A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach
A maturity model for micro, small and medium enterprises (MSMEs) is introduced to assess the level of implementation of sustainability strategies and practices in this type of business. According to the literature, only a few sustainability-maturity assessment models intended for MSMEs have integrat...
- Autores:
-
Vásquez, Jenifer
Aguirre, Santiago
Puertas, Edwin
Bruno, Giulia
Priarone, Paolo C.
Settineri, Luca
- Tipo de recurso:
- Fecha de publicación:
- 2021
- Institución:
- Universidad Tecnológica de Bolívar
- Repositorio:
- Repositorio Institucional UTB
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.utb.edu.co:20.500.12585/10367
- Acceso en línea:
- https://hdl.handle.net/20.500.12585/10367
https://doi.org/10.1016/j.jclepro.2021.127692
- Palabra clave:
- Sustainability
Maturity model
Data analytics
Small and medium-sized enterprises
LEMB
- Rights
- openAccess
- License
- http://creativecommons.org/licenses/by-nc-nd/4.0/
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A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| title |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| spellingShingle |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach Sustainability Maturity model Data analytics Small and medium-sized enterprises LEMB |
| title_short |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| title_full |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| title_fullStr |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| title_full_unstemmed |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| title_sort |
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach |
| dc.creator.fl_str_mv |
Vásquez, Jenifer Aguirre, Santiago Puertas, Edwin Bruno, Giulia Priarone, Paolo C. Settineri, Luca |
| dc.contributor.author.none.fl_str_mv |
Vásquez, Jenifer Aguirre, Santiago Puertas, Edwin Bruno, Giulia Priarone, Paolo C. Settineri, Luca |
| dc.subject.keywords.es_CO.fl_str_mv |
Sustainability Maturity model Data analytics Small and medium-sized enterprises |
| topic |
Sustainability Maturity model Data analytics Small and medium-sized enterprises LEMB |
| dc.subject.armarc.none.fl_str_mv |
LEMB |
| description |
A maturity model for micro, small and medium enterprises (MSMEs) is introduced to assess the level of implementation of sustainability strategies and practices in this type of business. According to the literature, only a few sustainability-maturity assessment models intended for MSMEs have integrated the following three factors: environmental knowledge management, environmental strategies and good practices, and environmental management systems. The sustainability maturity model proposed here for MSMEs is capable of supporting the efforts of companies in their attempts to achieve both environmental sustainability and an improvement in their production systems. The model encompasses a four-level qualitative scale and uses supervised classification algorithms to categorize companies through data analysis techniques. After applying the model to a group of MSMEs from different productive sectors in Colombia, the results have shown that 6% of the companies were at an insufficient level, 31% were at an initial level, 45% at a developed sustainability maturity level, and 18% at a consolidated level. This result implies that the decision makers in the latter group have paid greater attention to the strengthening of sustainability progress capabilities and, hence, to the definition of a maturation route. |
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2021 |
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2021-09-22T21:29:16Z |
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2021-09-22T21:29:16Z |
| dc.date.issued.none.fl_str_mv |
2021-05-28 |
| dc.date.submitted.none.fl_str_mv |
2021-09-08 |
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info:eu-repo/semantics/article |
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info:eu-repo/semantics/restrictedAccess |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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Jenifer Vásquez, Santiago Aguirre, Edwin Puertas, Giulia Bruno, Paolo C. Priarone, Luca Settineri, A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach, Journal of Cleaner Production, Volume 311, 2021, 127692, ISSN 0959-6526, https://doi.org/10.1016/j.jclepro.2021.127692. |
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https://hdl.handle.net/20.500.12585/10367 |
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https://doi.org/10.1016/j.jclepro.2021.127692 |
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Universidad Tecnológica de Bolívar |
