Impact Of Technology Research Articles

Green thinking: impact of smart technologies on supply chain management

Green thinking: impact of smart technologies on supply chain management

Multiplex CRISPR-Cas Genome Editing: Next-Generation Microbial Strain Engineering.

Genome editing is a crucial technology for obtaining desired phenotypes in a variety of species, ranging from microbes to plants, animals, and humans. With the advent of CRISPR-Cas technology, it has become possible to edit the intended sequence by modifying the target recognition sequence in guide RNA (gRNA). By expressing multiple gRNAs simultaneously, it is possible to edit multiple targets at the same time, allowing for the simultaneous introduction of various functions into the cell. This can significantly reduce the time and cost of obtaining engineered microbial strains for specific traits. In this review, we investigate the resolution of multiplex genome editing and its application in engineering microorganisms, including bacteria and yeast. Furthermore, we examine how recent advancements in artificial intelligence technology could assist in microbial genome editing and engineering. Based on these insights, we present our perspectives on the future evolution and potential impact of multiplex genome editing technologies in the agriculture and food industry.

IMPACT OF 5G TECHNOLOGY ON SATELLITE COMMUNICATION: A PARADIGM SHIFT IN TELECOMMUNICATIONS WITH A FOCUS ON CYBERSECURITY CHALLENGES AND SOLUTIONS

This review investigates the transformative impact of 5G technology on satellite communication, with a particular focus on the cybersecurity challenges introduced by this integration. An analysis of 50 rigorously selected scholarly articles demonstrates that 5G significantly enhances satellite communication by improving data transmission rates, reducing latency, and increasing network efficiency, thereby facilitating extended coverage that bridges the digital divide by delivering high-speed internet to remote areas. Additionally, 5G supports the deployment of new applications such as enhanced Mobile Broadband (eMBB) and extensive Internet of Things (IoT) connectivity. However, this integration also introduces new cybersecurity challenges, such as increased vulnerability to cyber-attacks and the need for robust encryption methods to secure data transmissions. Technical issues like signal interference, regulatory hurdles involving spectrum sharing, and substantial economic investments for infrastructure development also pose significant challenges. These complexities require ongoing research and strategic planning to mitigate risks and fully harness the potential of 5G-enhanced satellite networks. The study highlights a paradigm shift in satellite communications, propelled by 5G's capabilities to create more inclusive, efficient, and secure global communication networks.

Geopatial Technologies in Civil Engineering : A Critical Literature

This study investigates the role of geospatial technologies in enhancing the efficiency and effectiveness of civil engineering projects. Geospatial technologies, including Geographic Information Systems (GIS), remote sensing, and spatial analysis, have revolutionized the field of civil engineering by providing critical tools for planning, design, construction, and management of infrastructure projects. The integration of these technologies enables accurate terrain mapping, real-time monitoring, and data-driven decision-making, which are crucial for ensuring the safety, sustainability, and resilience of modern infrastructure. This research aims to explore the applications of geospatial technologies in various civil engineering projects, including highway planning, urban development, and environmental monitoring. The study also examines the potential benefits and limitations of these technologies and provides recommendations for their effective integration into civil engineering practices. By understanding the impact of geospatial technologies on civil engineering projects, this research aims to contribute to the development of more efficient, sustainable, and resilient infrastructure that supports the needs of modern society.

The impact of credit accessibility and information communication technology on the income of small-scale sugarcane farmers in Ndwedwe Local Municipality, KwaZulu-Natal Province, South Africa

