Mostrar el registro sencillo del ítem
A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach
dc.contributor.author | Vásquez, Jenifer | |
dc.contributor.author | Aguirre, Santiago | |
dc.contributor.author | Puertas, Edwin | |
dc.contributor.author | Bruno, Giulia | |
dc.contributor.author | Priarone, Paolo C. | |
dc.contributor.author | Settineri, Luca | |
dc.coverage.spatial | Colombia | |
dc.date.accessioned | 2021-09-22T21:29:16Z | |
dc.date.available | 2021-09-22T21:29:16Z | |
dc.date.issued | 2021-05-28 | |
dc.date.submitted | 2021-09-08 | |
dc.identifier.citation | 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. | spa |
dc.identifier.uri | https://hdl.handle.net/20.500.12585/10367 | |
dc.description.abstract | 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. | spa |
dc.format.extent | 13 páginas | |
dc.format.mimetype | application/pdf | spa |
dc.language.iso | eng | spa |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.source | Journal of Cleaner Production, vol. 311, 2021 | spa |
dc.title | A sustainability maturity model for micro, small and medium-sized enterprises (MSMEs) based on a data analytics evaluation approach | spa |
dcterms.bibliographicCitation | Aboelmaged, 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | Bureau van Dijk, 2020. Bureau van Dijk | private company information – Orbis [WWW Document]. URL. https://www.bvdinfo.com/en-gb. accessed 2.27.20 | spa |
dcterms.bibliographicCitation | Caldera, 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. Stud. 23, 55–88. https://doi.org/10.5771/0949-6181- 2018-1-55. Fig. 10. The SMMM system. J. Vasquez ´ et al. Journal of Cleaner Production 311 (2021) 127692 13 | spa |
dcterms.bibliographicCitation | Dharmawan, Y.S., Divinagracia, G.G., Woods, E., Kwong, B., 2019. Inter-dependencies on BPM maturity model capability factors in deriving BPM roadmap. Procedia Comput. Sci. 161, 1089–1097. https://doi.org/10.1016/j.procs.2019.11.220. | spa |
dcterms.bibliographicCitation | Edvardsson, I.R., Yigitcanlar, T., Pancholi, S., 2016. Knowledge city research and practice under the microscope: a review of empirical findings. Knowl. Manag. Res. Pract. 14, 537–564. https://doi.org/10.1057/s41275-016-0003-0. EFQM, 2020. EFQM model [WWW Document]. URL. https://www.efqm.org/index.ph p/efqm-model/. accessed 6.17.20. | spa |
dcterms.bibliographicCitation | Ellefsen, A.P.T., Ole´skow-Sz ´ łapka, J., Pawłowski, G., Toboła, A., 2019. Striving for excellence in ai implementation: ai maturity model framework and preliminary research results. Logforum 15, 363–376. https://doi.org/10.17270/J. LOG.2019.354. | spa |
dcterms.bibliographicCitation | Fernandez-Lozano, C., Gestal, M., Munteanu, C.R., Dorado, J., Pazos, A., 2016. A methodology for the design of experiments in computational intelligence with multiple regression models. PeerJ 2016 1–22. https://doi.org/10.7717/peerj.2721 | spa |
dcterms.bibliographicCitation | Froger, M., B´enaben, F., Truptil, S., Boissel-Dallier, N., 2019. A non-linear business process management maturity framework to apprehend future challenges. Int. J. Inf. Manag. 49, 290–300. https://doi.org/10.1016/j.ijinfomgt.2019.05.013 | spa |
dcterms.bibliographicCitation | Fushiki, T., 2011. Estimation of prediction error by using K-fold cross-validation. Stat. Comput. 21, 137–146. https://doi.org/10.1007/s11222-009-9153-8. Golinska, P., Kuebler, F., 2014. The method for assessment of the sustainability maturity in remanufacturing companies. In: Procedia CIRP. Elsevier, pp. 201–206. https:// doi.org/10.1016/j.procir.2014.06.018. | spa |
dcterms.bibliographicCitation | Heikkurinen, P., Young, C.W., Morgan, E., 2019. Business for sustainable change: extending eco-efficiency and eco-sufficiency strategies to consumers. J. Clean. Prod. 218, 656–664. https://doi.org/10.1016/J.JCLEPRO.2019.02.053 | spa |
dcterms.bibliographicCitation | Hsu, C.H., Chang, A.Y., Luo, W., 2017. Identifying key performance factors for sustainability development of SMEs – integrating QFD and fuzzy MADM methods. J. Clean. Prod. 161, 629–645. https://doi.org/10.1016/j.jclepro.2017.05.063. ISO, 2020. ISO - certification [WWW document]. ISO. https://www.iso.org/certification. html accessed 6.17.20. | spa |
dcterms.bibliographicCitation | ISO, 2015. ISO 14001:2015 Environmental management systems — requirements with guidance for use. ISO/TC 207/SC 1 Environ. Manag. Syst [WWW Document]. https://www.iso.org/standard/60857.html. accessed 2.27.20. | spa |
dcterms.bibliographicCitation | Johnson, M.P., 2017. Knowledge acquisition and development in sustainability-oriented small and medium-sized enterprises: exploring the practices, capabilities and cooperation. J. Clean. Prod. 142, 3769–3781. | spa |
