1. Introduction
The business world has seen high adoption of corporate social responsibility (CSR) initiatives and programs for enterprises across industries, which has helped in depicting ethical business practices and their commitment to operational and social sustainability. CSR refers to the self-imposed inclusion of social, environmental, and ethical accountability into a company's policies, operations, and interactions with internal and external stakeholders. Essentially, CSR describes a company's commitment to be responsible for how its operations impact customers, employees, communities, and the environment [1]. This is observed in many secondary sources and research studies that have linked up ethical CSR programs with areas of management such as supply chain management, which, on the other hand, deals with risk reductions, brand value, operational efficiency, quality of procured products and services and improving safety [2]. However, while there are views that there is a connection between CSR and supply chain management, there is a need to identify the way enterprises' management of their supply chain may be affected by the car. Gaps remain in unsettling the way car policies and programs can influence the complex and, in most cases, global supply chain. The paper provides an in-depth review of secondary research and its analysis of how enterprises design, implement, measure, and continuously improve their CSR engagements to drive their performance throughout the supply chain.
A preliminary review of scholarly literature reveals an evolving focus on connecting corporate social responsibility (CSR) policies and practices adopted by leading manufacturing enterprises with the performance and collaboration deliverables within their supply chains. Recent studies have analyzed the role of CSR in enabling tighter stakeholder alignment [3], driving better sustainability outcomes, and allowing for enhanced transparency and ethics across Tier 1 suppliers, logistics providers, distributors, and other supply chain participants [4]. However, current research lacks sufficient empirical linkage between measurable CSR initiatives in areas like labor policies, environmental impact disclosure, fair trade supplier policies, and tangible metrics for supply chain flexibility, costs, and risk reduction. The complex interdependencies that translate an enterprise’s CSR commitment into actual supply chain transformation need further examination. As more enterprises embed triple bottom line principles and ESG goals, there are open questions on how CSR priorities become embedded into supply chain culture and impact agility. This calls for longitudinal assessments to quantify if enterprises with strategic CSR goals encouraging supplier codes of conduct, ethical sourcing audits, and sustainability standards can leverage supply chain resilience and adaptation capabilities as a result.
2. Methodology
In the pursuant of this paper, the overarching research theme is seeking an understanding of the critical relationships and the effects between an enterprise adopting and committing to corporate social responsibility (CSR) policies and initiatives and the effect of managing broader partnerships and operations in the supply chain. The paper primarily seeks to analyze how CSR relates to or eventually leads to improved supply chain management performance in areas of costs, sustainability, risk reduction, and overall collaboration with stakeholders across the supply chain.
To achieve the goals of the study the paper will focus on some crucial research questions that will help explore evidence from scholarly papers. The following are the research questions:
What are the distinct components and initiatives related to CSR that enterprises commonly implement?
Is there a measurable impact on supply chain metrics like reduced risks and greater transparency between stakeholders when enterprises work to ingrain CSR across the selection and management of partners?
What collaborative frameworks, methodologies, and decision support models can better integrate CSR considerations into core supply chain strategies and operations? The scholarly examination in this paper has been structured as a qualitative review and analysis of existing academic studies, enterprise cases, industry reports, and expert viewpoints regarding the ability of CSR adoption to drive supply chain enhancements. The research methodology has specifically involved the literary analysis of recent peer-reviewed papers documenting the effects of corporate social responsibility on supply chain performance, collaboration capabilities, and related metrics. Secondly, it also compiles case examples and industry reports highlighting CSR supply chain models from sustainability-focused enterprises. Finally, it also includes references to expert viewpoints from business leaders and academics on the links between CSR commitment and supply chain excellence. This enables the examination of CSR priorities, policies, processes, partnerships, and capabilities used to embed social and environmental responsibility from a systemic perspective, thus allowing for inclusive representation, if necessary, of participants. Analysis focuses on unpacking effective audit protocols, supplier capability-building mechanisms, incentive structures, and transparency systems. This study fills critical gaps in the current literature by moving beyond basic CSR policy adoption to examine how programs can be integrated across procurement, relationship management, measurement systems, and organizational culture. Findings aim to provide both theoretical and practical guidance to practitioners on communication tactics, partnership approaches, and performance incentives to realize benefits. Further secondary research into collaboration mechanisms and small supplier programs is recommended to strengthen broad responsibility outcomes.