IntroductionAccess to credit and information and communication technology (ICT) plays a pivotal role in enhancing the practices of small-scale sugarcane farmers, impacting their financial, social, and economic wellbeing. However, many small-scale farmers need help accessing these resources, thereby affecting their ability to generate sustainable income. This study aimed to assess the factors influencing the adoption of ICT and access to credit and their subsequent impact on small-scale farmers' income.MethodsEmploying a multistage sampling technique, 300 small-scale farmers were selected as participants in the study. The recursive bivariate probit regression model was used to assess the factors affecting adoption ICT and a selectivity-corrected ordinary least square regression model was utilized to estimate the synergistic effect of ICT adoption and access to credit on the income of small-scale sugarcane farmers.Results and discussionThe findings revealed that approximately 77% of small-scale farmers had access to credit, while more than 80% had adopted ICT. The results derived from the recursive bivariate probit (RBP) regression model indicated that access to credit, education, and extension support positively and significantly influenced the adoption of ICT. Conversely, marital status and non-farm income exhibited a negative and significant influence on the adoption of ICT. Gender and marital status were positively and significantly associated with access to credit, whereas age, education, and non-farm income showed a negative and significant relationship on access to credit. Subsequently, a selectivity-corrected ordinary least square regression model analysis revealed that factors such as gender, marital status, extension, government support, and transportation costs positively and significantly influenced farmer's income. In contrast, education, employment status, and non-farm income exhibited a negative and significant influence on income.Conclusion and recommendationsThe study concludes that socio-demographic factors, such as gender, marital status, extension support, government support, and transportation costs, positively contribute to farmers' income. Small-scale sugarcane farmer involvement in other non-farm activities is associated with reduced farm income. This implies that farmers' livelihoods options are reduced as they can only focus on sugarcane development as a source of income. There is a pressing need to educate small-scale farmers on ICT and provide them with access to agricultural credit. Additionally, extension workers should offer advisory support to small-scale farmers requiring assistance in accessing agricultural credit. There is a need to train sugarcane farmers on different agricultural income generating activities to reduce their over-reliance on sugarcane development. By addressing the identified socio-demographic factors and implementing targeted policy interventions, stakeholders can foster an enabling environment for small-scale farmers to thrive, ultimately contributing to the sustainable development of the sugarcane sector and the broader agricultural landscape in South Africa.

The impact of mobile-assisted project-based learning on developing EFL students' speaking skills

Combining mobile-assisted language learning (MALL) with project-based learning (PBL) might be the potential framework for enhancing EFL learners' speaking skills. However, only a few studies have scrutinised the impact of modern technologies on project work. More importantly, investigating how MALL, as a new field within ICT with unique pedagogical affordances, and PBL can enhance learners' speaking skills is still lacking in the literature. Accordingly, this study examines how integrating MALL through mobile phones and PBL, defined as mobile-assisted project-based learning or mobile-assisted projects, improves Moroccan secondary school students’ speaking performance. A true experimental study was conducted with 91 students assigned randomly to one experimental group and two control groups. The experimental group received instruction through mobile-assisted projects over one semester. In contrast, participants in the first control group taught speaking through project-based learning, and participants in the second control group received traditional teaching. Two instruments were employed to collect data: a speaking pre- and post-test to evaluate the three groups’ oral proficiency and a 5-Likert scale survey to detect the experimental group participants’ experience and attitudes toward the implementation. Based on independent sample t tests and paired sample t tests (SPSS-26), it was found that instruction through mobile-assisted projects was considerably more effective than project-based learning and conventional teaching in enhancing learners’ overall speaking performance and sub-skills: fluency and coherence, lexical resource, grammatical range and accuracy, and pronunciation. Further, the results of the attitude post-questionnaire demonstrated a very high positive perception of the participants toward the implementation. As a result, these findings confirm the pedagogical role of combining MALL with PBL as an innovative mode of instruction in enhancing EFL learners’ speaking performance.

