Journal of Open Innovation: Technology, Market, and Complexity最新文献

Who deserves to be the finfluencer? 谁有资格成为影响者？

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-06-01 DOI: 10.1016/j.joitmc.2025.100553

Eneng Nur Hasanah, Deddy P. Koesrindartoto, Sudarso Kaderi Wiryono, Agnes Enya Angelica

{"title":"Who deserves to be the finfluencer?","authors":"Eneng Nur Hasanah, Deddy P. Koesrindartoto, Sudarso Kaderi Wiryono, Agnes Enya Angelica","doi":"10.1016/j.joitmc.2025.100553","DOIUrl":"10.1016/j.joitmc.2025.100553","url":null,"abstract":"<div><div>Financial influencers (finfluencers) are prevalent across various social media platforms, addressing a wide range of financial topics tailored to audience needs. In response to this phenomenon, this study examines the characteristics and content strategies of the top nine finfluencers on TikTok, YouTube, and Instagram, with a particular focus on their potential impact on investor behavior. Employing a mixed-methods approach, this research explores eight key dimensions: finfluencer’s power, interactivity, content quality, character, collaboration, advertising strategies, content packaging, and credibility. The findings indicate that financial investment topics dominate the content landscape, with a strong emphasis on promoting specific stocks, cryptocurrencies, and other investment products. Despite their growing popularity, the study identifies a significant gap, as most finfluencers lack formal education or certification in finance, raising concerns about the dissemination of misinformation and the potential for risky investment advice. Furthermore, the analysis highlights the diverse roles assumed by finfluencers, including independent investors and traders, financial planners, and frugal living advocates. These roles significantly shape their ability to convey financial knowledge and influence the investment decisions of their audiences. This study also underscore the need for stricter regulatory oversight by financial authorities and enhanced accountability mechanisms on social media platforms, where transparency from finfluencers is crucial in ensuring ethical practices and fostering audience trust, particularly concerning financial decision-making. Finally, this research represents the first in-depth study to systematically analyse financial content on social media through a comprehensive content analysis approach.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100553"},"PeriodicalIF":0.0,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144185231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The moderating role of stakeholder involvement in GHRM-GSCM integration: Evidence from Vietnamese logistics firms 利益相关者参与对GHRM-GSCM整合的调节作用：来自越南物流公司的证据

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-06-01 DOI: 10.1016/j.joitmc.2025.100562

Erkan Duzgun , Erhan Atay

{"title":"The moderating role of stakeholder involvement in GHRM-GSCM integration: Evidence from Vietnamese logistics firms","authors":"Erkan Duzgun , Erhan Atay","doi":"10.1016/j.joitmc.2025.100562","DOIUrl":"10.1016/j.joitmc.2025.100562","url":null,"abstract":"<div><div>This study investigates the moderating role of stakeholder involvement in the integration of Green Human Resource Management (GHRM) and Green Supply Chain Management (GSCM) within Vietnam’s logistics industry. Drawing on survey data collected from 135 participants across 118 logistics firms -resulting in 357 responses- the research analyzes how supplier collaboration and customer engagement influence the relationship between GHRM and GSCM and contribute to improved sustainability performance. The findings reveal that stakeholder involvement significantly strengthens the impact of environmental training and green performance management on both environmental and operational outcomes. Firms that actively engage with their stakeholders and incorporate their feedback into green initiatives tend to achieve more effective implementation and performance gains. However, the study also uncovers several limitations that hinder the adoption of integrated green practices. These include financial constraints, limited technical expertise, and weak legal enforcement, particularly among small and medium-sized enterprises (SMEs), which face greater difficulty in accessing support for sustainability initiatives. Additionally, a lack of awareness and insufficient institutional incentives further constrain green transformations in the sector. By providing empirical insights into both the enabling and inhibiting factors of GHRM-GSCM integration, this study contributes to a more nuanced understanding of sustainable logistics management in emerging markets. The results highlight the importance of developing targeted stakeholder strategies, fostering collaborative environmental training, and improving Vietnam’s regulatory framework to enhance green performance across logistics firms.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100562"},"PeriodicalIF":0.0,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144178039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Developing a hybrid machine learning model for employee turnover prediction: Integrating LightGBM and genetic algorithms 开发用于员工离职预测的混合机器学习模型：整合LightGBM和遗传算法