dcterms.bibliographicCitation | Johnstone, L., 2020. A systematic analysis of environmental management systems in SMEs: possible research directions from a management accounting and control stance. J. Clean. Prod. 244 https://doi.org/10.1016/j.jclepro.2019.118802. | spa |
dcterms.bibliographicCitation | Jov´e-Llopis, E., Segarra-Blasco, A., 2018. Eco-efficiency actions and firm growth in European SMEs. Sustain. Times 10. https://doi.org/10.3390/su10010281. | spa |
dcterms.bibliographicCitation | Klyueva, I., 2019. Improving quality of the multiclass SVM classification based on the feature engineering. In: Proceedings - 2019 1st International Conference on Control Systems, Mathematical Modelling, Automation and Energy Efficiency, SUMMA 2019. Institute of Electrical and Electronics Engineers Inc., pp. 491–494. https://doi. org/10.1109/SUMMA48161.2019.8947599 | spa |
dcterms.bibliographicCitation | Lacerda, T.C., von Wangenheim, C.G., 2018. Systematic literature review of usability capability/maturity models. Comput. Stand. Interfac. https://doi.org/10.1016/j. csi.2017.06.001. | spa |
dcterms.bibliographicCitation | Lin, T.C., Wang, K.J., Sheng, M.L., 2020. 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.2019.1699255 | spa |
dcterms.bibliographicCitation | Lopes, 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. CEUR Workshop Proc. | spa |
dcterms.bibliographicCitation | Mukherjee, A., Mukhopadhyay, S., Panigrahi, P.K., Goswami, S., 2019. Utilization of oversampling for multiclass sentiment analysis on amazon review dataset. In: 2019 IEEE 10th Int. Conf. Aware. Sci. Technol. iCAST 2019 - Proc, pp. 1–6. https://doi. org/10.1109/ICAwST.2019.8923260. | spa |
dcterms.bibliographicCitation | Nascimento, G., Araujo, C.A.S., Alves, L.A., 2017. Corporate sustainability practices in accredited Brazilian hospitals: a degree-of-maturity assessment of the environmental dimension. Rev. Adm. 52, 26–35. https://doi.org/10.1016/j.rausp.2016.10.001. | spa |
dcterms.bibliographicCitation | Odwazny, ˙ F., Wojtkowiak, D., Cyplik, P., Adamczak, M., 2019. Concept for measuring organizational maturity supporting sustainable development goals. Logforum 15, 237–247. https://doi.org/10.17270/J.LOG.2019.321. | spa |
dcterms.bibliographicCitation | Paez, ´ G., Rohvein, C., Paravie, D., Jaureguiberry, M., 2018. Revision ´ de modelos de madurez en la gestion ´ de los procesos de negocios. Ingeniare Rev. Chil. Ing. 26, 685–698. https://doi.org/10.4067/s0718-33052018000400685. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | Schwan, G., 2019. Sustainable development goals. GAIA. https://doi.org/10.14512/gaia .28.2.1. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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. | spa |
dcterms.bibliographicCitation | 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- 799959-3.00019-7 | spa |
dcterms.bibliographicCitation | Watz, 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. | spa |
dcterms.bibliographicCitation | WBCSD, 2009. Learning module [WWW Document]. URL. http://www.wbcsd.org/Proje cts/Education/Resources/Eco-efficiency-Learning-Module. accessed 2.5.18. | spa |
dcterms.bibliographicCitation | Weber, R., 2017. Design-science research. In: Research Methods: Information, Systems, and Contexts, second ed., pp. 267–288. https://doi.org/10.1016/B978-0-08- 102220-7.00011-X. | spa |
datacite.rights | http://purl.org/coar/access_right/c_abf2 | spa |
oaire.version | http://purl.org/coar/version/c_ab4af688f83e57aa | spa |
dc.type.driver | info:eu-repo/semantics/article | spa |
dc.type.hasversion | info:eu-repo/semantics/restrictedAccess | spa |
dc.identifier.doi | https://doi.org/10.1016/j.jclepro.2021.127692 | |
dc.subject.keywords | Sustainability | spa |
dc.subject.keywords | Maturity model | spa |
dc.subject.keywords | Data analytics | spa |
dc.subject.keywords | Small and medium-sized enterprises | spa |
dc.rights.accessrights | info:eu-repo/semantics/openAccess | spa |
dc.rights.cc | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.identifier.instname | Universidad Tecnológica de Bolívar | spa |
dc.identifier.reponame | Repositorio Universidad Tecnológica de Bolívar | spa |
dc.publisher.place | Cartagena de Indias | spa |
dc.subject.armarc | LEMB | |
dc.type.spa | http://purl.org/coar/resource_type/c_2df8fbb1 | spa |
oaire.resourcetype | http://purl.org/coar/resource_type/c_2df8fbb1 | spa |
Ficheros en el ítem
Este ítem aparece en la(s) siguiente(s) colección(ones)
-
Productos de investigación [1453]
Universidad Tecnológica de Bolívar - 2017 Institución de Educación Superior sujeta a inspección y vigilancia por el Ministerio de Educación Nacional. Resolución No 961 del 26 de octubre de 1970 a través de la cual la Gobernación de Bolívar otorga la Personería Jurídica a la Universidad Tecnológica de Bolívar.