济不确定性时金融弹性的理解,并有助于对宏观经济稳定性的持续讨论。
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引用次数: 0
Critical Competencies for Government Affairs Managers: Insights From a Delphi Study 政府事务经理的关键能力:来自德尔菲研究的见解
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-03 DOI: 10.1002/pa.70091
Sanghyun Lee, Sounman Hong

Technology firms increasingly operate where public and private sectors intersect, heightening the importance of government affairs professionals who navigate complex regulations and relationships. This study uses a three-phase Delphi method, drawing on a final panel of 25 expert panelists from leading technology companies, to identify essential knowledge, skills, and abilities (KSAs) for senior government affairs managers. High-consensus KSAs include Stakeholder Management, Ethics and Integrity, Political Acumen, and Networking and Diplomacy, underscoring the strategic nature of these roles. The resulting framework can guide professional development, recruitment, and training. It also highlights ethical responsibilities, emphasizing trust-building with regulators and society. Future work could explore how these KSAs vary by region or organizational context. Overall, the study offers a practical resource to support effective public-private collaboration and addresses a growing demand for more structured competency models in government relations.

科技公司越来越多地在公共部门和私营部门交叉的地方开展业务,这凸显了处理复杂法规和关系的政府事务专业人士的重要性。本研究采用三阶段德尔菲法,利用来自领先科技公司的25名专家小组成员,确定高级政府事务经理的基本知识、技能和能力(KSAs)。高共识ksa包括利益相关者管理、道德与诚信、政治敏锐度以及网络与外交,强调了这些角色的战略性质。由此产生的框架可以指导专业发展、招聘和培训。它还强调道德责任,强调与监管机构和社会建立信任。未来的工作可以探索这些ksa如何随区域或组织背景而变化。总体而言,该研究为支持有效的公私合作提供了实用资源,并解决了政府关系中对更结构化的能力模型日益增长的需求。
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引用次数: 0
Digital Transformation as a Moderator of Institutional Quality, Economic Development, and Social Factors in Renewable Energy Adoption: Evidence From Major Economies (1999–2023) 数字化转型对可再生能源采用的制度质量、经济发展和社会因素的调节作用:来自主要经济体的证据(1999-2023)
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-02 DOI: 10.1002/pa.70097
Saqib Munir

A limited understanding of the role of digital transformation as a moderator in the interaction of institutional quality, economic development, and renewable energy adoption in major economies has significantly held back the progress of sustainable energy transitions. This research focuses on the direct and moderated effects of institutional quality, economic development, urbanization, energy imports dependency, and environmental policy stringency on renewable energy adoption, theoretically grounded in the extension of institutional theory and the resource-based view. The study utilizes Pooled Mean Group Autoregressive Distributed Lag (PMG-ARDL) and Fully Modified Ordinary Least Squares (FMOLS) techniques on a balanced panel of 15 major economies (1999–2023), with data drawn from the World Development Indicators and Worldwide Governance Indicators. The results reveal that institutional quality is a major factor in the increase of renewable energy adoption (β = 12.678, p < 0.001), and the relationship between them is moderated positively by digital transformation (β = 0.150, p < 0.001). In addition, economic development (β = 2.434, p = 0.005) and urbanization (β = 1.473, p < 0.001) are also responsible for the increase in adoption; however, the short-run urban effects are negative. Moreover, energy imports dependency (β = 0.077, p < 0.001) and environmental policy stringency (β = 0.617, p = 0.006) are the factors that lead to a further advancement of the transitions, while digital tools are the enablers of these effects. The results depict that digital infrastructure enables the effectiveness of governance and economic capacity. Such findings can be applied to theoretical frameworks that explain the role of digital transformation as a strategic enabler and enable purposeful policy focus. The scope of generalizability is hindered by data limitations including the heterogeneity of the region. Future research could contemplate analyzing the subnational processes or AI possibilities in energy systems.

