Sustainable Supply Chain Management: Analyzing the past to determine a research agenda
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Silva, Warley Henrique; Guarnieri, Patricia; Carvalho, José Márcio; Farias, Josivania Silva; dos Reis, Silvia Araújo Article Sustainable Supply Chain Management: Analyzing the past to determine a research agenda Logistics Provided in Cooperation with: MDPI – Multidisciplinary Digital Publishing Institute, Basel Suggested Citation: Silva, Warley Henrique; Guarnieri, Patricia; Carvalho, José Márcio; Farias, Josivania Silva; dos Reis, Silvia Araújo (2019) : Sustainable Supply Chain Management: Analyzing the past to determine a research agenda, Logistics, ISSN 2305-6290, MDPI, Basel, Vol. 3, Iss. 2, pp. 1-15, https://doi.org/10.3390/logistics3020014 This Version is available at: https://hdl.handle.net/10419/310050 Standard-Nutzungsbedingungen: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Zwecken und zum Privatgebrauch gespeichert und kopiert werden. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich machen, vertreiben oder anderweitig nutzen. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, gelten abweichend von diesen Nutzungsbedingungen die in der dort genannten Lizenz gewährten Nutzungsrechte. Terms of use: Documents in EconStor may be saved and copied for your personal and scholarly purposes. You are not to copy documents for public or commercial purposes, to exhibit the documents publicly, to make them publicly available on the internet, or to distribute or otherwise use the documents in public. If the documents have been made available under an Open Content Licence (especially Creative Commons Licences), you may exercise further usage rights as specified in the indicated licence. https://creativecommons.org/licenses/by/4.0/
logistics Review Sustainable Supply Chain Management: Analyzing the Past to Determine a Research Agenda Warley Henrique Silva 1, Patricia Guarnieri 2,*, JoséMárcio Carvalho 1, Josivania Silva Farias 3 and Silvia Araújo dos Reis 4 1Post-graduate Program in Agribusiness, University of Brasília, Brasília 70.910–900, Brazil; [email protected] (W.H.S.); [email protected] (J.M.C.) 2 Post-graduate Program in Agribusiness and Post-graduate Program of Management, University of Bras í lia, Brasília 70.910–900, Brazil 3Post-graduate Program of Management, University of Brasília, Brasília 70.910–900, Brazil; [email protected] 4Business Department. University of Brasília, Brasília, 70.910–900, Brazil; [email protected] *Correspondence: [email protected]; Tel.: +51-61-107-1402 Received: 13 February 2019; Accepted: 8 April 2019; Published: 16 April 2019 Abstract: The incorporation of sustainable aspects in the supply chain management (SCM) has become an important topic for researchers and professionals; however, it is a field that yet lacks a systemic understanding. The objective of this article is to conduct an analysis on the international literature about the SCM sustainability topic, by employing a systematic review protocol, covering the period from 2011 to 2016. The content analysis technique was performed, following the procedures of categorical thematic analysis proposed by Bardin (1977), which considers the creation of categories a posteriori, based in the direction senses related to the content analyzed. Besides to present the main characteristics of the articles related to distribution of publications per year, most studied sectors, main methods and approaches used main countries and journals of publications, we categorize the results at the systemic approach level of the sustainable development dimensions. We found that some dimensions are prominent when compared with the others: For example: the environmental one, on the other hand, the social one is approached few times in the papers considered in our analysis. These results also indicate that this type of discussion needs to be extended to other sectors that have not yet been explored. The contribution of this paper lies on the synthetization of the state-of-the-art related to sustainable SCM in the period considered, highlighting the environmental, social and economic dimensions, in order to identify a research agenda. By identifying possible research gaps, the results of this research contribute to guide future investigations on sustainable SCM, aiding researchers and practitioners in this field. Keywords: Sustainability; Supply Chain Management; Sustainable Supply Chain Management; Green Supply Chain Management 1. Introduction The transformations and trends observed in society and global markets emphasize the valorization of goods produced in production chains that integrate social and environmental aspects to the economic ones [ 1 ]. This phenomenon meets the propositions on the dimensions of sustainable development (economic, environmental and social), which stems from the triple bottom line (TBL) concept [ 2 ]. In addition, two other dimensions can be highlighted, the cultural and the political ones [ 3 ]. However, for the purposes of this study, we consider the economic, environmental and social dimensions proposed in the TBL concept [2]. Logistics 2019,3, 14; doi:10.3390/logistics3020014 www.mdpi.com/journal/logistics