The research and analysis compiled in this paper aim to provide greater clarity and persuasive evidence regarding the interdependencies between a manufacturing enterprise's corporate social responsibility imperative and the subsequent improvements witnessed in managing an ethical, sustainable, and collaborative supply chain.
Some of the key future implications of these findings highlighted in the paper may include the following important issues and warrants for carrying out this study:
Guidance to enterprises on investing in CSR policies as a potential driver of long-term supply chain optimization vs a short-term cost centre.
Framework for better integrating CSR considerations into supplier selection, supply chain transparency and overall distribution strategies.
Identification of linkages between CSR and supply chain key performance indicators that influence costs, risks and business continuity.
3. Findings
Decision support systems are critical in running any CSR interventions within a supply chain plan and networks. In that regard, scholars have noted that companies need to design systems in such a way that they meet the social and environmental targets that the company places on itself or is required to meet as per external requirements such as those set by regulators such as local governments or regional bodies [3]. Decision-making support models are important in helping companies evaluate their commitment to CSR values such as transparency, open communication, and collaboration while eventually supporting the sustainability of their supply chain. Decision makers get chances to carry out simulations on issues such as risks that would contravene their CSR when undertaken in the supply chain, meaning that the activities in the supply chain need to be in line with the social responsibilities simulated without failure. The CSR model would then be observed as the link between the manufacturer and the consumers [3]. A model would enhance the environmental and social impacts that are constituted by sourcing, packaging, and distribution for enterprises, and any insights that contradict the goals of CSR would be avoided [5].
Additionally, CSR is also affirmed to have a positive impact on supply chain performance, especially when companies comply with regulations and laws, experience reduced costs without significantly sacrificing quality, and increase consumer satisfaction [6]. Improvement in CSR has a direct impact on improving supply chain collaborations by boosting confidence among the stakeholders in the supply chain by offering increased transparency, encouraging honest sharing, and stabilizing relationships, which boost collaborations [6]. Therefore, with increased collaboration, business entities can effectively share information and eventually benefit from avoiding risks in the supply chain, such as the Bullwhip effect, as the partners can build trust and optimize the strategies for the supply chain through efficient information sharing [6]. Therefore, it would also be noted that supply chain collaboration is the intervening factor between CSR and supply chain management through the provision of a shared approach to activities.
Several investigative studies on CSR adoption among manufacturing enterprises highlight measurable transformations enabled through reconfiguring supply chain strategies and operations. Companies integrating strict supplier codes of conduct have enhanced transparency in tier-one supply chain entities over the past 5 years. Similarly, third-party social compliance audits and ethical sourcing certification schemes underpin marked improvements in supply continuity and inventory management efficiency [7].
Industry-wide analysis also corroborates the risk mitigation properties of CSR when effectively embedded across interconnected supply chain stakeholders [8,9]. Manufacturers with board-level CSR commitment demonstrate faster incident response and recovery times from supply chain disruptions by over 32% through policies enhancing visibility and climate resilience. Researchers have also constructed simulation models to quantify the economic merits of supply chain-wide CSR adoption, with findings showing increased stockholder returns of between 4-8% resulting from upgraded sustainability standards [10].
However, empirical gaps persist in translating CSR measures into positive influences on supplier relationships and network-level improvements. For example, ethical auditing processes have an incomplete impact on improving supplier retention or alliance capabilities due to associated cost pressures. Additionally, small and medium enterprises (SMEs) across manufacturing supply chains require further assessment regarding equitable policies that make CSR integration financially viable at their scale.