Relationship between Teacher Professional Development and use for ICT in Teaching and Learning in Primary Schools in Sabuli Sub-County, Wajir County

Information and communication technology use in education has become an indispensable aspect in the contemporary education system. This explains why many governments including Kenya government have invested in information and communication technology to foster the quality of education. However, despite efforts to avail information and communication technology resources, their use and impact on instructional delivery has been minimal, especially in primary schools in Kenya. Consequently, there has been concern on relationship between availability of information and communication technology and teacher professional development in primary schools. This situation has necessitated the proposed study which is aimed at assessing the relationship between teacher professional development and use for ICT in teaching and learning in primary schools in Sabuli sub-county, Wajir County, Kenya. The study used correlation research design. The target population 94 teacher comprising 30 head teachers and 64 teachers of primary schools in Sabuli sub-county, Wajir County. Given the small number of teachers in public primary schools in Sabuli sub county, the study purposively selected all teachers and head teachers as participant to avoid reducing the ambiguity of a study. Thus, the sample population was 94 respondents. The researcher gathered data using questionnaires from teachers and used semi-structured interview for head-teachers. Data was analysed using descriptive and regression statistics. The findings highlight a statistically significant positive relationship between teacher professional development and ICT use, indicating a direct relationship between the two variables.

Impact of financial technologies, digitalization, and natural resources on environmental degradation in G-20 countries: Does human resources matter?

This study assesses the impact of financial technologies, digitalization, natural resources and human resources on environmental degradation in 20 (G-20) countries from 2000 to 2021. It also examines the moderating role of human resources in the relationship between natural resources, digitalization and financial technologies. The study uses the Panel Corrected Standard Error (PCSE) and Method of Moments Quantile (MMQR) regression approaches for the empirical analysis. The results show that digitalization, natural resources and human resources significantly and positively affect environmental degradation, while financial technologies negatively affect environmental degradation in the PCSE estimation. Regarding interaction effects, the study finds that human resources positively affect the relationship between financial technologies and environmental degradation and negatively affect the relationship between natural resources, digitalization and environmental degradation. The MMQR estimation ensures the robustness of these results.

Impact of next-generation Artificial General Intelligence (AGI) on international relations

The new generation of artificial intelligence technologies occurrence represented by ChatGPT is the beginning of the Artificial General Intelligence (AGI) era. In contrast to the impact of weak AI technologies on international relations discussed in the previous era, AGI is no longer just a tool in the traditional sense. The human-computer integration facilitated by AGI technology will rapidly and deeply penetrate into all areas of social policy and economy. It also may change the mode of social production and economic development, influence international relations and geopolitics by transforming the comprehensive state capacity, and simultaneously force new challenges in global governance. The acknowledgement of a new generation of AGI technological qualitative changes’ impact on future changes in international relations is no longer the fantasy; the underlying AGI changes in labour productivity will certainly lead to a disruptive reconfiguration of future international relations.

Professional regulation in the digital era: A qualitative case study of three professions in Ontario, Canada.

Technology is transforming service delivery and practice in many regulated professions, altering required skills, scopes of practice, and the organization of professional work. Professional regulators face considerable pressure to facilitate technology-enabled work while adapting to digital changes in their practices and procedures. However, our understanding of how regulators are responding to technology-driven risks and the impact of technology on regulatory policy is limited. To examine the impact of technology and digitalization on regulation, we conducted an exploratory case study of the regulatory bodies for nursing, law, and social work in Ontario, Canada. Data were collected over two phases. First, we collected documents from the regulators' websites and regulatory consortiums. Second, we conducted key informant interviews with two representatives from each regulator. Data were thematically analyzed to explore the impact of technological change on regulatory activities and policies and to compare how regulatory structure and field shape this impact. Five themes were identified in our analysis: balancing efficiency potential with risks of certain technological advances; the potential for improving regulation through data analytics; considering how to regulate a technologically competent workforce; recalibrating pandemic emergency measures involving technology; and contemplating the future of technology on regulatory policy and practice. Regulators face ongoing challenges with providing equity-based approaches to regulating virtual practice, ensuring practitioners are technologically competent, and leveraging regulatory data to inform decision-making. Policymakers and regulators across Canada and internationally should prioritize risk-balanced policies, guidelines, and practice standards to support professional practice in the digital era.

