Use of structural equation modeling in quantitative research in the field of management and economics: A bibliometric analysis in the systematic literature review
PURPOSE: This paper aims to provide a comprehensive review of scholarly research focusing on using quantitative methods and particularly structural equation modeling (SEM) in management and economics studies, as well as provide a bibliometric agenda including the time horizon of individual publications, the highest citation rate, geographic and industry areas, methodological context, and keywords. METHODOLOGY: A systematic literature review (SLR) was undertaken using the Web of Science and Scopus databases. We limited our search to the last five years to identify the newest research publications, and we used keywords related to quantitative research while excluding qualitative research. Then we analyzed papers related to SEM and those published in English. FINDINGS: Our results confirmed that quantitative methods are used both in management and economics research, and showed a growing trend in the number of publications in the last five years. However, there are many more publications on management than on economics as well as there are more papers published in the Scopus database than Web of Science. Taking into account structural equation modeling, this method is used primarily in management research. In terms of industry, publications using SEM considered both single- and multi-industry including, first, all Asian countries and then African ones. Publications, especially in the management field, are descriptive in nature and based on primary data collected using a survey questionnaire. Papers are published in various journals and the most cited are those published in journals with wider subject areas. IMPLICATIONS: The systematic literature review is a fundamental necessity in any field of knowledge, benefiting both academia and learners. Our results may be useful for future researchers planning research using quantitative methods, especially SEM, in the business or economic field, by indicating the most cited papers and journals as well as industry and country areas. ORIGINALITY AND VALUE: This paper represents a systematic attempt to link quantitative methods, with a particular emphasis on SEM, with research interests on managerial and economic subjects and papers published in the Web of Science and Scopus databases. Employing the bibliometric analysis within the systematic literature review, the paper shows interest and the current state of research using quantitative methods which proves its value and originality.
- Research Article
12
- 10.7341/20231921
- Jan 1, 2023
- Journal of Entrepreneurship, Management and Innovation
PURPOSE: It is increasingly emphasized that human resource management practices (HRMP), which refer to recruiting and selection, training and development, compensation and performance appraisal, are of great importance for creating innovation. However, the COVID-19 pandemic has shown that traditional HRMPs are already insufficient, which entails the need to rethink and reformulate them in the direction of more effective innovation while also allowing organizations to survive COVID-19-like crises. While there is an extensive literature on human resources management and innovation, there is still no consensus on innovation-driven HRMP. This study aims to identify and synthesize most significant and trustworthy research contributions of innovation-driven HRMP. In addition, to facilitate theory building in the field of HRMP, this article consolidates the existing knowledge into an integrative framework. This framework can be used by future researchers to identify gaps and ambiguities in the meaning of innovation-driven HRMP. METHODOLOGY: The article presents the results of a systematic literature review of 71 empirical research articles referring to innovation-driven HRMP from the Web of Science and Scopus databases. FINDINGS: The systematic literature review allowed us to identify innovation-driven HRMP, taking into account three levels of analysis: individual, group and organizational, with the latter level of analysis being dominant in previous publications. Recognition of innovation-driven HRMP, taking into account the levels in question, is included in an integrative framework, which is the theoretical basis for guiding future research. Our results confirmed the growing trend in the number of publications on the subject since 2010. Most researchers used a quantitative approach. Based on the first author’s affiliation, authors from Great Britain contributed the largest number of publications. Articles are published in various journals, but mainly in those on human resources management. The research took into account a variety of organizational contexts, predominantly in dynamic and complex industries. Our findings show that the current state of research on innovation-driven HRMP confirms the need for further research in this area. Based on this, we provided thematic gaps and potential questions for future research divided into three levels of innovation-driven HRMP. IMPLICATIONS: Our systematic literature review allowed us to propose implications for future researchers planning to conduct research in the field of innovation-driven HRMP. ORIGINALITY AND VALUE: Our systematic literature review focuses on identifying innovation-driven HRMP along with determining the current state of knowledge and future research directions in this area. In addition, we developed an integrative framework that aims at organizing existing literature but also at identifying promising future research directions into innovation-driven HRMP.