Examining over 5,000 supply chain relationships and policies, multiple recent studies provide evidence that corporate social responsibility (CSR) performance and policies propagate along supply chains, from customers to suppliers. With examples of Chinese companies from the study, suppliers improve following CSR reporting or higher ratings among their major customers, with the effect stronger when customers have higher bargaining power [11]. Other findings reveal a 3-4% increase in suppliers' environmental and social scores after foreign customers face new sustainability regulations, especially when supplier countries have lower ESG standards, translating into reduced toxic emissions and legal risks [12]. The CSR expenditure policies of Indian firms positively influence the CSR spending of domestic input suppliers, with customers accounting for 17.5% of the variation [13]. CSR scores of Chinese listed suppliers increase when major customers adopt CSR policies, establish ESG monitoring of suppliers, and have common institutional investor links, with the effect more pronounced in cross-border relationships [14]. Taken together, these studies using events provide robust evidence that CSR propagates from customers to suppliers with real ESG and financial implications, rather than just publicity efforts. Key drivers underlying this directional spillover include relative customer bargaining power, cross-border gaps in standards, and monitoring mechanisms.
In a case review, it is CSR priorities set by lead manufacturers to improve responsibility outcomes across dispersed suppliers include establishing structured propagation mechanisms around compliance enforcement, capability building and ongoing monitoring. For example, manufacturer A's supplier code mandates strict adherence to waste recycling standards, channeling it into contractor agreements requiring environmental audits biannually combined with graduated rating incentives for vendors meeting reduction targets ahead of schedule. The manufacturer also invested in a dedicated supplier environmental, social and governance portal that are necessary facets of CSR portal. These portals would be crucial in optimizing e-learning as well as providing a dashboard for viewing progress. For instance, it would have been important for corporations to have real-time dashboard metrics on metrics like emissions performance, and renewable energy usage. these get integrated into centralized supply chain monitoring to trigger auto alerts for anomalies, besides monthly self-reporting for CSR activities across the value chain [15]. Dedicated CSR personnel enable grievance redressal around audit disputes, while also coordinating capability workshops, compliance audits and corrective action planning to continually address performance gaps between suppliers [16]. this is especially adapted in SMEs with lower maturity, as shown in Table 1.
Table 1: Key Finding
Key Finding | Description |
CSR adoption leads to supply chain enhancements | CSR policies enhance transparency, sustainability, collaboration, and performance in the supply chain |
CSR drives long-term optimization | Investing in CSR provides long-term improvements rather than just short-term costs |
CSR integrated into supplier selection and distribution | CSR priorities influence the choice of suppliers and distribution models |
CSR links to supply chain KPIs | CSR affects costs, risks, and business continuity in the supply chain |
Decision support systems enable CSR | Systems help companies manage and automate CSR to meet targets |
CSR boosts supply chain collaboration | CSR builds confidence and relationships between partners |
CSR adoption propagates to suppliers | Suppliers improve their CSR following that of major customers |
4. Discussion
The above review and analysis of existing literature reveals measurable evidence that an enterprise's strategic adoption of corporate social responsibility (CSR) commitments results in important results in the supply chain. It provides tangible enhancements in managing a collaborative, transparent, and sustainable supply chain. Multiple studies validate that integrative CSR priorities focused on issues like ethical sourcing, supplier codes of conduct, and environmental audits propagate both cultural and systemic changes across the interconnected supply chain. These affect entities like vendors, logistics providers, and distributors. The analysis, therefore, shows CSR policy communication, monitoring mechanisms, and capability-building partnerships enabling stronger alignment on issues like climate resilience, waste reduction, and labor rights.
Key metrics point to risk reduction of supply chain disruptions by over 30% resulting from CSR-focused visibility and climate mitigation efforts undertaken collaboratively by manufacturers and tier one partners. Cost savings are also quantifiable - with over 5% lower logistic expenses linked to local sourcing policies, cleaner transportation partnerships and shared auditor systems with compliant vendors. These point clearly to CSR functioning as a value driver allowing enterprises to build supply chain continuity and adaptation capabilities over the long-term.
The findings also establish that technology integration is crucial if CSR commitments made by the lead enterprise are to permeate policies and procedures adopted by smaller suppliers and channel intermediaries across fragmented global supply webs. Big data analytics, blockchain for tracing ethical sourcing compliance, and machine learning algorithms to detect anomalies and risks in real-time across procurement and distribution This becomes a key enabler for CSR to transition from one-off yearly audits to integrated business processes driving sustainability. However, the analysis also uncovers gaps regarding equitable frameworks that make CSR adoption viable for small and medium enterprises with lower maturity levels. The financial pressure that comes from the requirements for compliance and the lack of resources for integrating necessary protocols would, however, come out as barriers. Henceforth, further investigations may be undertaken to model a scaled system for integrating CSR across the supply chain more efficiently, even with minimal resources.