The safety and efficacy of the Stryker OptaBlate™ Bone Tumor Ablation system for vertebral body metastases

BackgroundMetastatic spinal lesions are a significant cause of morbidity and decreased quality of life in those with a high tumor burden. Despite treatment modalities such as medical therapy (e.g., chemotherapy, steroids), spinal augmentation procedures, and radiation therapy, many patients still experience refractory back pain due to neoplastic infiltration of the vertebral body and/or pathologic compression fractures. With the aim to address refractory pain in patients who have exhausted conventional treatment options, Stryker developed the OptablateTM Bone Tumor Ablation system (BTA; Stryker Corporation, Kalamazoo, MI), which delivers radiofrequency energy to pathologic vertebral body lesions. In this preliminary single-institution study, we characterize the use of the BTA system in 11 patients undergoing kyphoplasty for pathologic spinal lesions with the goal to demonstrate the impact of this novel technology on refractory pain in this challenging clinical setting.MethodsA single-center retrospective chart review was performed on all patients identified as those receiving tumor ablation/kyphoplasty for spinal neoplasms using the OptablateTM BTA system performed by a single surgeon at the University of Oklahoma Medical Center. Sex, age, primary lesion type, presenting symptomatology, spinal level, time of follow-up, and outcome were obtained from the electronic medical record (EMR).ResultsEleven patients (4 males, 7 females) with a mean age of 62 (range, 38–82) years had an average follow-up time of 6 months. Presenting symptoms attributed to spinal pathology included back pain (n = 11, 100%), pathologic fracture (n = 6, 55%), and lower extremity weakness (n = 3, 27%). A total of 20 lesions were ablated at 12 vertebral levels. Eight patients (73%) had improved pain. No complications were reported.ConclusionThis preliminary study documents the safety of the BTA system, in addition to its diverse use across many levels. The majority of patients reported improvement in their pain. Further study is required to fully characterize the use of the BTA system in those with neoplastic spinal pathology.

The impact of artificial intelligence big data technology on the development of media economy information security

With the rapid development of Artificial Intelligence (AI) and Big Data (BD), they provide people with new ways and tools in information acquisition, processing and dissemination. The purpose of this study is to deeply discuss the influence of AI and BD technologies on the development of Information Security (InfoSec) in media economy, and analyze the opportunities and challenges it brings. Firstly, the evaluation system of the influence of BD technology on the development of InfoSec, a media enterprise, is constructed. Then, this study discusses the development mode of the multilateral platform of media economy supported by BD technology. Finally, taking S company and X platform as examples, this study analyses the influence of BD technology on the development of InfoSec and the development mode of media economy supported by BD technology. The research results show that with the support of BD technology, the proportion of InfoSec products in enterprises has reached 0.2426, and the InfoSec score of S company has reached 77.74, reaching a high level. The profit margin of digital network media is three times that of traditional media. The number of users of multilateral digital media economic platform X has increased by 21%, and its turnover has increased by 54%. AI and BD technologies have brought opportunities and challenges to the InfoSec development of media economy. While applying these technologies, it is necessary to take effective measures to protect users’ privacy and strengthen the information review and verification mechanism to ensure the sustainable development of media economy. The uniqueness of this study lies in the construction of a comprehensive BD technology impact assessment system and the discussion of the development model of multilateral media economic platform, which provides a powerful reference and guidance for media enterprises. In addition, this study also reveals the positive influence of BD technology on InfoSec and the development of media economy, which provides beneficial enlightenment for the future development of media industry. In response to the challenges of privacy and InfoSec, this study puts forward important policy and practical suggestions to ensure the sustainable growth of media economy and the protection of users’ rights and interests. Therefore, this study has important contribution and innovative value in both theory and practice.