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-06-01 DOI: 10.1016/j.joitmc.2025.100557

Hojat Talebi , Amid Khatibi Bardsiri , Vahid Khatibi Bardsiri

{"title":"Developing a hybrid machine learning model for employee turnover prediction: Integrating LightGBM and genetic algorithms","authors":"Hojat Talebi , Amid Khatibi Bardsiri , Vahid Khatibi Bardsiri","doi":"10.1016/j.joitmc.2025.100557","DOIUrl":"10.1016/j.joitmc.2025.100557","url":null,"abstract":"<div><div>Employee turnover poses a significant challenge to organizations, leading to increased costs and disruptions in workforce stability. In this study, we propose a novel hybrid model for employee turnover prediction that integrates Genetic Algorithms (GA) for feature selection with LightGBM for classification. The GA component identifies the most relevant features, while LightGBM ensures high prediction accuracy and computational efficiency. The model was evaluated on two datasets—a public HR Analytics dataset and a proprietary organizational dataset—using multiple performance metrics including Accuracy, Precision, Recall, F1-Score, and AUC. The proposed GA + LightGBM model achieved an AUC of 0.94 and F1-Score of 0.87 on the HR dataset, and an AUC of 0.78 with F1-Score of 0.73 on the organizational dataset, outperforming conventional models such as Random Forest, Logistic Regression, and even standalone LightGBM. The results demonstrate that the proposed method offers a balanced and interpretable solution for turnover prediction, outperforming existing approaches in both predictive power and practical applicability. This work contributes to HR analytics by offering a transparent, scalable, and high-performing predictive framework that supports effective retention strategies.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100557"},"PeriodicalIF":0.0,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144178040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The tug of war: will regulatory quality and green innovation outpace carbon emissions? 这场拉锯战：监管质量和绿色创新是否会超过碳排放？

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-29 DOI: 10.1016/j.joitmc.2025.100555

Raphael Ampedu , Xiongyuan Wang , Kihumuro Jotham , Richmond Mensah

{"title":"The tug of war: will regulatory quality and green innovation outpace carbon emissions?","authors":"Raphael Ampedu , Xiongyuan Wang , Kihumuro Jotham , Richmond Mensah","doi":"10.1016/j.joitmc.2025.100555","DOIUrl":"10.1016/j.joitmc.2025.100555","url":null,"abstract":"<div><div>The study investigates the effects of regulatory quality, green innovation, and their interaction on carbon emissions in 13 Asian countries from 1991 to 2022. The factors influencing emissions reduction in the region are investigated using PMG, GEE, Quantile regression, Panel Corrected Standard Errors (PCSE), and Two Step System Generalized Method of Moments (GMM) for robustness. The study considers the dual effect of regulatory quality and green technology in mitigating emissions and the social and economic factors of urbanization, foreign direct investment (FDI), and education level. We find that regulatory quality has a significant disincentive effect on carbon emissions. It highlights why strong governance frameworks matter for the promotion of environmental sustainability. green innovation significantly reduces carbon emissions highlighting its importance in long-term decarbonization strategies. Beyond that, GreInn*RegQ increases emissions reductions further, illustrating the need for policy soundness and coherence. Nevertheless, these factors have different effects across emissions quantiles, and high-emission economies are more likely to benefit from regulatory quality and green innovation synergies. For example, control variables like urbanization are positively related to emissions, while FDI helps decrease emissions by allowing clean technology to be transferred. The findings provide policymakers with actionable insights, stressing the need for context-specific, tailored strategies to ensure sustainable development and meet global climate goals.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100555"},"PeriodicalIF":0.0,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144169920","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Audit technology as a catalyst for improving non-financial performance in Ethiopian audit firms 审计技术作为改善埃塞俄比亚审计公司非财务绩效的催化剂

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-26 DOI: 10.1016/j.joitmc.2025.100556

