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This study aims to explore the factors that influence the development of big data analytics capabilities (BDAC) in organizations, an area that has received limited attention in the academic literature.

Employing partial least squares structural equation modeling, this research scrutinizes the interconnections between various antecedents and BDAC. Notably, it examines the mediating roles of organizational culture (OC) and digital maturity (DM) in the nexus between managerial data orientation and BDAC.

Analysis indicates that OC and DM play crucial roles in enhancing the efficacy of managerial data orientation on BDAC. The sequential mediation by these factors underscores the importance of nurturing an appropriate OC and advancing DM to optimize the benefits of managerial data orientation towards BDAC.

The findings bear significant implications for organizational practice. They underscore the necessity of enhancing managerial analytical skills and commitment to digital transformation. Furthermore, the study highlights the critical need for aligning OC with strategic objectives and the digital context. The formulation of a cultural strategy that advocates for a data-driven mindset and champions digital initiatives is essential for fostering BDAC development, thereby bolstering organizational performance and competitiveness in the big data era.

This study enriches the body of literature by illuminating the overlooked antecedents of BDAC. It extends the discourse on the human-centric aspects of digital transformation, offering insights into how managerial data orientation can be effectively translated into improved BDAC. This innovative angle deepens our comprehension of the strategies through which organizations can leverage big data technology for value creation and informed decision-making, emphasizing the pivotal role of OC and the requisite digital competencies and resources.

Research on organizational citizenship behavior (OCB) has been based on Western developed economies’ samples (or specific Eastern countries such as China and Saudi Arabia), lacking attention to developing contexts (Latin America). Even though OCBs’ antecedents in the Global North context have been thoroughly explored, Corporate Social Responsibility’s (CSR) perceptions and organizational commitment’s (OC) roles are “under-studied” in such developing contexts. This study aims to respond to the call for research on the behavioral perspective on CSR in Latin America, challenging implicit assumptions of theories developed in Western developed countries, related to the employees’ CSR perceptions and OC and OCB research.

In a postpositivist approach, the authors tested whether CSR and OC directly affect OCB, exploring OCB’s five dimensions – altruism, courtesy, consciousness, civic virtue and sportsmanship, with a main hypothesis that CSR and OC directly affect OCBs. The sample comprises responses from 1,059 employees from public and private Higher Education Institutions (HEIs) in Brazil – the largest economy in Latin America, yet a collectivistic society developing country, in which OCB phenomena is still underexplored or done to a lesser extent.

Whenever positively perceiving their organizations’ CSR activities, employees identify strongly with the organization, influencing positive job outcomes such as OC and OCBs. Findings indicate that despite not perfectly fitting non-North American contexts, the OCB five-dimension structure is positively related to employees’ CSR perception, confirming OC’s stronger role in the Brazilian context. Indeed, findings confirm OC’s influence over all OCB dimensions, re-stating it as a stronger predictor of behaviors like consciousness (compliance), civic virtue and sportsmanship.

This research accepted the challenge of bringing OC back to OCB research. Indeed, seminal work had implied OC as a robust and significant predictor of the OCB, yet in Western developed economies. The scarcity of research on the matter in developing collectivist economies such as Brazil, justifies this study’s novelty and appropriateness.

La investigación sobre el organizational citizenship behavior (OCB) se ha basado en muestras de economías desarrolladas occidentales (o países orientales específicos como China y Arabia Saudita), sin prestar atención a los contextos en desarrollo (América Latina). Aunque se han explorado a fondo los antecedentes de las OCB en el contexto del Hemisferio Norte Global, las percepciones de la Responsabilidad Social Empresarial (RSE) y los roles del compromiso organizacional (CO) están “poco estudiados” en tales contextos en desarrollo. Respondemos al llamado a investigar la perspectiva conductual de la RSE en América Latina, desafiando los supuestos implícitos de las teorías desarrolladas en los países desarrollados occidentales, relacionadas con las percepciones de RSE de los empleados y las investigaciones sobre OC y OCB.

En un enfoque pos-positivista, probamos si la RSE y el OC afectan directamente al OCB, explorando las cinco dimensiones del OCB: altruismo, cortesía, conciencia, virtud cívica y espíritu deportivo, con la hipótesis principal de que la RSE y el OC afectan directamente a los OCB. La muestra comprende respuestas de 1.059 empleados de instituciones de educación superior (IES) públicas y privadas en Brasil, la economía más grande de América Latina, pero un país en desarrollo con una sociedad colectivista, en el que los fenómenos OCB aún están poco explorados o se realizan en menor medida.