在主要经济体中,数字化转型在制度质量、经济发展和可再生能源采用之间的相互作用中起着调节作用,但对其作用的理解有限,这严重阻碍了可持续能源转型的进展。本文以制度质量、经济发展、城市化、能源进口依赖和环境政策严格程度对可再生能源采用的直接和调节效应为理论基础,从制度理论的延伸和资源基础观点出发。本研究采用混合平均群自回归分布滞后(PMG-ARDL)和完全修正普通最小二乘(FMOLS)技术,对15个主要经济体(1999-2023)的均衡面板进行了分析,数据来自《世界发展指标》和《全球治理指标》。结果表明,制度质量是可再生能源采用增加的主要因素(β = 12.678, p < 0.001),两者之间的关系受到数字化转型的正向调节(β = 0.150, p < 0.001)。此外,经济发展(β = 2.434, p = 0.005)和城市化(β = 1.473, p < 0.001)也对采用率的增加负责;然而,对城市的短期影响是负面的。此外,能源进口依赖(β = 0.077, p < 0.001)和环境政策严格(β = 0.617, p = 0.006)是导致转型进一步推进的因素,而数字工具是这些影响的推手。结果表明,数字基础设施能够提高治理效率和经济能力。这些发现可以应用于理论框架,解释数字转型作为战略推动者的作用,并实现有目的的政策重点。概括性的范围受到数据限制的阻碍,包括该地区的异质性。未来的研究可以考虑分析次国家进程或能源系统中人工智能的可能性。
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引用次数: 0
The Spillover Effect of US-China Tension on India's Medium-High-Tech Manufacturing Exports: Exploring the Role of Export Market Diversification 中美关系紧张对印度中高技术制造业出口的溢出效应:出口市场多元化的作用探讨
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-12-01 DOI: 10.1002/pa.70096
Himanshu Sekhar Panda, Mantu Kumar Mahalik

Rising US-China tensions can significantly reshape the worldwide trade dynamics by disrupting established supply chains. Addressing this, this study explores the impact of US-China tension on India's medium-high-tech manufacturing exports by obtaining time series data from India spanning 1997 to 2022. This study also examines the behavior of export market diversification on medium-high-tech manufacturing exports, in the presence of US-China tension. To measure these relationships, the Dynamic Autoregressive Distributed Lag (DARDL) method is employed. The findings reveal that the US-China tension exerts a positive impact on India's MHM exports, while export market diversification deteriorates it. Interestingly, this study discovers that export market diversification exerts a beneficial impact on India's medium-high-tech manufacturing exports in presence of the US-China tension. Additionally, this study shows a beneficial role of domestic bank credit, economic growth, total export demand, government effectiveness, and currency depreciation on India's medium-high-tech manufacturing exports. These findings are consistent with the results from Fully Modified Ordinary Least Squares (FMOLS). The marginal plot and heatmap analysis provide robustness of the interaction effect. Results from the CUSUM and the CUSUM Square confirm the estimated model stability. These findings offer policy recommendations for Indian policymakers to maximize the MHM exports.

不断升级的中美紧张关系可能会扰乱现有的供应链,从而极大地重塑全球贸易格局。针对这一问题,本研究通过获取印度1997年至2022年的时间序列数据,探讨了中美紧张关系对印度中高科技制造业出口的影响。本研究还考察了在中美关系紧张的情况下,出口市场多元化对中高技术制造业出口的影响。为了测量这些关系,采用动态自回归分布滞后(DARDL)方法。研究结果表明,中美紧张局势对印度MHM出口产生了积极影响,而出口市场多元化则使其恶化。有趣的是,本研究发现,在中美关系紧张的情况下,出口市场多元化对印度的中高科技制造业出口产生了有益的影响。此外,本研究还显示了国内银行信贷、经济增长、出口总需求、政府有效性和货币贬值对印度中高科技制造业出口的有利作用。这些发现与完全修正普通最小二乘(FMOLS)的结果一致。边际图和热图分析提供了相互作用效应的稳健性。CUSUM和CUSUM平方的结果证实了估计的模型稳定性。这些发现为印度决策者提供了最大化MHM出口的政策建议。
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引用次数: 0
The Role of Foreign Aid in Promoting Gender Equality and Social Inclusion in Africa 外援在促进非洲性别平等和社会包容方面的作用
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-11-19 DOI: 10.1002/pa.70092
Oseghale Ihayere, Oluwatoyin Matthew, Evans Osabuohien, Oluwayemisi Kadijat Adeleke, Romanus Osabohien, Karen Eberechukwu Onwuegbule