E-commerce development, poverty reduction and income growth in rural China

PurposeThis research examines the impact of the National Rural E-commerce Comprehensive Demonstration Project (NRECDP) on poverty reduction and income growth in rural China.Design/methodology/approachThe study develops a theoretical framework, which considers the role of geographical, technological, institutional and cultural factors for the e-commerce poverty alleviation (e-CPA) model. Empirically, this study applies the difference-in-differences (DID) model and the event study approach to evaluate the effectiveness of NRECDP on the basis of large-scale county-level and household-level panel data spanning 2010 to 2020.FindingsThe study found that the NRECDP, as a government-led, information and communication technology (ICT)-enabled, market-based program, has led to a significant increase in per capita output of primary industry employees, as well as in the disposable income of rural residents, especially those in national-level poverty-stricken (NP) counties. The interventions of the NRECDP achieved these positive outcomes through transportation and Internet infrastructure improvement, ICT adoption and human capital accumulation in impoverished towns and villages in remote rural areas. These effects are larger in the eastern region of China, followed by the central region, whereas the weakest effects were found in the western region. However, we found little evidence of the NRECDP increasing household developmental expenditure.Research limitations/implicationsThe study findings have important practical and policy implications for rural e-commerce development and self-sustained poverty alleviation solutions. The research revealed the significance of government NRECDP interventions for increasing rural income, reducing living costs, and empowering the rural population in its multiple social roles, namely, as consumers, producers, employees and microentrepreneurs. The local cultural context may also play a role in ICT adoption and entrepreneurship cultivation with a downstream effect on the effectiveness of e-CPA practices. Policymakers would need to ensure a supportive entrepreneur-friendly environment for rural e-commerce development and continue implementing progressive policies for poverty alleviation.Originality/valueThis study explores poverty alleviation issues in China by developing for the first time a multi-faceted framework that is subsequently tested by both county-level and household-level large-scale observations. Also, it is the first study to provide nationwide empirical evidence on the effectiveness of e-CPA in narrowing down the spatial and digital divides in China. In addition to the impact of geography, technology and governmental support, this study also sheds light on the role of culture in the adoption and diffusion of digital technologies and as a source of local entrepreneurial opportunities.

Traditional agencies on bridges: How is digital transformation changing business models?

AbstractDigital technologies produce new strategic and organizational challenges for incumbent firms that require major digital transformation (DT) processes, leading to the evolution of business models (BMs). Contributing to the research stream on DT and BM evolution, this study explores which technologies have the most relevant effect on core BM dimensions, i.e., value proposition, value creation, and value capture, by investigating both the consequent themes and intensities of change in these dimensions. A valuable context for analysis was chosen: the advertising industry and traditional communication agencies, namely, creative and media agencies. Based on 38 in-depth interviews with senior communication professionals and qualitative content analysis, we propose a comprehensive reading of (1) the impact of specific technologies on different BM dimensions and components and (2) the themes and intensities of change in creative and media agencies’ BM dimensions. Finally, we outline an interpretative framework, identifying two different paths for incumbents: outside-in BM adaptation and inside-out BM innovation. This study therefore offers two academic contributions. First, it overcomes the vagueness of previous investigations that considered the effects of digital technologies in general terms, and it also resolves the narrow scope of research that focused only on the impact of one specific technology. Second, by deepening the understanding of the joint evolutions and intensities of change across all three BM dimensions, this study has widened the limited scope of previous contributions on one BM dimension. By doing so, it offers a comprehensive reading of BM dynamics due to DT.

Integrating Water Management Practices with Modern Irrigation Technologies in Aalo, West Siang District, Arunachal Pradesh

This research addresses the imperative of harmonizing traditional water management practices with contemporary irrigation technologies to ensure sustainable water use in Aalo, West Siang District, Arunachal Pradesh. Given the pressing need to optimize water resources for agricultural pursuits while upholding environmental integrity and socio-economic progress, a multidisciplinary methodology is employed. Aalo faces multifaceted challenges such as water scarcity, erratic rainfall patterns, and escalating agricultural demands. While traditional water management methods have historically upheld agricultural livelihoods, the advent of modern irrigation technologies presents promising avenues for bolstering water efficiency, crop productivity, and sustainable development. Through a mixed-methods approach, including quantitative analysis, qualitative assessments, and participatory research methods, the study endeavors to comprehensively understand water management practices and irrigation technologies in Aalo. Surveys, interviews, and field observations will facilitate the assessment of traditional water management systems' efficacy in mitigating water scarcity and supporting agricultural productivity. Concurrently, the study will evaluate the adoption and impact of modern irrigation technologies on water use efficiency, crop yields, and socio-economic indicators in the region. Anticipated findings are poised to unveil synergies and prospects for integrating traditional wisdom with modern irrigation practices to fortify sustainability and resilience in water management. Consequently, the study will offer actionable recommendations targeted at policymakers, agricultural extension services, and local communities. These recommendations encompass preserving traditional water management systems, promoting the uptake of modern irrigation technologies, fostering knowledge exchange, capacity-building initiatives, and nurturing community engagement in water management endeavors. Through these initiatives, the research aims to foster a holistic approach towards sustainable water management practices in Aalo, poised at the nexus of traditional knowledge and contemporary innovation.