Siempre que perciben positivamente las actividades de RSE de sus organizaciones, los empleados se identifican fuertemente con la organización, lo que influye en resultados laborales positivos, como OC y OCB. Los hallazgos indican que, a pesar de no encajar perfectamente en contextos fuera de América del Norte, la estructura de cinco dimensiones de OCB está positivamente relacionada con la percepción de RSE de los empleados, lo que confirma el papel más fuerte del OC en el contexto brasileño. De hecho, los hallazgos confirman la influencia del compromiso organizacional sobre todas las dimensiones del OCB, reformándolo como un predictor más fuerte de comportamientos como la conciencia (cumplimiento), la virtud cívica y el espíritu deportivo.

Esta investigación aceptó el desafío de devolver el OC a la investigación de OCB. De hecho, un trabajo fundamental había implicado que el OC era un predictor sólido y significativo del OCB, incluso en las economías desarrolladas occidentales. La escasez de investigaciones sobre el tema en economías colectivistas en desarrollo como Brasil, justifica la novedad y pertinencia de este estudio.

A investigação sobre o comportamento de organizational citizenship behavior (OCB) tem-se baseado em amostras de economias desenvolvidas ocidentais (ou de países orientais específicos, como a China e a Arábia Saudita), sem atenção aos contextos em desenvolvimento (América Latina). Embora os antecedentes dos OCBs no contexto do Hemifério Norte tenham sido exaustivamente explorados, as percepções da Responsabilidade Social Corporativa (RSE) e os papéis do organizational commitment (OC) são “subestudados” nesses contextos em desenvolvimento. Respondemos ao apelo por pesquisas sobre a perspectiva comportamental da RSE na América Latina, desafiando pressupostos implícitos de teorias desenvolvidas nos países ocidentais desenvolvidos, relacionadas às percepções de RSC dos funcionários e às pesquisas de OC e OCB.

Numa abordagem pós-positivista, testamos se a Responsabilidade Social Corporativa e o OC afectam directamente o OCB, explorando as cinco dimensões do OCB – altruísmo, cortesia, consciência, virtude cívica e espírito desportivo, com a hipótese principal de que a RSE e o OC afectam directamente os OCB. A amostra compreende respostas de 1.059 funcionários de Instituições de Ensino Superior (IES) públicas e privadas do Brasil – a maior economia da América Latina, mas um país em desenvolvimento com sociedade coletivista, no qual o fenômeno do OCB ainda é subexplorado ou realizado em menor grau.

Sempre que percebem positivamente as atividades de RSE das suas organizações, os funcionários identificam-se fortemente com a organização, influenciando resultados positivos do trabalho, como OC e OCBs. Os resultados indicam que, apesar de não se ajustar perfeitamente aos contextos não norte-americanos, a estrutura de cinco dimensões do OCB está positivamente relacionada com a percepção de RSE dos funcionários, confirmando o papel mais forte do OC no contexto brasileiro. Na verdade, os resultados confirmam a influência do compromisso organizacional sobre todas as dimensões do OCB, reafirmando-o como um preditor mais forte de comportamentos como consciência (conformidade), virtude cívica e espírito desportivo.

Esta pesquisa aceitou o desafio de trazer o OC de volta à pesquisa de OCB. Na verdade, o trabalho seminal tinha implicado o OC como um preditor robusto e significativo do OCB, ainda nas economias desenvolvidas ocidentais. A escassez de pesquisas sobre o assunto nas economias coletivistas em desenvolvimento, como o Brasil, justifica a novidade e a adequação deste estudo.

Prismatic specimens were fabricated, consisting of two ceramic tiles bonded by an intermediate adhesive mortar layer. To simulate pre-existing defects, an acetate film was strategically inserted into one of the mortar-ceramic interfaces, creating controlled cracks of varying sizes. The specimens were subjected to low-amplitude cyclic loading, inducing simultaneous tensile and shear stresses within the system. The vibrational responses of the samples were recorded, and their frequency-domain amplitudes were analyzed.

Ceramic tile detachment remains a significant issue in contemporary construction, despite advancements in technology and updates to regulatory standards. The majority of these failures occur at the adhesive mortar-ceramic tile interface due to the combined effects of tensile and shear stresses. While this phenomenon is well-documented, experimental studies assessing the adhesion integrity of façade cladding systems are limited. This study aims to evaluate the adhesion performance of adhesive mortars using a non-destructive vibrational analysis technique.