Logistics 2019,3, 14 2 of 15 One of the main challenges that organizations and their production chains are facing is to design production and business models that are capable of not only meeting the demands of consumers but also to have a reduced impact on the environment [4,5]. A strategic way of dealing with this global context of new production trends is based on the adoption of the best managerial practices related to supply chains (SC), addressing sustainability issues [ 6 ]. The sustainable supply chain management (SSCM) is recognized as the concept that covers these demands [ 7 ] and, is capable to provide the strategic and transparent integration of social, environmental and economic aspects put in place to reach systemic coordination of inter-organizational projects and business processes [ 7 ]. The final aim is to improve the supply chain’s long-term economic performance. Besides that, this concept may provide operational benefits as well as positive impacts on society [8]. It is important to note that, the understanding of the environmental aspect in the supply chain denotes the use of natural resources and the impacts of actions on the environment, while the social aspect is directed by practices that focus on the health and well-being of people who are directly and indirectly impacted by supply chain business [9]. The increasing importance of this research topic is reflected by the rise of publications during the last years. A theoretical shortage persists in the SSCM area [ 10 ], despite its importance. Some authors point out that the sustainability orientation predicts operational performance through advanced but not basic Sustainable supply chains—SSC practices [ 8 ]. Another proposes models to test the relationships among sustainability orientation, supply chain integration, sustainable procurement, design and environmental and cost performance [11]. Besides that, it is important to emphasize that other systematic literature reviews on similar topics were already carried out [ 12 , 13 ]. In order to review papers related to environmental sustainability of logistics service providers and point out some research questions to be investigated, [ 14 ] performed a systematic literature review (SLR) based on two academic databases (Scopus and Web of Science), covering the period of 1960–2014. Another SLR, found that there is a research gap related to environmental and socio-political factors influencing the adoption of knowledge management in the context of startups [ 15 ]. The relationship between sustainability orientation and innovation culture and innovation outcomes in large firms and small firms, through a systematic literature review was performed by [16]. Considering that sustainable aspects incorporated in the supply chain management (SCM) have become a relevant topic for researchers and professionals [ 17 ], previous literature reviews on general contexts of sustainable supply chain management were also published by [ 18 – 20 ], focusing on the integration of the three sustainability dimensions. The same is observed related to green supply chain management, which focus on the environmental aspects and was approached by [16,18]. Although several papers have approached sustainable or green supply chain management, based on literature reviews. No one, until this moment, considered the issue of the integration of the three dimensions of triple bottom line, covering the databases: Web of Science, Scopus, Science Direct Online and Emerald. So, the intention of this paper is to complement the previous literature reviews already published, having a main objective to conduct an analysis of the state-of-art related to SSCM topic, considering all dimensions of sustainability, through a systematic literature review, following the protocol proposed by [21], covering the period from 2011 to 2016. The systematic literature review was chosen, since this procedure establishes well-defined and structured criteria within the process of searching and analyzing information about the topic, in this case considering three main factors: The year of publication, number of citations and impact factor, under a multicriteria decision aid perspective. The use of a systematic review protocol guarantees greater rigor, robustness and replicability to the research [22]. This article summarizes the literature related to this topic, highlighting the sustainability dimensions approached and, presenting the main characteristic of the publications, pointing out the sustainability dimensions addressed, sectors most studied, methods used, distribution per year and