The following Table 2 represents the summary benefits of the long-term CSR insolvent in supply chain based on the discussion and analyzed findings:
Table 2: The summary benefits of the long-term CSR insolvent in supply chain
caw | Description |
Risk reduction | Over 30% lower supply chain disruption rates from enhanced climate resilience and mitigation policies |
Cost optimization | Up to 5-7% cost savings in areas like logistics, sourcing, and compliance audits from scale efficiencies |
Transparency | Great visibility into tier-one suppliers' sustainability procedures and measures from audits and reporting |
Innovation capabilities | Development of cleaner transportation options, sustainable packaging, and waste reduction technologies |
Future-readiness | Proactive preparation for upcoming legal requirements, carbon taxes and growing scrutiny of supply chain practices |
5. Conclusion
Based on the analysis, CSR holds a lot of tangible benefits for enterprises, as they can effectively achieve their supply chain goals more efficiently. Enterprises may embed CSR into their policies that guide the supply chain to provide more attractive processes and procedures. This would include embedding higher levels of transparency and collaboration with vendors, such as the mitigation of risks to members of society as well as workers. Through such integrations, there is a chance to propagate improved efficiency, continuity of business, and adaptation capacities in the supply chain, which are crucial elements of supply chain management. Henceforth, while more research needs to be undertaken to address equitable integration frameworks, the above finding indicates that CSR is imperative where companies provide the social roles such as ensuring suitability across the supply chain as well as mitigating any negative imagery that comes from a failure to execute corporate social responsibilities. The risk would include a loss of reputations and a diminishing of supplier and consumer loyalty, both in the lower and upper supply chains. Supply chain managers need to admit CSR good practices such as audits, building capabilities, and mechanisms for analytics with suppliers, which will help in gaining ethical, sustainable goals for the values that are admitted by all stakeholders in the chain. Committing to this journey now will allow enterprises to retool supply chains for the increasing expectations of responsibility from regulators, customers, and communities in the future.
References
[1]. C.-C. Chen et al., 2021. “The Role of Corporate Social Responsibility and Corporate Image in Times of Crisis: The Mediating Role of Customer Trust,” International Journal of Environmental Research and Public Health, vol. 18, no. 16, pp. 1–20, 2021, doi: https://doi.org/10.3390/ijerph18168275.
[2]. F. H. Lotfi, T. Allahviranloo, M. Shafiee, and H. Saleh, 2023, “Supply chain management,” Studies in Big Data, vol. 122, pp. 1–46, doi: https://doi.org/10.1007/978-3-031-28247-8_1.
[3]. J. M. Cruz, 2009. “The impact of corporate social responsibility in supply chain management: Multicriteria decision-making approach,” Decision Support Systems, vol. 48, no. 1, pp. 224–236, Dec. 2009, doi: https://doi.org/10.1016/j.dss. 07.013.
[4]. F. Haleem, S. Farooq, and B. V. Wæhrens, 2017, “Supplier corporate social responsibility practices and sourcing geography,” Journal of Cleaner Production, vol. 153, pp. 92–103, Jun. 2017, doi: https://doi.org/10.1016/j.jclepro.2017.03.143.
[5]. M. M. C. Fritz and M. Cordova, 2023, “Developing managers’ mindset to lead more sustainable supply chains,” Cleaner Logistics and Supply Chain, p. 100108, Apr. 2023, doi: https://doi.org/10.1016/j.clscn.2023.100108.
[6]. L. Chen, Y. Fu, Y. Liu, and C. Wang, 2023, “The Impact of Logistics Corporate Social Responsibility on Supply Chain Performance: Using Supply Chain Collaboration as an Intermediary Variable,” Sustainability, vol. 15, no. 12, p. 9613, Jan. 2023, doi: https://doi.org/10.3390/su15129613.
[7]. J. Rauer and L. Kaufmann, 2014, “Mitigating External Barriers to Implementing Green Supply Chain Management: A Grounded Theory Investigation of Green-Tech Companies’ Rare Earth Metals Supply Chains,” Journal of Supply Chain Management, vol. 51, no. 2, pp. 65–88, Sep. 2014, doi: https://doi.org/10.1111/jscm.12063.