The results enabled the characterization of the dynamic behavior of the specimens, identification of frequency regions corresponding to individual components, and formulation of diagnostic criteria for damage detection. Analysis of the resonance spectra also made it possible to identify a peak that can be related to the behavior of the mortar-substrate interface. Additionally, the elastic and dissipated energy metrics were calculated to quantify the system’s mechanical behavior. The study further investigated the impact of crack size, curing time and adhesive mortar type on the overall structural integrity.

This work aims to evaluate the adhesion performance of adhesive mortars using a non-destructive vibrational analysis technique. Resonance frequency measurements have also been used in research to analyze the propagation paths of cracks in metallic samples from aircraft engines. However, despite the widespread use of non-destructive techniques based on resonance frequencies for damage assessment, their application in the field of coating systems seems to be virtually unexplored. Therefore, this research attempts to address this gap by investigating the bond integrity of adhesive mortar joints, focusing on the analysis of the material’s resonance frequencies and their associated peak parameters.

The purpose of the study has been to fill the gap detected in the literature and to analyze whether the application of management of R&D in accordance with UNE 166002:2021 allows companies to obtain higher product innovation and better performance, specifically incremental and radical product innovations.

The population used in this study included Spanish manufacturing organizations that were active, had more than 50 employees according to the SABI. The information was collected through a structured questionnaire previously tested using a company specializing in the sector under the supervision of the authors. A total of 1,154 companies were randomly contacted in order to reach an acceptable number of 225 valid questionnaires. The data analysis has been carried out with structural equation methodology.

The results obtained with a sample of 225 companies show that the application of this standard for innovation management promotes the development of new products with incremental and radical changes, and improves business performance. It has also been found that incremental and radical product innovations mediate the relationship between this standard and performance.

Firstly, the survey is only addressed to the company's operations manager. Secondly, the sample used is cross-sectional, whereas innovation management implies a broad implementation process.

Managers must know that radical and incremental product innovation can improve the company's operational performance. And the most direct implication of this work is that, those companies that are committed to the development of innovations should seriously consider the application of the principles incorporated in Standard 166,002, as an instrument that improves the results of innovation in the organization. Since this SIMS promotes both types of innovations, it improves results directly and indirectly through these product innovations.

The existing literature indicates that no empirical study has focused on the benefits of this SIMSs for innovation and BP. This paper fills this gap detected in the literature and analyzes the results of the implementation of this standard on incremental and radical product innovations and business performance.

Higher education institutions (HEIs) are crucial in sustainable development. To this end, they must infuse sustainability into all their endeavors. This study aims to delve into the unique vertically integrated project (VIP), a project-based learning approach and its impact on students’ skills and the surrounding community.

The research design was collaborative, reflecting the spirit of the VIP. Step 1 involved an action research approach, where students and instructors worked closely with municipal representatives to identify challenges and devise solutions for local economic development. In Step 2, students' voices were heard through a survey. Step 3 encompassed presentations in scientific and nonscientific events, capturing the community’s perception as a valuable feedback loop.

The authors identified the most effective policies implemented by municipalities that excelled in indices related to the business environment. VIP enhanced students’ soft skills, including critical thinking, teamwork and community spirit. The outcomes of the VIP were effective in identifying public policies aimed at social transformation.

This study’s findings offer significant insights for HEI managers, guiding them in adopting interdisciplinary pedagogical practices. These practices, in turn, foster sustainable development within both internal and external communities. Furthermore, the empirical study’s focus on improving local community governance can potentially enhance the local business environment.

Literature emphasizing the social dimension of sustainability in HEIs is scarce, particularly those practices related to teaching, research and extension linked to projects aimed at community sustainability. This study introduces interdisciplinary practices encouraging student involvement in addressing tangible issues and searching for solutions to community problems.

Mismanagement of municipal solid waste (MSW) has led to resource depletion, ecosystem degradation and socio-economic risks, emphasizing the necessity to promote sustainable circular economy (SuCE) practices. This article identifies relevant enablers and unveils their interconnected roles in facilitating a municipal solid waste management (MSWM) system aligned with the principles of SuCE.

To identify pertinent enablers for MSWM systems based on SuCE principles, the study conducted a literature review and engaged experts from waste management sectors and academia to consolidate the final list of enablers. Following this, the study investigated the inter-relationships among these enablers using both Interpretive Structural Modeling (ISM) integrated and fuzzy Matrix Impact Cross-Reference Multiplication Applied to a Classification (fuzzy MICMAC) with MATLAB.