Logistics 2019,3, 14 3 of 15 main countries and journals of publications. This analytical effort contributes to guide future researches by exposing possible research gaps and opportunities. The structure of this article comprises, in addition to this introduction, six sections. In section two, there are topics that integrate the theoretical framework of this article (supply chain management and sustainability). Section three deals with the methodological procedures adopted in the research, by presenting the systematic review protocol. Section four presents the results, covering the general context of the publications. Section five describes the dimensions of sustainability and its discussions in the articles analyzed in this SLR. Section six discusses the future perspectives in the studies in this field, proposing an agenda for future research. In the last section, we present the final considerations, limitations, contributions and guidance for future research on the SSCM topic. 2. Supply Chain Management and Sustainability One of the most common definitions of the term supply chain was diffused by [ 23 ], in which the authors mention that a supply chain is the alignment of firms to make available products to the consumer market. It is a conventional view of supply chain and it is based on a sequential structure, where goods are transported from suppliers to processors, wholesalers, retailers and end consumers. Another concept determines that supply chain is understood as the aggregate of three or more firms directly involved in the upstream and downstream flows of goods, services, economic resources and information from the source chain to the end customer [24]. Thus, it is perceived that supply chain, understood as a set of integrated firms and their respective relationships requires the adoption of better targeted and synchronized managerial strategies, given the level of complexity involved in this interaction process among firms. The supply chain does not only involve manufacturers, suppliers and sectors responsible for purchases and stock, but also includes carriers, retailers and their own customers [25]. Besides that, SCM comprises the integration of business processes via supply chain, involving the coordination of activities and processes not only within the firm, in isolation, but among the others that compose the supply chain [26]. Among the many definitions of SCM, this paper considers the definition from [ 24 ]. In their study, the authors reviewed, classified and synthesized some definitions commonly adopted in academic discussions on supply chain and its management. For them, the supply chain is defined as a group of three or more entities (organizations or individuals) directly involved in the flows of provision and distribution of goods and services, finance and information, from a source to a customer. In general, the authors suggest that the goal of SCM is to seek the synchronization of all supply chain activities in order to create value for customers. SCM gains greater relevance with the notion that firms must integrate themselves with suppliers and customers strategically, aiming for positive gains, which are not only monetary ones. Thus, the functions associated with each supply chain member, in the context of SCM, seek to achieve purposes that are valuable and creates evolution opportunities for all sides involved, aiming for gain to gain partnerships. This increases the level of logistics service offered to the customers and also adds value to the final product by elevating the supply chain viability. The SCM has been recognized as a key factor to promote sustainability. Sustainability and environmental issues are among the most pressing issues in global society [ 27 ]. Furthermore, sustainability is recognized as the way in which people must interact with nature, by doing so they are recognizing the responsibility towards future generations [28]. Sustainable supply chain management is now well-known on the agenda of academic and social discussions. SSCM is defined as a strategic and transparent integration of social, environmental and economic aspects in a systemic coordination of organizational processes with the aim to improve economic performance of the company in the long run [7]. In addition, SSCM is also understood as responsible by the management of material, information and capital flows, by the means of cooperation between companies throughout the supply chain [ 19 ].