- Research Article
2
- 10.1108/ijlma-11-2024-0416
- May 27, 2025
- International Journal of Law and Management
Purpose The study aims to identify trends, methodologies, theory development, factors influencing Zakat compliance behaviour, lessons for Zakat institutions and potential future research directions. Design/methodology/approach This study conducted a bibliometric and systematic literature review, along with content analysis, to address the research objectives by extracting data from the Web of Science (WoS) and Scopus databases (2009–2025). The authors used the SLR method through the Preferred Reporting Items for Systematic Reviews and Meta-Analyses model. Based on the established inclusion and exclusion criteria, the authors identified a final set of 34 articles related to the topic, which were subsequently reviewed and analysed. Findings The findings indicate the research trends in Zakat compliance behaviour in the Scopus and WoS databases from 2009–2025, with significant growth observed in 2018. The leading source titles primarily include the Journal of Islamic Accounting and Business Research, the International Journal of Ethics and Systems and the Jurnal Pengurusan. Furthermore, quantitative methods and the extended Theory of Planned Behaviour (TPB) model are mostly used to measure the determinants of Zakat compliance behaviour. The most significant determinants of Zakat compliance behaviour include religiosity, trust, Zakat knowledge, beliefs (perceived taqwa), peer influence, attitudes, subjective norms (SN) and perceived behavioural control (PBC). These findings also offer valuable insights for Zakat institutions to achieve the objectives of an Islamic economic system, social welfare and SDG 1 (no poverty). Research limitations/implications This study teaches Zakat institutions to build good governance and marketing strategies for Zakat in a digital context. The government also needs to provide regulations for the Zakat system to support economic development. The study provides insights into the literature on Zakat compliance behaviour, contributing to the advancement of research on Zakat compliance in Muslim countries. Originality/value This study is the earlier exploration of the factors determining Zakat compliance behaviour using a systematic literature review method and content analysis from the Scopus and WoS databases.
- Book Chapter
15
- 10.1108/s1877-636120220000028007
- Jul 18, 2022
Cross-docking is a supply chain distribution and logistics strategy for which less-than-truckload shipments are consolidated into full-truckload shipments. Goods are stored up to a maximum of 24 hours in a cross-docking terminal. In this chapter, we build on the literature review by Ladier and Alpan (2016), who reviewed cross-docking research and conducted interviews with cross-docking managers to find research gaps and provide recommendations for future research. We conduct a systematic literature review, following the framework by Ladier and Alpan (2016), on cross-docking literature from 2015 up to 2020. We focus on papers that consider the intersection of research and industry, e.g., case studies or studies presenting real-world data. We investigate whether the research has changed according to the recommendations of Ladier and Alpan (2016). Additionally, we examine the adoption of Industry 4.0 practices in cross-docking research, e.g., related to features of the physical internet, the Internet of Things and cyber-physical systems in cross-docking methodologies or case studies. We conclude that only small adaptations have been done based on the recommendations of Ladier and Alpan (2016), but we see growing attention for Industry 4.0 concepts in cross-docking, especially for physical internet hubs.
- Research Article
355
- 10.3390/su12155900
- Jul 22, 2020
- Sustainability
This paper aims to develop a systematic review on graduate employability and competence development, intending to present an international perspective on the matter. It analyses the role of higher education institutions in promoting the development of competences for employability. The Preferred Reporting Items for Systematic Reviews (PRISMA) statement was used as a formal systematic review guideline for data collection. Data was obtained from research studies over the period 2009–2019. The analysis included a total of 69 papers from Web of Science (WoS) and Scopus databases. Results show that Europe leads the number of publications on these topics during the past decade. One of the main issues associated with competence development and graduate employability found in the review is related to the (mis)match between university graduates’ competences and employers’ needs. Findings indicate that higher education institutions are concerned with using strategies to enhance the development of competences for graduate employability. Graduate employability and competence development around the world depend on a strong sense of innovation and collaboration practices implemented in higher education.