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Repositorio Universidad Tecnológica de Bolívar |
| identifier_str_mv |
Jenifer Vásquez, Santiago Aguirre, Edwin Puertas, Giulia Bruno, Paolo C. Priarone, Luca Settineri, A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach, Journal of Cleaner Production, Volume 311, 2021, 127692, ISSN 0959-6526, https://doi.org/10.1016/j.jclepro.2021.127692. Universidad Tecnológica de Bolívar Repositorio Universidad Tecnológica de Bolívar |
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https://hdl.handle.net/20.500.12585/10367 https://doi.org/10.1016/j.jclepro.2021.127692 |
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eng |
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eng |
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openAccess |
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13 páginas |
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Colombia |
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Cartagena de Indias |
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Vásquez, Jenifer83311e79-c842-4844-b7ed-9a5c4cc31cc9Aguirre, Santiago8bb7e1f4-b1fb-45c5-be15-511fe8978b8aPuertas, Edwin5a1b1566-e112-43dc-8ac7-310ea9af8f05Bruno, Giulia825407a2-9ce0-4851-b048-60e7f3ee41c1Priarone, Paolo C.05445841-5b52-4181-8092-f9cc734a95daSettineri, Lucae491eed3-c0d9-4c28-80b6-7b5fb84b86ebColombia2021-09-22T21:29:16Z2021-09-22T21:29:16Z2021-05-282021-09-08Jenifer Vásquez, Santiago Aguirre, Edwin Puertas, Giulia Bruno, Paolo C. Priarone, Luca Settineri, A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach, Journal of Cleaner Production, Volume 311, 2021, 127692, ISSN 0959-6526, https://doi.org/10.1016/j.jclepro.2021.127692.https://hdl.handle.net/20.500.12585/10367https://doi.org/10.1016/j.jclepro.2021.127692Universidad Tecnológica de BolívarRepositorio Universidad Tecnológica de BolívarA maturity model for micro, small and medium enterprises (MSMEs) is introduced to assess the level of implementation of sustainability strategies and practices in this type of business. According to the literature, only a few sustainability-maturity assessment models intended for MSMEs have integrated the following three factors: environmental knowledge management, environmental strategies and good practices, and environmental management systems. The sustainability maturity model proposed here for MSMEs is capable of supporting the efforts of companies in their attempts to achieve both environmental sustainability and an improvement in their production systems. The model encompasses a four-level qualitative scale and uses supervised classification algorithms to categorize companies through data analysis techniques. After applying the model to a group of MSMEs from different productive sectors in Colombia, the results have shown that 6% of the companies were at an insufficient level, 31% were at an initial level, 45% at a developed sustainability maturity level, and 18% at a consolidated level. This result implies that the decision makers in the latter group have paid greater attention to the strengthening of sustainability progress capabilities and, hence, to the definition of a maturation route.13 páginasapplication/pdfenghttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAttribution-NonCommercial-NoDerivatives 4.0 Internacionalhttp://purl.org/coar/access_right/c_abf2Journal of Cleaner Production, vol. 311, 2021A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approachinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/restrictedAccesshttp://purl.org/coar/resource_type/c_2df8fbb1SustainabilityMaturity modelData analyticsSmall and medium-sized enterprisesLEMBCartagena de IndiasAboelmaged, M., 2018. The drivers of sustainable manufacturing practices in Egyptian SMEs and their impact on competitive capabilities: a PLS-SEM model. J. Clean. Prod. 175, 207–221. https://doi.org/10.1016/j.jclepro.2017.12.053. Alpaydin, E., 2016. In: Machine Learning : the New AI. MIT Press, Cambridge, MA.Arbolino, R., De Simone, L., Carlucci, F., Yigitcanlar, T., Ioppolo, G., 2018. Towards a sustainable industrial ecology: implementation of a novel approach in the performance evaluation of Italian regions. J. Clean. Prod. 178, 220–236. https://doi. org/10.1016/J.JCLEPRO.2017.12.183.Backlund, F., Chron´eer, D., Sundqvist, E., 2014. Project management maturity models – a critical review. Procedia - Soc. Behav. Sci. 119, 837–846. https://doi.org/10.1016/j. sbspro.2014.03.094. Bancoldex, ´ 2017. Clasificacion ´ de empresas en Colombia.Biscotti, A.M., D’Amico, E., Monge, F., 2018. Do environmental management systems affect the knowledge management process? The impact on the learning evolution and the relevance of organisational context. J. Knowl. Manag. 