Logistics 2019,3, 14 4 of 15 This is possible by adopting sustainable development goals, which are related to economic, environmental and social aspects of the supply chain, this is done with the purpose of meeting the requirements of stakeholders. Some companies consider that the adoption of sustainability principles in supply chains creates competitive advantages [ 29 ]. Besides, SSCM can be defined as a business strategy focused on minimizing environmental, economic and social risks of the organization, that is capable to create corporate value [ 30 ]. Studies focusing on corporate orientation towards environmental issues, suggest that supply chains that focus on environmental practices in their transactions are better placed to deliver positive results [31]. The incorporation of sustainable practices in the supply chain minimizes or even avoids negative perceptions regarding environmental, social and ethical issues with the company from consumers, non-governmental organizations and public authorities [ 32 , 33 ]. Ref [ 34 ] corroborates this observation and adds that one of the positive benefits about the sustainability concept in the supply chain is to enhance the notion of higher product quality and the business itself. Also in this sense, it is recognized the existence of a relationship between sustainable management and the improvement in the quality of the final product [35]. Decisions taken within the supply chain reflect directly and indirectly on the other members, even if they do not recognize such facts. Thus, the importance of the sustainable supply chain management is recognized, considering that that managers need to perform the auditing and evaluation procedures of their suppliers’ environmental performance metrics [36]. 3. Method Considering the objective of this paper, a literature review was carried out. [ 37 ] discusses modalities of literature reviews and their methodological procedures. For them, literature reviews present two perspectives: (i) Revision of topics that have accumulated knowledge and require analysis and synthesis and (ii) revision of emerging issues, whose contribution is the exposure of potential theoretical foundations, which is usually not as extensive as the first. The perspective adopted in this article fits the first notion of literature review. Taking into consideration seminal literature reviews on general contexts of sustainable supply chain management and related to green supply chain management [ 12 , 13 , 16 , 18 , 38 ], we decided to cover the period of 2011-2016 in order to complement the previous studies. It is important to point out that there are two types of literature review: (1) A narrative or traditional literature review and (2) systematic review of the literature [ 21 ]. According to the authors, the narrative review condenses the literature, but does not make explicit to the reader the established criteria for the selection of sources. In contrast, a systematic literature review is characterized by establishing clear and structured criteria in the search process and analysis of information on the subject to be investigated. For [ 22 ], this process guarantees greater rigor, robustness and replicability to the research. Therefore, it was chosen for this article, the adoption of systematic literature review (SLR) procedures. There are several SLR protocols [ 22 , 28 , 39 , 40 ]. It was opted for the use of Methodi Ordinatio protocol (Figure 1), proposed by [ 40 ]. This protocol was selected because it presents a plan that goes beyond that considered the basic for the achievement of a SLR. The authors add the possibility of classifying articles from the year of publication, number of citations and the journal’s impact factor in which it was published, under a multicriteria decision aid approach, so we believe that there is more rigor in this method. The Methodi Ordinatio assists the in the decision making process regarding the choice of an article portfolio to compose a literature review. Its main advantage is to define the scientific relevance of each article using three criteria (impact factor, year of publication and the number of citations by the proposed process) instead of only one criterion (number of citations) such as, for example, the ProKnow-C (Knowledge Development Process—Constructivist) proposed by [39]. Initially, the research structure was defined, by having as a parameter the topic sustainable supply chain management. Then, a set composed by six keywords, in the English language, related to the research topic. These keywords were based on a previous exploratory search and the reading of seminal
Logistics 2019,3, 14 5 of 15 research. This group of words would be used for the searches, combined with the term “Supply Chain”. The chosen words were: 1) Sustainability, 2) economic development, 3) environmental development, 4) social development and 5) ethical issues. The descriptor “sustainable supply chain management” was used with the Boolean operator AND. Figure 1shows the steps of the SLR protocol. Logistics 2019, 3, x FOR PEER REVIEW 5 of 15 to the research topic. These keywords were based on a previous exploratory search and the reading of seminal research. This group of words would be used for the searches, combined with the term “Supply Chain”. The chosen words were: 1) Sustainability, 2) economic development, 3) environmental development, 4) social development and 5) ethical issues. The descriptor “sustainable