Big Data-Enabled Solutions Framework to Overcoming the Barriers to Circular Economy Initiatives in Healthcare Sector

Kazançoğlu, Yiğit; Sağnak, Muhittin; Lafçı, Çisem; Luthra, Sunil; Taçoğlu, Caner

doi:10.3390/ijerph18147513

Cited by 33 publications

(35 citation statements)

References 115 publications

(149 reference statements)

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“…Insufficient policy for managing medical materials waste, energy use and environmental burden, restricts the resources conservation. The BDA is extremely useful in this aspect; it could provide in the next future an important contribution to implement the circular economy processes and to support sustainable development initiatives in the healthcare organizations [ 39 ]. To this end, the study developed by Kazançoğlu et al [ 39 ], underline the importance of circularity and sustainability concepts to mitigate the sector’s negative impacts on the environment.…”

Section: Resultsmentioning

confidence: 99%

“…The BDA is extremely useful in this aspect; it could provide in the next future an important contribution to implement the circular economy processes and to support sustainable development initiatives in the healthcare organizations [ 39 ]. To this end, the study developed by Kazançoğlu et al [ 39 ], underline the importance of circularity and sustainability concepts to mitigate the sector’s negative impacts on the environment. Furthermore, the study identifies the barriers related to circular economy in the healthcare organization and provides solutions to these barriers by implementing BDA-based management systems.…”

Section: Resultsmentioning

confidence: 99%

“…Circular economy (CE) and sustainability concepts are becoming important key drivers in healthcare organizations to reduce negative impact on the environment (RA2). Some study directions look at BDA as tool to provide solution for barriers related to CE and support sustainable development initiatives in the healthcare organizations [ 39 ]. Empirical studies have demonstrated the benefits of BDA-AI in the supply chain integration process and its impact on environmental performance.…”

Section: Discussionmentioning

confidence: 99%

“…In the literature, other scholars highlight the positive impact of BDA on resource management. The BDA solutions are analyzed as tools to sustain CE initiatives [ 38 , 39 ] as well as to enable green supply chain process integration and improve hospital performance [ 40 ]. By exploiting KPIs coming from BDA solutions, some researchers present innovative models for planning public health policy [ 41 ].…”

Section: Discussionmentioning

confidence: 99%

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How can big data analytics be used for healthcare organization management? Literary framework and future research from a systematic review

Cozzoli

Salvatore

Faccilongo

et al. 2022

BMC Health Serv Res

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Background Multiple attempts aimed at highlighting the relationship between big data analytics and benefits for healthcare organizations have been raised in the literature. The big data impact on health organization management is still not clear due to the relationship’s multi-disciplinary nature. This study aims to answer three research questions: a) What is the state of art of big data analytics adopted by healthcare organizations? b) What about the benefits for both health managers and healthcare organizations? c) What about future directions on big data analytics research in healthcare? Methods Through a systematic literature review the impact of big data analytics on healthcare management has been examined. The study aims to map extant literature and present a framework for future scholars to further build on, and executives to be guided by. Results The positive relationship between big data analytics and healthcare organization management has emerged. To find out common elements in the studies reviewed, 16 studies have been selected and clustered into 4 research areas: 1) Potentialities of big data analytics. 2) Resource management. 3) Big data analytics and management of health surveillance systems. 4) Big data analytics and technology for healthcare organization. Conclusions In conclusion is identified how the big data analytics solutions are considered a milestone for managerial studies applied to healthcare organizations, although scientific research needs to investigate standardization and integration of the devices as well as the protocol in data analysis to improve the performance of the healthcare organization.

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Section: Resultsmentioning

confidence: 99%

Section: Resultsmentioning

confidence: 99%

Section: Discussionmentioning

confidence: 99%

Section: Discussionmentioning

confidence: 99%

See 2 more Smart Citations

How can big data analytics be used for healthcare organization management? Literary framework and future research from a systematic review

Cozzoli

Salvatore

Faccilongo

et al. 2022

BMC Health Serv Res

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“…Several authors investigate, through multi-criteria decision-making methods (i.e., PROMETHEE II method, VIKOR, best-worst Method, SWARA, Fuzzy ANN etc.) the barriers that hinder the use of technologies such as the use of IoT [59][60][61], or big data [62][63][64][65][66]. Among other technologies, some authors propose the use of simulations to produce an economic analysis of the processes or as tool to train [67][68][69][70][71].…”

Section: #3 Digital Technologies (32 Documents)mentioning

confidence: 99%

Green Transition: The Frontier of the Digicircular Economy Evidenced from a Systematic Literature Review

Felice

Petrillo

2021

Sustainability

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Today, the issue of economic circularity is certainly not a new concept. It represents an essential issue in any production system since it is an alternative to the current production and consumption model. The importance of the topic is confirmed worldwide. However, there is still a “circularity gap” that can be bridged in the short and medium term, probably with the use of innovative and digital technologies. In fact, many researchers agree that the sustainable future can be achieved in the long term thanks to digital technologies (i.e., IoT, artificial intelligence, quantum computing etc.) which, thanks to their speed of calculation, are able to identify the right solutions at the right time. The challenge, therefore, will be to develop innovative technologies and tools for the efficient use of resources in industries for sustainable production. Thus, the aim of this study is to define the current state of the art and future research developments in this very promising field. To achieve this goal, the integration of a “set” of tools, based on the AHP method and the PRISMA protocol, is proposed. The results aim to be a guideline for decision makers and researchers interested in this topic.

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Impact of information technology and knowledge sharing on circular food supply chains for green business growth

et al. 2022

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Rapid and dynamic changes in environment, technologies, consumer behavior, policy making, and climate are putting extra pressure to food supply chain, especially in terms of efficiently manage food security, food surplus, food loss, and waste. These changes directly affect food supply chain negatively. Thus, transition into more circular approach for green business growth in food supply chains is a necessity. One way to reduce this negativity is to ensure the share of information along the chain. With this context, sharing information and knowledge among the food supply chain can facilitate practices from a circularity and green perspectives. Hence, this research focuses on understanding and revealing knowledge‐sharing networks challenges, barriers, and benefits across every food supply chain layer, presenting tangible contributions to improve traceability in circularity perspectives with refuse, rethink, reduce, reuse, repair, refurbish, remanufacture, repurpose, recycle, and recover challenges. Therefore, and to provide a green business growth, this study examines the practice of knowledge sharing among real‐life industry food stakeholders in the meat sector regarding their dimensions, what type of knowledge is shared and whether there are differences among specific groups of food stakeholders for the knowledge sharing. The aim of this research is to generate a validated conceptual framework to reveal how information technologies contributes to a more efficient knowledge sharing practices, hence, to impact the enhancement of efficient circular food supply chains for green business growth.

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Big Data-Enabled Solutions Framework to Overcoming the Barriers to Circular Economy Initiatives in Healthcare Sector

Cited by 33 publications

References 115 publications

How can big data analytics be used for healthcare organization management? Literary framework and future research from a systematic review

How can big data analytics be used for healthcare organization management? Literary framework and future research from a systematic review

Green Transition: The Frontier of the Digicircular Economy Evidenced from a Systematic Literature Review

Impact of information technology and knowledge sharing on circular food supply chains for green business growth

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