This study investigates the impact of foreign aid on social inclusion in Africa using the system Generalised Method of Moments (S-GMM) estimation technique. The results reveal that net official development assistance (ODA) as a percentage of gross national income had an adverse effect on total vulnerable employment. Similarly, net official development assistance per capita, official and received and net official development assistance received only had a negating effect on male vulnerable employment. However, a positive impact exists between net official development assistance as a percentage of gross capital formation and female vulnerable employment. Trade openness has no significant effect across all the models. Therefore, African economies should completely implement social inclusion and enhance workers' rights and working conditions. Inclusive projects ranging from inclusive labour markets, better working conditions and greater social security need to be put in place for efficient delivery of official development assistance. Lastly, the unique challenges that females have in gaining access to resources, particularly as regard to reducing vulnerable employment through foreign aid should be identified and addressed.

本研究使用系统广义矩量法(S-GMM)估计技术调查外援对非洲社会包容的影响。结果显示,官方发展援助净额占国民总收入的百分比对弱势就业总量有不利影响。同样,人均官方发展援助净额、官方和收到的官方发展援助净额和收到的官方发展援助净额只对易受伤害的男性就业产生消极影响。但是,官方发展援助净额占资本形成总额的百分比与妇女易受伤害就业之间存在积极影响。贸易开放对各模型均无显著影响。因此,非洲经济体应该全面实施社会包容,提高工人的权利和工作条件。为了有效地提供官方发展援助,需要实施包容性项目,包括包容性劳动力市场、更好的工作条件和更大的社会保障。最后,应查明和处理妇女在获得资源方面所面临的独特挑战,特别是在通过外援减少易受伤害的就业方面。
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引用次数: 0
Artificial Intelligence and Employment Prospects: A Sentiment and Emotion Analysis in the Indian Context 人工智能和就业前景:在印度背景下的情绪和情感分析
IF 1.8 Q2 PUBLIC ADMINISTRATION Pub Date : 2025-11-18 DOI: 10.1002/pa.70094
Himanshu Gupta, Akshay Sharma, Rajib L. Dhar

Artificial Intelligence (AI) has brought a significant transformation in the labor market, sparking mixed sentiments among individuals regarding their employment prospects. To determine a broader emotional response, individual comments posted on 26 YouTube videos discussing the impact of AI on employment within the Indian labor market were scraped and analyzed using pre-trained VADER and ROBERTA for sentiment analysis; NRCLex for emotion analysis; and topic modeling using Latent Dirichlet Allocation (LDA). Findings indicate an increasing negative sentiment among individuals toward AI and employment from 2017 to 2023, with three dominant emotions being anticipation, trust, and fear. Further, the temporal analysis showcases the trend followed by sentiment and emotion from 2017 to 2023. Using LDA, three major focal points of discussion, namely AI Awareness, AI at workplace and AI and future employment, were identified. Based on our results, relevant managerial and policy implications are offered.

人工智能(AI)给劳动力市场带来了重大变革,引发了个人对就业前景的复杂情绪。为了确定更广泛的情绪反应,我们收集了26个YouTube视频上的个人评论,讨论了人工智能对印度劳动力市场就业的影响,并使用预先训练好的VADER和ROBERTA进行情绪分析;NRCLex用于情绪分析;使用潜狄利克雷分配(Latent Dirichlet Allocation, LDA)进行主题建模。调查结果显示,从2017年到2023年,个人对人工智能和就业的负面情绪越来越多,其中三种主要情绪是预期、信任和恐惧。此外,时间分析显示了2017年至2023年情绪和情绪的趋势。利用LDA,确定了三个主要的讨论焦点,即人工智能意识、工作场所的人工智能以及人工智能与未来就业。基于我们的研究结果,提出了相关的管理和政策建议。
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引用次数: 0
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