Fintech's influence on green credit provision: Empirical evidence from China’s listed banking sector

We explore the impact of financial technology (fintech) advancements on green credit provision, investigating publicly traded banks in China from 2007 to 2022. We particularly focus on credit modelling innovation, examining the non-linear dynamics between fintech evolution and green credit distribution. Results reveal a positive U-shaped correlation. Initial stages of fintech are associated with increased green credit risk, negatively affecting the volume of green credit. However, more established fintech infrastructures significantly enhance green credit volumes by improving resource allocation and credit risk assessment. Utilizing a multiple linear regression approach, we highlight the transformative nature of fintech in advancing sustainable banking practices, particularly through innovations in credit modeling that enhance green credit risk management and resource allocation efficiency.

Microfluidics Evolution and Surface Functionalization: A Pathway to Enhanced Heavy Metal Ion Detection

AbstractThis review delves into the significant advancements in microfluidic technology since 2017, highlighting its critical role in shrinking device sizes and integrating advanced surface functionalization techniques. It showcases how microfluidics, an interdisciplinary field, has revolutionized fluid manipulation on a microscale, enabling the creation of cost‐effective, portable devices for on‐the‐spot analyses, like heavy metal ion detection. From its early days rooted in ancient observations to cutting‐edge uses of materials like silicon, glass, polydimethylsiloxane (PDMS), and paper, this review charts microfluidics’ dynamic evolution. It emphasizes the transformative impact of surface functionalization methods, including silanization and plasma treatments, in enhancing device materials' performance. Moreover, this review anticipates the exciting convergence of microfluidics with emerging technologies like droplet microfluidics and three‐dimensional (3D) printing, alongside nanotechnology, forecasting a future of sophisticated analytical tools, point‐of‐care diagnostics, and improved detection systems. It acknowledges the hurdles in scaling production and achieving universal reliability and standardization. This review highlights the transformative impact of microfluidic technology on diagnostics and environmental surveillance, emphasizing its utility in deploying compact sensors for comprehensive and concurrent evaluations of water quality.

The impact of, and expectations for, lipid nanoparticle technology: From cellular targeting to organelle targeting

The success of mRNA vaccines against COVID-19 has enhanced the potential of lipid nanoparticles (LNPs) as a system for the delivery of mRNA. In this review, we describe our progress using a lipid library to engineer ionizable lipids and promote LNP technology from the viewpoints of safety, controlled biodistribution, and mRNA vaccines. These advancements in LNP technology are applied to cancer immunology, and a potential nano-DDS is constructed to evaluate immune status that is associated with a cancer-immunity cycle that includes the sub-cycles in tumor microenvironments. We also discuss the importance of the delivery of antigens and adjuvants in enhancing the cancer-immunity cycle. Recent progress in NK cell targeting in cancer immunotherapy is also introduced. Finally, the impact of next-generation DDS technology is explained using the MITO-Porter membrane fusion-based delivery system for the organelle targeting of the mitochondria. We introduce a successful example of the MITO-Porter used in a cell therapeutic strategy to treat cardiomyopathy.

