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Topic Review
I4.0, Servitisation, and Circular Economy
Industry 4.0 (I4.0) technologies have been highlighted in recent literature as enablers of servitisation. Simultaneously, businesses are advised to implement a circular economy (CE) to bring new opportunities. However, it is pertinent to mention that little attention has been given to assess the role of I4.0 in adopting the CE and servitisation in a fully integrated manner. This research fills this gap by developing a conceptual framework through a systematic literature review of 139 studies investigating the relationship between the I4.0, CE, and servitisation. This study identifies the impact of these variables on a firm’s operational and financial performance (revenue stream, growth, and profitability). Our research findings advocate that adopting I4.0 technologies to the business and manufacturing model enables sustainability, energy and resource efficiency while enhancing performance and offering innovative products through smart services. Thus, firms must systematically adopt I4.0 technologies to support a CE model that creates value through servitisation. This study identifies the research gaps that are unexplored for practitioners and future researchers while providing insight into the role of I4.0 in implementing CE in the servitisation business model.
  • 655
  • 23 Jun 2021
Topic Review
Efficiency-Based Global Green Manufacturing Innovation Index
Manufacturing Innovation Index (GGMII) was developed by formulating an input-oriented data envelopment analysis model. Criteria such as the value added to the gross domestic product (GDP), corresponding CO2 emissions, and unemployment rates were examined in order to represent the economic, environmental, and social dimensions of SD, respectively. Other scientific and technological dimensions were also considered. The data corresponding to all ten of the criteria were collected from World Bank Open Data. 
  • 653
  • 21 Nov 2021
Topic Review
Construction Rework Cost Prediction Using Machine Learning
Predicting the construction cost of rework (COR) allows for the advanced planning and prompt implementation of appropriate countermeasures. Machine learning (ML) offers a data-oriented solution that can be utilized in different construction project contexts. ML approaches can predict COR by learning the complex patterns within the quality dataset.
  • 647
  • 09 Dec 2022
Topic Review
The Industry 5.0
The Industry 5.0 emerges as a new paradigm for the industry by considering sustainability, human-centered approaches, organizational resilience, and interaction between humans and machines as its core values. This new trend for the future of the industry is referred to as neoindustrialization.
  • 632
  • 11 Aug 2023
Topic Review
Digitalization for Humanitarian Logistics
Mismanagement in disaster relief operations (DROs) has created a requirement for fast, fair, and safe humanitarian logistics (HL). As a result, humanitarian logistics (HL) is the most imperative process after a disaster, and it is critical for fast, fair, and safe DROs.
  • 615
  • 31 May 2022
Topic Review
Alternative Marine Fuel
While the marine sector contributes significantly to the global economy, its environmental impact is a cause for apprehension due to growing concerns about ship emissions. The International Maritime Organization (IMO) has set decarbonization strategies consistent with sustainable development goals. The impending legislation aimed at reducing greenhouse gas (GHG) emissions from maritime shipping by at least half by 2050 and to zero by the end of the century. A growing body of research has focused on alternative marine fuel selection.
  • 612
  • 11 May 2022
Topic Review
Bibliometric Approach of COVID-19 and Supply Chain Management
The supply chain and its management are the hidden engines that drive the economy. The COVID-19 pandemic has precipitated an unprecedented sustained challenge to supply chain management around the world, which has highlighted the importance of research on the effects of COVID-19 on supply chain management.
  • 600
  • 30 Mar 2022
Topic Review
Supply Chain Resilience on SMEs’ Performance
Small and Medium Enterprises (SMEs) play a critical role in every economy, and limited studies have highlighted the significance of resilience in the firms. To determine the impact of supply chain resilience on SMEs’ performance in Saudi Arabia based on three dimensions of resilience, namely agility, robustness, and flexibility.
  • 582
  • 05 Aug 2022
Topic Review
Multi-Criteria Decision-Making Evaluation
China is a major maritime country with numerous islands, which are rich in natural resources. Island resources exhibit excellent development potential; in this regard, the market demand for uninhabited island development has been strong. The scientific and reasonable utilization of the resources of uninhabited islands can create huge economic value for the region and the country, inject vitality into the national economy, and enhance the stability of the overall sustainable development of the national economy. However, previous research on islands focused on a limited area of economy or ecology, and few studies provide a comprehensive evaluation of uninhabited island development. Such development requires enormous investment and has a profound impact. Therefore, a comprehensive and scientific evaluation system is necessary for uninhabited island development planning. This entry accordingly develops an island planning and evaluation indicator system based on multi-criteria decision-making (MCDM), and entropy analysis method, and the approach of Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS).
  • 577
  • 31 Mar 2022
Topic Review
Environmental Orientation Motivated Green Supply Chain Management Practices
ndustrial leaders are under pressure to develop greater environmental responsibility due to the increase in global pressure from stakeholders in terms of climatic change and its implications. Greening efforts by manufacturing firms to develop environmentally friendly products, systems, technologies, processes, and business practices have become popular due to growing societal awareness of the environment. According to, green supply chain management, sustainable supply chain management, and environmentally sustainable supply chain management are interlinked and contribute towards goal achievement by minimizing the adverse effects of the firm’s operations on the environment. Similarly, also state that the interlinkage of environmental management with the supply chain is critical in sustaining corporate development. The supply chain aims to reduce emissions. At present, the trade-offs in the supply chain are quality, carbon, cost, and service. For two reasons, the supply chain is critical to greening manufacturers. To begin with, the supply chain has a close interaction with the natural environment since it deals with the materials needed for manufacturing. Second, the supply chain’s purchasing practices can affect the manufacturing suppliers’ environmental perceptions and capabilities. For successful green supply chain management, resource allocation and organizational structures are significant contributors to sustainable corporate social reputation and brand building. 
  • 576
  • 07 Feb 2022
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Encyclopedia of Social Sciences
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