- Research Article
60
- 10.1108/rjta-08-2021-0106
- Dec 15, 2021
- Research Journal of Textile and Apparel
PurposeThis paper aims to present a systematic review of the development process of Industry 4.0 in the textile and apparel sector, as well as to show some concepts, examples found in the literature on the application of the principles and technologies involved like the internet of things (IoT), cloud computing, Big Data, autonomous robots, three-dimensional (3D) printing, augmented reality, virtual prototyping, horizontal and vertical system integration and cybersecurity.Design/methodology/approachThe methodology adopted in this study was a systematic literature review aided by the use of SciMAT, a scientific mapping software. Documents were collected from the Web of Science and Scopus database from 2011 to 2020 using the words “Textile” and “Industry 4.0” that result in 865 documents and 115 were analyzed.FindingsThe literature review showed that the textile industry in the international context is at an incipient stage of the implementation of Industry 4.0. The main aspects of Industry 4.0 that were identified in the textile industry initially focus on the implementation of technologies aimed at computerization and automation of processes, whose main focuses are increasing productivity and reducing costs. Projects for the implementation of augmented reality and 3D printing and simulation technologies in the textile industry, clothing and apparel area are still embryonic, normally implemented through tools and software oriented toward the creation and development of new models of processes, products and commerce.Research limitations/implicationsThe search in the databases was carried out on October 17, 2020. Therefore, for future study, other combinations of search terms and time update are suggested, in addition to including more databases besides Scopus and Web of Science.Practical implicationsThis literature review served as the basis for the development of a questionnaire that was applied to 72 people in an industry in the clothing sector, located in the state of Santa Catarina, southern Brazil.Social implicationsThe benefits of industry 4.0 are perceived in people with its implementation, such as a reduction in energy consumption of around 15%, an increase of up to 25% in work efficiency, in addition to more assertive decision-making, improvement of processes and balance between life and work.Originality/valueMachine learning, artificial intelligence, smart fabrics, IoT, supply chain management, environmental protection, Big Data, autonomation and cyber physics were the strongest terms found, consolidating as a prominent field for current and future studies. From emerging and/or still unexplored areas of Industry 4.0 in the textile sector, there is real-time communication, computer applications, carbon, fibers, health care and sustainable development. Some strategic actions that are taking place in some countries are summarized and in Brazil the adoption rate is 29% for this sector, revealing itself as a needy area and suitable for the development of studies that address the subject.
- Research Article
17
- 10.3233/efi-230045
- Nov 30, 2023
- Education for Information
Chatbots have experienced significant growth over the past decade, with a proliferation of new applications across various domains. Previous studies also demonstrate the trend of new technologies, especially artificial intelligence, being adopted in libraries. The purpose of this study is to determine the current research priorities and findings in the field of chatbots in libraries. A systematic literature review was performed utilising the PRISMA checklist and the databases Scopus and Web of Science, identifying 5734 records. Upon conducting the first screening, abstract screening, full-text assessment, and quality assessments guided by the CASP appraisal checklist, 19 papers were deemed suitable for inclusion in the review. The results of the review indicate that the majority of the existing studies were empirical in nature (primarily adopting qualitative methods) and technology reviews with a focus on reviewing the implementation and maintenance, design, evaluation, characteristics, and application of chatbots. The chatbots of interest were mainly text-based and guided chatbots, with closed-source tools with access portals mostly built on library web pages or integrated with social software. The research findings primarily concerned the development models and necessary tools and technologies, the application of chatbots in libraries. Our systematic review also suggests that studies on chatbots in libraries are still in the early stages.
- Research Article
- 10.17951/h.2024.58.4.223-248
- Oct 26, 2024
- Annales Universitatis Mariae Curie-Skłodowska, sectio H – Oeconomia
Theoretical background: The “inability” to find an email, complete a form, activate a camera or microphone can not only irritate coworkers but also harm an organization. Pretending incompetence has been frequently reported in social media. However, it is predominantly discussed in the context of marital relationships. Nonetheless, a similar phenomenon has been observed in workplaces. In this paper, feigned digital incompetence construct is proposed. It is anchored in the overlap with knowledge hiding. Purpose of the article: The intent of this paper is to showcase this overlap and outline a future research agenda in the digital context. This paper contributes to the organizational behavior and human resource management literature. It introduces a new construct that is widely discussed in social media but has yet to be thoroughly investigated in management research. Research methods: A systematic literature review was conducted to ensure methodological rigor. Publications containing “feigned incompetence” and “knowledge hiding” were searched within the Web of Science and Scopus databases. These papers were further analyzed to formulate propositions for future research. Main findings: The author identified 336 relevant studies. Analysis of the predominant knowledge hiding scale depicted overlap in the “playing dumb” dimension. Recognizing this overlap, the author advocates for testing scale adaptation and presents a list of constructs, based on selected theories, to be explored in preliminary studies.