The study identified a comprehensive set of 23 enablers and categorized them into four control measures instrumental for the effective integration of SuCE principles in the context of the Indian MSWM system. Notably, the analysis highlighted that “authoritative pressure” and “policy transformation” are the highly influential enablers.

The study emphasizes actionable implications for stakeholders in the Indian MSWM sector. Policymakers and governmental bodies can enforce “authoritative pressure,” “policy transformation” and “budget allocation”. Meanwhile, managers can focus on “promotion of SuCE awareness”, “formalizing the informal workforce”, “infrastructure modernization”, “stakeholder engagement and alignment”, “segregation strategy”, “disruption preparedness”, and “local-based strategy”.

This study proposed a unique ISM diagraph and cluster of enablers to enhance the novelty of the study.

This paper introduces a revenue efficiency DEA model with weight restrictions and variable returns to scale, designed to evaluate the efficiency of 38 ports in the Asia–Pacific Economic Cooperation (APEC) region.

The methodology used is the analysis of the data envelope, where the technical, cost and allocative efficiency is calculated with the incorporation of weight restrictions aimed at preventing the generation of unrealistically high efficiency scores.

The findings indicate that the implementation of weight restrictions successfully eliminated outliers. However, there was a general decrease in efficiency across three key measures: technical, revenue and allocative. In the realm of allocative efficiency, none of the ports reached a perfect score.

The major contribution of this research is that despite numerous studies on port efficiency utilizing DEA methodology, none have integrated weight restrictions into overall efficiency assessments. Therefore, the study’s objective is to gauge revenue efficiency, dissected into technical and allocative efficiency, across 38 ports in the APEC region. This is achieved through the implementation of weight restrictions alongside variable returns to scale.

The major contribution of this research is that despite numerous studies on port efficiency utilizing DEA methodology, none have integrated weight restrictions into overall efficiency assessments.

This paper aims to conduct a systematic literature review of Socially Conscious Investment (SCI) articles published in premier journals. Its objective is to shed light on the publication trend, leading authors, journals, countries and themes in contemporary SCI research. The article also provides a conceptual model of SCI to enhance understanding of the knowledge structure and the future research direction.

A systematic review followed the PRISMA guidelines and encompasses 264 full-text articles indexed in A* and A category journals listed in ABDC is reviewed. The literature synthesis adopts the theories, contexts, characteristics and methodology (TCCM) framework.

The article has identified the research trends related to author impact, journal impact, article impact and the outcomes derived from the TCCM framework. Additionally, it highlights three key themes: Performance of SCI, Behavioural issues and SCI development literature.

The insight on various aspects of SCI was explored for a comprehensive understanding. The authors also developed a conceptual model for socially conscious investment.

This paper studies the critical factors from the perspectives of technological quality, personal compatibility and organisational commitment using the technological adoption framework (TAF). The proposed TAF studies the critical factors that influence the intention to use building information modelling (BIM) taking into consideration of the “Perceived Ease of Use (PEU)” and “Perceive Usefulness (PU).”

The proposed study is a quantitative research study using the TAF model and the statistical analysis using “Partial Least Squares-Structural Equation Modelling (PLS-SEM).” The questionnaires are developed based on the literature review study and disseminated to the stakeholders in the Malaysian construction industry, including consultants, contractors, and clients. The data collected are analysed using PLS-SEM to identify the correlation between the critical factors influencing BIM adoption and the moderation influence of the PEU and PU towards the “Intention to Use (IU)” BIM.

The data collected from 185 construction industry stakeholders in Malaysia was utilised to develop the structural equation model. The measurement model was analysed in terms of composite reliability, discriminant validity, and collinearity issues. Subsequently, the SEM is analysed, and the findings on the hypothesis on the correlation between the critical factors and the intention to use BIM are examined. The study also examines the mediation effects of the PEU and PU towards the BIM adoption in the Malaysian construction industry.

This research conceptual framework, TAF, is derived from the integration of the existing underpinning theories of the technological adoption model and the technology–organisation–environment framework. This new TAF can be used for the study of new technology adoption. This cross-sectional research study is in line with the “Construction 4.0 Strategic Plan” in Malaysia to establish the current BIM adoption scenario and formulate the framework to promote incentives to promote BIM adoption.