Fekadu Agmas Wassie , László Péter Lakatos

{"title":"Audit technology as a catalyst for improving non-financial performance in Ethiopian audit firms","authors":"Fekadu Agmas Wassie , László Péter Lakatos","doi":"10.1016/j.joitmc.2025.100556","DOIUrl":"10.1016/j.joitmc.2025.100556","url":null,"abstract":"<div><div>Adopting computer-assisted audit techniques (CAATs) is transforming the auditing profession globally. As technological advancements continue to shape the audit landscape, understanding how CAATs influence non-financial performance outcomes is essential. However, little is known about their impact on non-financial performance in audit firms, particularly in developing countries like Ethiopia. This study investigates how CAATs influence non-financial performance metrics, including client relationships, employee engagement, and operational efficiency. A quantitative approach was adopted to analyze survey data collected from 122 audit professionals across Ethiopian audit firms in 2023. The findings reveal that the adoption of CAATs significantly correlates with client relationships, employee engagement, and operational efficiency, while its impact on operational efficiency is moderated by organizational readiness. The study highlights the need for strategic technological investments to enhance non-financial performance outcomes. This study offers original empirical evidence on the non-financial impacts of CAATs in the context of Ethiopian audit firms, filling a notable gap in the existing literature.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100556"},"PeriodicalIF":0.0,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144147053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Navigating the supply chain frontier: Insights from SMEs on the effects of inter-organizational collaboration and inter-organizational trust on supply chain performance 导航供应链前沿：来自中小企业对组织间协作和组织间信任对供应链绩效影响的见解

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-26 DOI: 10.1016/j.joitmc.2025.100560

George Kankam , Mawuko Dza

{"title":"Navigating the supply chain frontier: Insights from SMEs on the effects of inter-organizational collaboration and inter-organizational trust on supply chain performance","authors":"George Kankam , Mawuko Dza","doi":"10.1016/j.joitmc.2025.100560","DOIUrl":"10.1016/j.joitmc.2025.100560","url":null,"abstract":"<div><div>This paper explores how inter-organizational trust and inter-organizational collaboration can influence small and medium-sized enterprises (SMEs) supply chain performance. Specifically, the study investigates how inter-organizational collaboration will moderate and mediate inter-organizational trust and supply chain performance. The data were analyzed via confirmatory factor analysis and structural equation modeling (CB-SEM). Data were collected from self-administered questionnaires from 53 managers from 53 manufacturing small and medium-sized enterprises (SMEs). The findings revealed a positive moderation and partial mediating effect of inter-organizational collaboration on trust and supply chain performance. The paper's key practical contribution is that SMEs must work together through effective inter-organization collaboration to build confidence and improve the supply chain network. The contribution of this study centers on the relationship between SMEs through effective open collaboration. The study emphasizes that to foster inter-organizational collaboration SMEs should place premium on open collabrotion, knowledge sharing, leveraging external ideas, open innovation and accesing a pool of talent.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100560"},"PeriodicalIF":0.0,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144169919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Brand evangelism in the digital era: The impact of data-driven influencer marketing 数字时代的品牌布道：数据驱动的网红营销的影响

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-20 DOI: 10.1016/j.joitmc.2025.100552

Fazla Rabby , Y. Suryanarayana Murthy , Rohit Bansal

{"title":"Brand evangelism in the digital era: The impact of data-driven influencer marketing","authors":"Fazla Rabby , Y. Suryanarayana Murthy , Rohit Bansal","doi":"10.1016/j.joitmc.2025.100552","DOIUrl":"10.1016/j.joitmc.2025.100552","url":null,"abstract":"<div><div>In the contemporary digital landscape, influencer marketing combined with advanced data analytics has become essential in fostering brand evangelism and consumer advocacy. This study examines how data-driven influencer marketing strategies influence brand loyalty and advocacy among consumers. Utilizing a mixed-methods research approach, this study integrates quantitative data analysis of consumer interactions with qualitative evaluations of influencer-driven campaigns. The findings reveal that personalized and targeted influencer campaigns significantly enhance consumer engagement, trust, and long-term brand loyalty. Furthermore, the study identifies specific mechanisms through which data analytics optimize influencer selection and content relevance, directly contributing to stronger consumer-brand relationships. Theoretically, this research expands existing frameworks by combining elements from the Theory of Planned Behavior and the Elaboration Likelihood Model, offering deeper insights into influencer marketing effectiveness. Practically, marketers gain valuable strategies for employing data-driven influencer collaborations, leading to more robust consumer engagement and sustained brand evangelism.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100552"},"PeriodicalIF":0.0,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144134437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A framework to improve the compliance guideline for critical ICT infrastructure security 改进关键ICT基础设施安全合规准则的框架