- Research Article
16
- 10.1108/ijhma-10-2021-0110
- Dec 28, 2021
- International Journal of Housing Markets and Analysis
PurposeThis study, using systematic literature review (SLR) aims to highlight and summarise current studies on the factors influencing customers’ Islamic home financing (IHF) selection and Islamic banking product preference, which has gained popularity within the banking sector over the past three decades. The SLR could map evolution and research fields, recommend a particular categorisation and determine primary issues to demonstrate current trends, future research directions and theoretical development.Design/methodology/approachThe SLR was performed with a four-step reporting standard for the systematic evidence syntheses review method (research question formulation, systematic searching, quality assessment and data extraction) using 33 screened articles between 2008 and 2020 from two primary databases (Scopus and Web of Science) and one supporting database (Google Scholar).FindingsThe resulting factors could be categorised into four primary themes: consumer behaviour, consumer attributes, bank attributes and bank attributes (Islamic). The themes were subsequently divided into 16 sub-themes. Notably, all the factors proved essential for consumers’ evolving preferences and product competitiveness in the market.Research limitations/implicationsThis study encountered two limitations based on database selection and research period.Practical implicationsThis SLR aimed to offer useful insights into the factors that should be prioritised by financial institutions for marketing approaches by investigating consumer behaviours.Originality/valueThis study pioneered an SLR on the study area for useful insights into the current research limitations and recommendations on future study directions. Specifically, the study method facilitated critical discussions and comparisons to past research outcomes and objectivity with triangulation from distinct perspectives.
- Research Article
11
- 10.1007/s10661-023-11184-y
- Apr 13, 2023
- Environmental monitoring and assessment
Greenhouse gases (GHG) emanating from agriculture, forestry, and other land use (AFOLU) sector are among top contributors to anthropogenic climate change in Africa and globally. Minimizing AFOLU sector GHG emissions in Africa is notoriously hard because of difficulties in emission estimation, the disperse nature of AFOLU emissions, and the complex links between AFOLU activities and poverty reduction. Yet, there are very few systematic reviews dealing with decarbonization pathways for the AFOLU sector in Africa. This article explores the options for achieving deep decarbonization of AFOLU sector in Africa, through a systematic review. Using the method of Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA Statement), 46 studies of interest were selected from the databases of Scopus, Google Scholar, and Web of Science. Four sub-themes were identified from the critical review of the selected studies covering key decarbonization approaches used in AFOLU sector. The literature suggests that while forest management and reforestation reduction of GHG in animal production and climate-smart practices in agriculture hold great promises for AFOLU sector decarbonization in Africa, there appears to be very limited coherent policy in the continent addressing any of these AFOLU sub-sectors.
- Research Article
- 10.21438/rbgas(2021)082003
- Jan 1, 2021
- Revista Brasileira de Gestão Ambiental e Sustentabilidade
The aim of this study was to map papers about the use of hydrogen as a fuel and its association with wind energy under siege in two databases (Web of Science and Scopus) to provide insights about this topic and verify its current context. This study was a systematic literature review and content analysis of 87 papers from Web of Science and Scopus database. The papers were analyzed from descriptive, bibliographic, methodologic, results and citation characteristics. The publications about this theme have been mostly developed using mixed research models (quantitative and qualitative), especially due to the need to validate these experimental models for practical application, can be classified into four central clusters: 1) Green hydrogen; 2) Economic Viability and Costs; 3) New Technologies; and 4) Public Policies and Case Studies, with different focuses that converging to the same objective, the use of hydrogen as an ecologically correct and profitable fuel to serve the energy production system from wind plants. From the results obtained, it is observed that the use of hydrogen as a fuel, and wind energy, are themes that have been relatively significant in recent years within the environment of industrial innovation, presenting an eclecticism, where several countries in a pulverized form are increasingly seeking invest in these technologies, which is expressed through the substantial growth in the number of papers published about these themes since 2000s.