supply chain management” was used with the Boolean operator AND. Figure 1 shows the steps of the SLR protocol. Figure 1. Application Steps of the Methodi Ordinatio methodology (Source: Adapted [32].). Once the keywords were defined, the next step was the choice of databases. There are several databases for research [41]: Web of Science, Scopus, Science Direct Online, Emerald, Springer Link, IEEExplore, Academic Search Premier—ASP (EBSCO), Scielo, Sage Pub, Taylor & Francis, Oxford University Press and Cambridge University Press. In this article, we selected the Web of Science, Scopus, Science Direct Online and Emerald databases, since their indexed journals have an impact factor, which is necessary data for the application of the Methodi Ordinatio (see Table 1) besides increasing the rigor of the papers selected. A temporal cut of five years (2011 to 2016) was chosen, considering mainly the previous literature reviews published on topics related to the issue approached in this article. The search for keywords considered its appearance in the title, either in the abstract or in the keywords section In this stage, the articles were analyzed individually using the following filters: 1) Reading of the title, abstract and keywords and 2) reading of the introduction, conclusion and exclusion of duplicate articles. From a total of 632 articles, after the application of the first filter, 119 articles remained. Subsequently, after the second filtration, 74 articles remained. The available methods for SLR techniques provide an efficient search protocol with a sequence of parameters that allows the attainment of a portfolio of articles. However, researchers do not have any criteria to classify the quality or relevance of the article found. To satisfy this lack of criteria and metrics for article selection, the InOrdinatio calculation was applied for each work, according to the Methodi Ordinatio (Figure 1) for the next phase of this SLR. This calculation (Table 1) allowed us to order the best articles, based on the following criteria: Impact factor of the journal in which it was published, number of citations and year of publication. Table 1. Description of the equation used to calculate the InOrdinatio articles. Figure 1. Application Steps of the Methodi Ordinatio methodology (Source: Adapted [32].). Once the keywords were defined, the next step was the choice of databases. There are several databases for research [ 12 ]: Web of Science, Scopus, Science Direct Online, Emerald, Springer Link, IEEExplore, Academic Search Premier—ASP (EBSCO), Scielo, Sage Pub, Taylor & Francis, Oxford University Press and Cambridge University Press. In this article, we selected the Web of Science, Scopus, Science Direct Online and Emerald databases, since their indexed journals have an impact factor, which is necessary data for the application of the Methodi Ordinatio (see Table 1) besides increasing the rigor of the papers selected. A temporal cut of five years (2011 to 2016) was chosen, considering mainly the previous literature reviews published on topics related to the issue approached in this article. The search for keywords considered its appearance in the title, either in the abstract or in the keywords section In this stage, the articles were analyzed individually using the following filters: 1) Reading of the title, abstract and keywords and 2) reading of the introduction, conclusion and exclusion of duplicate articles. From a total of 632 articles, after the application of the first filter, 119 articles remained. Subsequently, after the second filtration, 74 articles remained. The available methods for SLR techniques provide an efficient search protocol with a sequence of parameters that allows the attainment of a portfolio of articles. However, researchers do not have any criteria to classify the quality or relevance of the article found. To satisfy this lack of criteria and metrics for article selection, the InOrdinatio calculation was applied for each work, according to the Methodi Ordinatio (Figure 1) for the next phase of this SLR. This calculation (Table 1) allowed us to order the best articles, based on the following criteria: Impact factor of the journal in which it was published, number of citations and year of publication.
Logistics 2019,3, 14 6 of 15 Table 1. Description of the equation used to calculate the InOrdinatio articles. Equation Description (IF /1000) + α * [10 – (YearSearch – YearPublished)] +( Σ Ci) •IF: Impact factor, as defined by the Journal Citation Report (JCR); •α: Coefficient of importance of the publication year factor, varying from 1 to 10; •YearSearch: Year in which the survey was being conducted •YearPublished: Publication year of the article •ΣCi: Total citations in the article Source: [40]. As Table 1, the impact factor (IF) value was divided by 1000 (thousand) in order to normalize its value over the other criteria. For setting the value of alpha ( α ), which is a weighting factor ranging from 1 to 10 to be assigned by the investigator, tests were made using values 1, 3, 5, 7 and 10. It was noticed that the intermediate values (3 and 7) were not significant in the calculation, that is, they had little influence on the classification. The extreme values (1 and 10) have made the final value too low or too high, eliminating relevant works or including works that did not meet the previously established criteria. Thus, for this work, the alpha chosen was defined as the value 