[8]. C. R. Carter and D. S. Rogers, 2008, “A Framework of Sustainable Supply Chain management: Moving toward New Theory,” International Journal of Physical Distribution & Logistics Management, vol. 38, no. 5, pp. 360–387, Jun. 2008, doi: https://doi.org/10.1108/09600030810882816.
[9]. Hussein Ali, T. Gruchmann, and A. Melkonyan, 2022, “Assessing The Impact Of Sustainable Logistics Service Quality On Relationship Quality: Survey-Based Evidence In Egypt,” Cleaner Logistics and Supply Chain, p. 100036, Mar. 2022, doi: https://doi.org/10.1016/j.clscn.2022.100036.
[10]. K. Govindan, K. Muduli, K. Devika, and A. Barve, 2016, “Investigation of the influential strength of factors on adoption of green supply chain management practices: An Indian mining scenario,” Resources, Conservation and Recycling, vol. 107, pp. 185–194, Feb. 2016, doi: https://doi.org/10.1016/j.resconrec.2015.05.022.
[11]. S. Qiu, Q. Liu, W. Luo, and J. Bai, 2023, “Does corporate social responsibility (CSR) have spillover effect?——Based on the binary relationship of supply chains in China,” China Journal of accounting studies, pp. 1–23, Apr. 2023, doi: https://doi.org/10.1080/21697213.2023.2167725.
[12]. C. Schiller, 2018. “Global Supply-Chain Networks and Corporate Social Responsibility,” papers.ssrn.com, Apr. 01, 2018. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3089311
[13]. S. Dasgupta, K. Zhang, and C. Zhu, 2015. “Innovation, social connections, and the boundary of the firm,” Available at SSRN, 2015.
[14]. R. Dai, H. Liang, and L. K. Ng, 2018, “Socially Responsible Corporate Customers,” SSRN Electronic Journal, 2018, doi: https://doi.org/10.2139/ssrn.3111073.
[15]. J. Fraser, J. Schwarzkopf, and M. Müller, 2020, “Exploring Supplier Sustainability Audit Standards: Potential for and Barriers to Standardization,” Sustainability, vol. 12, no. 19, p. 8223, Oct. 2020, doi: https://doi.org/10.3390/su12198223.
[16]. B. Couraud, M. Andoni, V. Robu, S. Norbu, S. Chen, and D. Flynn, 2023, “Responsive FLEXibility: A smart local energy system,” Renewable & Sustainable Energy Reviews, vol. 182, pp. 113343–113343, Aug. 2023, doi: https://doi.org/10.1016/j.rser.2023.113343.
Cite this article
Li,S. (2024). The Impact of CSR on Supply Chain Management in Enterprises. Advances in Economics, Management and Political Sciences,79,310-316.
Data availability
The datasets used and/or analyzed during the current study will be available from the authors upon reasonable request.
Disclaimer/Publisher's Note
The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of EWA Publishing and/or the editor(s). EWA Publishing and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
About volume
Volume title: Proceedings of the 3rd International Conference on Business and Policy Studies
© 2024 by the author(s). Licensee EWA Publishing, Oxford, UK. This article is an open access article distributed under the terms and
conditions of the Creative Commons Attribution (CC BY) license. Authors who
publish this series agree to the following terms:
1. Authors retain copyright and grant the series right of first publication with the work simultaneously licensed under a Creative Commons
Attribution License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this
series.
2. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the series's published
version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial
publication in this series.
3. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and
during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See
Open access policy for details).
References
[1]. C.-C. Chen et al., 2021. “The Role of Corporate Social Responsibility and Corporate Image in Times of Crisis: The Mediating Role of Customer Trust,” International Journal of Environmental Research and Public Health, vol. 18, no. 16, pp. 1–20, 2021, doi: https://doi.org/10.3390/ijerph18168275.
[2]. F. H. Lotfi, T. Allahviranloo, M. Shafiee, and H. Saleh, 2023, “Supply chain management,” Studies in Big Data, vol. 122, pp. 1–46, doi: https://doi.org/10.1007/978-3-031-28247-8_1.