- Research Article
2
- 10.2478/emj-2022-0027
- Sep 1, 2022
- Engineering Management in Production and Services
This paper aims to establish the current state of knowledge on collective creativity in management science based on a systematic literature review. A systematic review was performed based on the three-step SPL procedure proposed by Tranfield et al. (2003). Two databases (Scopus and Web of Science) were searched electronically until March 2022. Literature analysis and content analysis were performed based on the secondary data. Eighteen studies met the inclusion criteria following the systematic literature review procedure. The conducted descriptive and thematic analysis allowed establishing the state of knowledge in the analysed area and identifying the main thematic areas along with the future research directions. The research was the first to conduct a systematic literature review (SLR) on collective creativity in management science. The main contribution of this paper is its exclusive focus on analysing existing research in the collective creativity field, limited to management science. SLR allowed determining that research in the analysed area was still at a fairly early stage. Although the existing literature sheds some light on collective creativity, studies investigating the aspects of teamwork focused on problem-solving are required.
- Research Article
267
- 10.1016/j.emj.2020.09.007
- Sep 17, 2020
- European Management Journal
Re-examining systematic literature review in management research: Additional benefits and execution protocols
- Research Article
3
- 10.1016/j.jvoice.2023.09.003
- Oct 1, 2023
- Journal of voice : official journal of the Voice Foundation
Features Associated With High Risk of Recurrence in Saccular Laryngeal Cysts: A Systematic Review and Qualitative Synthesis
- Research Article
1
- 10.15675/gepros.v16i1.2723
- Mar 14, 2021
- Revista Gestão da Produção Operações e Sistemas
Purpose – This paper aims to provide a Systematic Literature Review on process capability indices for profile data.Design/methodology/approach – A Systematic Literature Review (SLR) was carried out, where the Web of Science, ProQuest and Scopus databases were searched, and articles from accessible academic journals, written in English and published until May 2020, were specified.Findings – The findings show that this area of research is relatively recent, with publications only found over the last decade. Furthermore, most process capability indices have been developed for simple linear profiles. Future studies may investigate more complex profiles considering the autocorrelation and non-normal condition of profile data.Originality/value – This study contributes to the academic community in the sense that it maps the available literature on process capability indices for profile data, identifies the techniques and the profile types most studied, and indicates the gaps found in the literature on the subject, providing a direction for future studies.Keywords - Process capability indices; Profiles; Functional data.
- Research Article
16
- 10.1108/jhom-11-2021-0411
- Oct 11, 2022
- Journal of health organization and management
PurposeThe aim of this paper is to review research conducted on managing the ageing healthcare workforce and identify gaps for further research.Design/methodology/approachA systematic literature search of studies in the English language was carried out in Scopus and Web of Science databases.FindingsThe study consists of an analysis of 75 published articles. The majority of the papers were published in recent years, indicating a growing interest in the field. The authors specified the following inclusion criteria: all years, articles/reviews, English language and full text in the Web of Science and Scopus databases. The authors of the paper illustrated seven major categories with different topics that were suggested for future research. It included: challenges of labor market in the healthcare field, age-related changes and their influence on work ability, training opportunities and lifelong learning among ageing health workforce, motives of early retirement, ageing and its relationship to Occupational Health and Safety. Longitudinal studies and case study strategy with mixed-methods approaches were suggested for future research by the authors.Originality/valueThe paper summarizes knowledge related to the management of ageing health workforce, describes topics researched and as a result, presents findings on and conclusions about the most important future implications of the ageing workforce for management in the healthcare field providing lines for further research. To the authors' knowledge, no holistic systematic literature reviews have been published in academic journals targeted specifically to ageing healthcare workers.