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-13 DOI: 10.1016/j.joitmc.2025.100547

Jinyong Park , Tae-Sung Kim

引用次数: 0

From flow experience determinants to user behavior: A study on online food ordering platforms via mobile applications 从流体验决定因素到用户行为：基于移动应用的在线订餐平台研究

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-13 DOI: 10.1016/j.joitmc.2025.100551

Nguyen Binh Phuong Duy , Van Thanh-Truong Nguyen , Bui Thanh Khoa

{"title":"From flow experience determinants to user behavior: A study on online food ordering platforms via mobile applications","authors":"Nguyen Binh Phuong Duy , Van Thanh-Truong Nguyen , Bui Thanh Khoa","doi":"10.1016/j.joitmc.2025.100551","DOIUrl":"10.1016/j.joitmc.2025.100551","url":null,"abstract":"<div><div>This study examines the factors influencing users’ flow experience in Vietnam related to online food ordering application platforms, thereby driving subsequent behavior. This study surveyed 720 participants using a structured questionnaire with a stratified sampling technique based on the market share of online food ordering applications in Vietnam. The collected data were analyzed using SmartPLS software with partial least squares structural equation modeling (PLS-SEM). The results of the data analysis demonstrated that time distortion has a more significant influence on flow experience than other factors in the model, including feedback, concentration, enjoyment, and perception of risk. The findings even showed that the perception of risk does not seem to be of much concern to users while they are participating in the experience flow. Furthermore, satisfaction with the experience process significantly affects the tendency to continue ordering on the application platform. The research results are then discussed, and theoretical and practical contributions are provided to online food-ordering platforms to enhance their experience and attract users to spend as much time as possible on applications.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100551"},"PeriodicalIF":0.0,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144068440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Elucidating critical success factors for digital transformation in logistics service providers using a grey-DANP approach: Insights from the Thai SMEs road freight transportation sector 使用灰色- danp方法阐明物流服务提供商数字化转型的关键成功因素：来自泰国中小企业公路货运部门的见解

Journal of Open Innovation: Technology, Market, and Complexity Pub Date : 2025-05-10 DOI: 10.1016/j.joitmc.2025.100549

Natapat Areerakulkan , Detcharat Sumrit

{"title":"Elucidating critical success factors for digital transformation in logistics service providers using a grey-DANP approach: Insights from the Thai SMEs road freight transportation sector","authors":"Natapat Areerakulkan , Detcharat Sumrit","doi":"10.1016/j.joitmc.2025.100549","DOIUrl":"10.1016/j.joitmc.2025.100549","url":null,"abstract":"<div><div>Digital transformation (DT) is crucial for logistics service providers (LSPs) to improve efficiency, innovation, and competitiveness. However, small and medium-sized enterprises (SMEs) in Thailand’s road freight transportation sector face challenges in adopting digital technologies due to limited resources, expertise, and resistance to change. This study identifies and analyzes the critical success factors (CSFs) that drive successful DT for Thai SMEs. Grounded in dynamic capability (DC) theory, twelve key CSFs are identified and validated through expert insights. The study uses the grey-DANP (Decision Making Trial and Evaluation Laboratory-based Analytic Network Process combined with grey theory) approach, to examine the interrelationships and relative importance of these CSFs. Weight-variance analysis (WVA) further assesses the strengths and weaknesses of each CSF, providing organizations valuable insights for enhancing the DT process. The findings provide actionable recommendations for SMEs to overcome barriers and better navigate their DT journey. The study contributes a conceptual framework for SMEs in the road freight transportation sector, with insights that can be adapted to other industries facing similar digital adoption challenges. This research offers valuable theoretical and practical contributions, providing guidance for policymakers, business leaders, and scholars aiming to facilitate DT in SMEs across emerging economies.</div></div>","PeriodicalId":16678,"journal":{"name":"Journal of Open Innovation: Technology, Market, and Complexity","volume":"11 2","pages":"Article 100549"},"PeriodicalIF":0.0,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143946900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0