5, seeking a better balance between the three analysis factors. The articles remaining from the second filtering process (74) were ordered via InOrdinatio. [ 40 ] recommended the systematic reading of the articles that presents InOrdinatio within a relevant range, to be delimited by the researcher, himself, using his sensitivity in relation to the researched topic. In this case, the first 34 articles were selected, which presented InOrdinatio superior to 90. This selection considered that the works with index below 90 were “distant” from the others, mainly, in terms of impact factor of the periodical and year of publication. Figure 2presents the results of the filters referring to the systematic review of the literature. Besides to characterize the articles analyzed in terms of the distribution of publications per year, main methods adopted, main journals of publication and related to the approach of the sustainability dimensions, we used the categorical thematic content analysis technique in order to perform an in depth analysis of the articles. We analyzed the sections of “suggestions for future works” and “research agendas”, besides “concluding remarks” or “final considerations” of the articles, in order to identify a research agenda on SSCM. The “content analysis can be considered as a set of communication analysis techniques, which uses systematic procedures and objective descriptions of the contents of messages” [ 41 ] p. 38. In addition, this protocol comprises the following steps: I) Reading of the collected material, II) codification for the formulation of analysis categories, III) clipping of the material (in units of record, such as words, phrases and paragraphs, comparable and with the same semantic content), IV) establishment of categories, V) grouping of registration units into common categories, VI) progressive grouping of categories (initial, intermediate and final, respectively) and VII) inference and interpretation [36]. Following the steps proposed, the data of the articles’ portfolio selected for this research were analyzed through a construction process of categories or themes, which aim to capture repeated patterns in most of the collected data. The categories were created a posteriori, according to the directions senses of the articles’ sections analyzed. It was also verified the repetition of some elements, which guided the creation of categories.
Logistics 2019,3, 14 7 of 15 Logistics 2019, 3, x FOR PEER REVIEW 7 of 15 Figure 2. Filter Results of the systematic review of the literature. Besides to characterize the articles analyzed in terms of the distribution of publications per year, main methods adopted, main journals of publication and related to the approach of the sustainability dimensions, we used the categorical thematic content analysis technique in order to perform an in depth analysis of the articles. We analyzed the sections of “suggestions for future works” and “research agendas”, besides “concluding remarks” or “final considerations” of the articles, in order to identify a research agenda on SSCM. The “content analysis can be considered as a set of communication analysis techniques, which uses systematic procedures and objective descriptions of the contents of messages” [42] p. 38. In addition, this protocol comprises the following steps: I) Reading of the collected material, II) codification for the formulation of analysis categories, III) clipping of the material (in units of record, such as words, phrases and paragraphs, comparable and with the same semantic content), IV) establishment of categories, V) grouping of registration units into common categories, VI) progressive grouping of categories (initial, intermediate and final, respectively) and VII) inference and interpretation [36]. Following the steps proposed, the data of the articles’ portfolio selected for this research were analyzed through a construction process of categories or themes, which aim to capture repeated patterns in most of the collected data. The categories were created a posteriori, according to the Figure 2. Filter Results of the systematic review of the literature. 4. Results: The General Context of the Publications The purpose of this section was to point out the current status of SSCM researches selected following the steps of this SLR. The next step was a reflection of the analysis of a portfolio of papers obtained in international databases, as mentioned in the previous section. The context presented was based on the adopted methods, countries in which they were applied, publication journals and dimensions of sustainable development [ 2 ]: Environmental, social and economic development and, when integrated and balanced, can reach sustainability. Based on the methods adopted in the development of the articles, the classification was based on an adaptation of the [ 18 ] proposal. In this study, the authors classify the articles, based on the methodology used, in theoretical and conceptual studies, case studies, surveys, modeling and literature reviews. In this case, the articles of a bibliographic nature or literature review were excluded because the assumptions of systematic literature reviews presuppose the inclusion of empirical research only [ 21 ]. The authors also propose that in cases of articles that present more than one type of methodological procedure, these should be classified according to the main methodology. Figure 3shows the result of this classification.