22, 603–620. https:// doi.org/10.1108/JKM-08-2017-0344. Brundtland, G.-H., 1987. Our Common Future: the World Commission on Environment and Development. Oxford University Press, New York.Bureau van Dijk, 2020. Bureau van Dijk | private company information – Orbis [WWW Document]. URL. https://www.bvdinfo.com/en-gb. accessed 2.27.20Caldera, H.T.S., Desha, C., Dawes, L., 2019. Evaluating the enablers and barriers for successful implementation of sustainable business practice in ‘lean’ SMEs. J. Clean. Prod. 218, 575–590. https://doi.org/10.1016/j.jclepro.2019.01.239.Carmona-Calvo, M.A., Suarez, ´ E.M., Calvo-Mora, A., Peria´nez-Crist ˜ obal, ´ R., 2016. Sistemas de gestion ´ de la calidad: un estudio en empresas del sur de Espana ˜ y norte de Marruecos. Eur. Res. Manag. Bus. Econ. 22, 8–16. https://doi.org/10.1016/j. iedee.2015.10.001.Cater, ˇ B., Cater, ˇ T., Praˇsnikar, J., Ivaˇskovi´c, I., 2018. Environmental strategy and its implementation: what’s in it for companies and does it pay off in a posttransition context? J. East Eur. Manag. 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To assess smart manufacturing readiness by maturity model: a case study on Taiwan enterprises. Int. J. Comput. Integrated Manuf. 33, 102–115. https://doi.org/10.1080/0951192X.2019.1699255Lopes, C.M., Scavarda, A., Hofmeister, L.F., Thom´e, A.M.T., Vaccaro, G.L.R., 2017. an analysis of the interplay between organizational sustainability, knowledge management, and open innovation. J. Clean. Prod. 142, 476–488. https://doi.org/ 10.1016/j.jclepro.2016.10.083.Matinaro, V., Liu, Y., Lee, T.R., Poesche, J., 2019. Extracting key factors for sustainable development of enterprises: case study of SMEs in Taiwan. J. Clean. Prod. 209, 1152–1169. https://doi.org/10.1016/j.jclepro.2018.10.280.Moreno-Sandoval, L.G., Puertas, E., Plaza-Del-Arco, F.M., Pomares-Quimbaya, A., Alvarado-Valencia, J.A., Alfonso Urena-L ˜ opez, ´ L., 2019. Celebrity profiling on twitter using sociolinguistic features notebook for PAN at CLEF 2019. 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Ing. 26, 685–698. https://doi.org/10.4067/s0718-33052018000400685.Parker, D.W., Loh, A., Chevers, D., Minto-Coy, I., Zeppetella, L., 2017. Operations sustainability maturity model: preliminary findings of financial services in developing and developed countries. Meas. Bus. Excell. 21, 309–336. https://doi. org/10.1108/MBE-08-2016-0044.Patil, S., Sonavane, S., 2020. Minority–majority mix mean oversampling technique: an efficient technique to improve classification of imbalanced data sets. In: Advances in Intelligent Systems and Computing. Springer, pp. 501–509. https://doi.org/ 10.1007/978-981-32-9515-5_48.Plasencia Soler, J.A., Marrero Delgado, F., Bajo Sanju´ an, A.M., Nicado García, M., 2018. Modelos para evaluar la sostenibilidad de las organizaciones. Estud. Gerenciales 34, 63–73. https://doi.org/10.18046/j.estger.2018.146.2662.Santos-Neto, J.B.S. dos, Costa, A.P.C.S., 2019. Enterprise maturity models: a systematic literature review. Enterprise Inf. Syst. 13, 719–769. https://doi.org/10.1080/ 17517575.2019.1575986.Schwan, G., 2019. Sustainable development goals. GAIA. https://doi.org/10.14512/gaia .28.2.1.Shi, X., Baba, T., Osagawa, D., Fujishima, M., Ito, T., 2019. A maturity model for sustainable system implementation in the era of smart manufacturing. IEEE Int. Conf. Emerg. Technol. Fact. Autom. ETFA 2019-Septe 1649–1652. https://doi.org/ 10.1109/ETFA.2019.8869446.Tsiliki, G., Munteanu, C.R., Seoane, J.A., Fernandez-Lozano, C., Sarimveis, H., Willighagen, E.L., 2015. RRegrs: an R package for computer-aided model selection with multiple regression models. J. Cheminf. 7, 46. https://doi.org/10.1186/ s13321-015-0094-2.Vasquez, ´ J., Aguirre, S., Fuquene-Retamoso, C.E., Bruno, G., Priarone, P.C., Settineri, L., 2019. A conceptual framework for the eco-efficiency assessment of small- and medium-sized enterprises. J. Clean. Prod. 237 https://doi.org/10.1016/j. jclepro.2019.117660.Von Scheel, H., Von Rosing, G., Skurzak, K., Hove, M., 2014. BPM and maturity models. In: The Complete Business Process Handbook: Body of Knowledge from Process Modeling to BPM. Elsevier Inc., pp. 395–426. https://doi.org/10.1016/B978-0-12- 799959-3.00019-7Watz, M., Hallstedt, S.I., 2020. Profile model for management of sustainability integration in engineering design requirements. J. Clean. Prod. 247, 119155. https://doi.org/10.1016/j.jclepro.2019.119155.WBCSD, 2009. Learning module [WWW Document]. URL. http://www.wbcsd.org/Proje cts/Education/Resources/Eco-efficiency-Learning-Module. accessed 2.5.18.Weber, R., 2017. Design-science research. 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