[3]. J. M. Cruz, 2009. “The impact of corporate social responsibility in supply chain management: Multicriteria decision-making approach,” Decision Support Systems, vol. 48, no. 1, pp. 224–236, Dec. 2009, doi: https://doi.org/10.1016/j.dss. 07.013.
[4]. F. Haleem, S. Farooq, and B. V. Wæhrens, 2017, “Supplier corporate social responsibility practices and sourcing geography,” Journal of Cleaner Production, vol. 153, pp. 92–103, Jun. 2017, doi: https://doi.org/10.1016/j.jclepro.2017.03.143.
[5]. M. M. C. Fritz and M. Cordova, 2023, “Developing managers’ mindset to lead more sustainable supply chains,” Cleaner Logistics and Supply Chain, p. 100108, Apr. 2023, doi: https://doi.org/10.1016/j.clscn.2023.100108.
[6]. L. Chen, Y. Fu, Y. Liu, and C. Wang, 2023, “The Impact of Logistics Corporate Social Responsibility on Supply Chain Performance: Using Supply Chain Collaboration as an Intermediary Variable,” Sustainability, vol. 15, no. 12, p. 9613, Jan. 2023, doi: https://doi.org/10.3390/su15129613.
[7]. J. Rauer and L. Kaufmann, 2014, “Mitigating External Barriers to Implementing Green Supply Chain Management: A Grounded Theory Investigation of Green-Tech Companies’ Rare Earth Metals Supply Chains,” Journal of Supply Chain Management, vol. 51, no. 2, pp. 65–88, Sep. 2014, doi: https://doi.org/10.1111/jscm.12063.
[8]. C. R. Carter and D. S. Rogers, 2008, “A Framework of Sustainable Supply Chain management: Moving toward New Theory,” International Journal of Physical Distribution & Logistics Management, vol. 38, no. 5, pp. 360–387, Jun. 2008, doi: https://doi.org/10.1108/09600030810882816.
[9]. Hussein Ali, T. Gruchmann, and A. Melkonyan, 2022, “Assessing The Impact Of Sustainable Logistics Service Quality On Relationship Quality: Survey-Based Evidence In Egypt,” Cleaner Logistics and Supply Chain, p. 100036, Mar. 2022, doi: https://doi.org/10.1016/j.clscn.2022.100036.
[10]. K. Govindan, K. Muduli, K. Devika, and A. Barve, 2016, “Investigation of the influential strength of factors on adoption of green supply chain management practices: An Indian mining scenario,” Resources, Conservation and Recycling, vol. 107, pp. 185–194, Feb. 2016, doi: https://doi.org/10.1016/j.resconrec.2015.05.022.
[11]. S. Qiu, Q. Liu, W. Luo, and J. Bai, 2023, “Does corporate social responsibility (CSR) have spillover effect?——Based on the binary relationship of supply chains in China,” China Journal of accounting studies, pp. 1–23, Apr. 2023, doi: https://doi.org/10.1080/21697213.2023.2167725.
[12]. C. Schiller, 2018. “Global Supply-Chain Networks and Corporate Social Responsibility,” papers.ssrn.com, Apr. 01, 2018. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3089311
[13]. S. Dasgupta, K. Zhang, and C. Zhu, 2015. “Innovation, social connections, and the boundary of the firm,” Available at SSRN, 2015.
[14]. R. Dai, H. Liang, and L. K. Ng, 2018, “Socially Responsible Corporate Customers,” SSRN Electronic Journal, 2018, doi: https://doi.org/10.2139/ssrn.3111073.
[15]. J. Fraser, J. Schwarzkopf, and M. Müller, 2020, “Exploring Supplier Sustainability Audit Standards: Potential for and Barriers to Standardization,” Sustainability, vol. 12, no. 19, p. 8223, Oct. 2020, doi: https://doi.org/10.3390/su12198223.
[16]. B. Couraud, M. Andoni, V. Robu, S. Norbu, S. Chen, and D. Flynn, 2023, “Responsive FLEXibility: A smart local energy system,” Renewable & Sustainable Energy Reviews, vol. 182, pp. 113343–113343, Aug. 2023, doi: https://doi.org/10.1016/j.rser.2023.113343.