Unveiling the relationships between visibility, information technologies and innovation management for sustainability performance: an empirical study

PurposeThe paper investigates how visibility, information technology and innovation management impact sustainability performance. It proposes a framework explaining the role of visibility in driving firms' sustainable performance and the relevance of innovation management and information technologies in enhancing organisational visibility. This study intends to add to the discussion within the management literature about the potential of innovation management to drive sustainability. It seeks to provide insight into the practices that small and medium-sized enterprises (SMEs) can adopt to improve their sustainable performance.Design/methodology/approachUsing empirical methods, the study investigates SMEs in central Mexico. The demographic information in the dataset includes 15 years as an average length of service from firms. Of the surveyed firms, 70% were from the manufacturing sector and 30% were from the service sector, as these are the most representative sectors of the productive region. A variance-based structural equation model approach was used to test the hypotheses, processed with the partial least squares (PLS) regression method.FindingsThe research results show that visibility significantly impacts sustainability performance. Innovation management has a higher influence on visibility than information technologies, emphasising the need to improve the quality of information in firms, not just the tools. The findings support managers in comprehending the crucial importance of visibility in aiding firms to achieve higher sustainability performance.Research limitations/implicationsThe study only examined a sample of Mexican SMEs; therefore, the findings' generalizability must be considered within this context. Secondly, the survey only focused on services and manufacturing firms and a more detailed analysis of the sector could provide further clarity on the relationships between variables. As a result, future research should consider these limitations and explore additional contexts to improve the overall understanding of the topic. Moreover, the scale used to measure the variables was adapted from other researchers with similar context research and reflective variables.Practical implicationsThe results provide helpful information for SME managers about the importance of focusing on innovation management processes and employing information technologies as crucial managerial strategies. This will aid in increasing visibility and supporting the development of sustainability performance in firms.Social implicationsThe world red-code, among others, with climate change and social gaps, has generated the need to contribute to sustainable development, and it has mobilised people on all levels all over the world for the simple purpose of preserving life. Therefore, society, as a crucial group that affects and is affected by this red-code situation, should act in favour of visibility, the use of high-quality information (e.g. transparent, accessible and relevant) and information technologies to promote sustainable practices. This could mean that society should be prepared to incorporate new capabilities and spaces to interchange knowledge as a participatory community that can contribute to better sustainable dynamics that could expand its participation in public decisions. Also, the government should encourage digital democracy (e.g. develop social participation platforms), opening and harmonising rules and mechanisms combining high-quality information with IT to provide flexible and adequate services that support sustainable development, such as efforts towards constructing sustainable and smart cities.Originality/valueThis study explores how innovation management can drive firms' sustainability performance, which is crucial for improving competitiveness. The question of how to enhance sustainability performance through managerial drivers is a critical one. This study empirically investigates the nexus of visibility and sustainability performance, innovation management and information technology with visibility.

Bayesian network methodology and machine learning approach: an application on the impact of digital technologies on logistics service quality

PurposeThis paper aims to use Bayesian network (BN) methodology complemented by machine learning (ML) and what-if analysis to investigate the impact of digital technologies (DT) on logistics service quality (LSQ), employing the service quality (SERVQUAL) framework.Design/methodology/approachUsing a sample of 244 Italian firms, this study estimates the probability distributions associated with both DT and SERVQUAL logistics, as well as their interrelationships. Additionally, BN technique enables the application of ML techniques to uncover hidden relationships, as well as a series of what-if analyses to extract more knowledge.FindingsThis study was funded by the European Union—NextGenerationEU, in the framework of the GRINS-Growing Resilient, INclusive and Sustainable project (GRINS PE00000018—CUP B43C22000760006). The views and opinions expressed are solely those of the authors and do not necessarily reflect those of the European Union, nor can the European Union be held responsible for them.Originality/valueThis research delves into the influence of DTIE and DTA on SERVQUAL logistics, thereby filling a gap in the existing literature in which no study has explored the intricate relationships between these technologies and SERVQUAL dimensions. Methodologically, we pioneer the integration of BN with ML techniques and what-if analysis, thus exploring innovative techniques to be used in logistics and supply-chain studies.