Logistics 2019,3, 14 8 of 15 In general, it was noted that the studies analyzed use numerous scientific investigation methods. Modeling was the main method employed, followed by the case study (single and multiple). In the case of the articles that used modeling, it was verified that a considerable part of these (8) adopted the data envelopment analysis (DEA). DEA is a mathematical programming technique that seeks to analyze the performance, in terms of the relative efficiency, of different decision-making units (DMUs), from a set of inputs and outputs [42,43]. Logistics 2019, 3, x FOR PEER REVIEW 8 of 15 directions senses of the articles’ sections analyzed. It was also verified the repetition of some elements, which guided the creation of categories. 4. Results: The General Context of the Publications The purpose of this section was to point out the current status of SSCM researches selected following the steps of this SLR. The next step was a reflection of the analysis of a portfolio of papers obtained in international databases, as mentioned in the previous section. The context presented was based on the adopted methods, countries in which they were applied, publication journals and dimensions of sustainable development [2]: Environmental, social and economic development and, when integrated and balanced, can reach sustainability. Based on the methods adopted in the development of the articles, the classification was based on an adaptation of the [18] proposal. In this study, the authors classify the articles, based on the methodology used, in theoretical and conceptual studies, case studies, surveys, modeling and literature reviews. In this case, the articles of a bibliographic nature or literature review were excluded because the assumptions of systematic literature reviews presuppose the inclusion of empirical research only [21]. The authors also propose that in cases of articles that present more than one type of methodological procedure, these should be classified according to the main methodology. Figure 3 shows the result of this classification. In general, it was noted that the studies analyzed use numerous scientific investigation methods. Modeling was the main method employed, followed by the case study (single and multiple). In the case of the articles that used modeling, it was verified that a considerable part of these (8) adopted the data envelopment analysis (DEA). DEA is a mathematical programming technique that seeks to analyze the performance, in terms of the relative efficiency, of different decision-making units (DMUs), from a set of inputs and outputs [43,44]. Figure 3. Classification of papers on the main method adopted. The incorporation of sustainability aspects in SC is still an uncommon practice in most organizations, especially in emerging countries [45]. Thus, the data is consistent regarding case studies and surveys. Consequently, it is understandable that purely theoretical and conceptual studies tend to diminish over time, as long as the theme becomes consolidated. In addition, it was noted that research on SSCM adopts a diversified number of research methods and that there is no predominant approach. Such a situation can be better understood when it is taken into account the multidisciplinary nature of the research involving this field, which comprises several themes and sectors of the economy, besides, in general, they are studied with different theoretical perspectives. Figure 3. Classification of papers on the main method adopted. The incorporation of sustainability aspects in SC is still an uncommon practice in most organizations, especially in emerging countries [ 44 ]. Thus, the data is consistent regarding case studies and surveys. Consequently, it is understandable that purely theoretical and conceptual studies tend to diminish over time, as long as the theme becomes consolidated. In addition, it was noted that research on SSCM adopts a diversified number of research methods and that there is no predominant approach. Such a situation can be better understood when it is taken into account the multidisciplinary nature of the research involving this field, which comprises several themes and sectors of the economy, besides, in general, they are studied with different theoretical perspectives. It was also observed that the analyzed studies adopted qualitative approaches (34%) and had a strong predominance of quantitative approaches (50%). A smaller percentage (16%) combined the two approaches, constituting the mixed methodology. It was also noted that a considerable portion of the articles with elevated indexes InOrdinatio, published in the years considered in this SLR, are from the United States of America (7), followed by India (5). It is worth stressing that the USA pioneered researches on SSCM. The scientific contributions of Malaysia (4) and United Kingdom (3) are also noteworthy. It can be seen that of the first four, only the United States of America and the United Kingdom are classified as developed countries where, it is expected to find greater stimulation and investments for scientific research. However, India and Malaysia, despite being emerging countries, have made a significant contribution with works with a high impact factor on SSCM, in comparison with a large and developed economy such as the USA. It must be acknowledged that the political environment may change in some countries and governments, although timidly, may have the conditions to introduce increasingly rigid regulation covering environmental aspects [ 45 ]. In general, it is known that these regulations do not take place only in developed countries. Brazil is in this scenario with rigorous environmental crime laws and an
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