Mapping ISO 9001:2015 Compliance in Ecuadorian SMEs: An HJ-Biplot and Cluster Analysis
Abstract
Purpose: This study aims to quantify clause-level compliance and profile the types of organisations that drive this disparity.
Methodology/Approach: A structured questionnaire validated by certified auditors (Cronbach’s α = 0.83) was administered to 291 commercial, industrial, and service SMEs in Ecuador. The instrument covers all twelve ISO 9001 clause families. An HJ-Biplot analysis retained 70.1% of the total variance, and a k-means clustering approach, optimised using the Calinski–Harabasz index, segmented firms based on quality-management maturity level.
Findings: Three organisational strata emerged. High adherence was observed in Document Control, Product/Service Requirements, and Continuous Improvement, while Resource Procurement showed high uncertainty. Sector, legal structure, and foreign ownership were significant predictors of cluster membership.
Research Limitation/Implication: This study employed a cross-sectional design, which may not capture temporal improvements.
Originality/Value of paper: Beyond certification status, the findings highlight the importance of internalising leadership and planning clauses to achieve substantive quality gains. This study identifies key policy levers—training subsidies, soft credit lines, and best-practice diffusion—that can strengthen SME competitiveness in emerging markets.
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References
Ahmed, S.M., Panthi, K., Farooqui, R.U., Abreu, M., 2008. ISO 9001: 2000 and its Implementation in Dominican Republic Construction Industry.
Boiral, O., and Amara, N., 2009. Paradoxes of ISO 9000 Performance: A Configurational Approach. Quality Management Journal 16, 36–60. https://doi.org/10.1080/10686967.2009.11918240.
Corbett, C.J., Montes-Sancho, M.J., Kirsch, D.A., 2005. The Financial Impact of ISO 9000 Certification in the United States: An Empirical Analysis. Management Science 51, 1046–1059. https://doi.org/10.1287/mnsc.1040.0358.
Cronbach, L.J., 1951. Coefficient Alpha and the Internal Structure of Tests. Psychometrika 16, 297–334. https://doi.org/10.1007/BF02310555.
International Organisation for Standardization, 2015. ISO 9001:2015 Quality management systems—Requirements.
Levin, K.A., 2006. Study design III: Cross-sectional studies. Evid Based Dent 7, 24–25. https://doi.org/10.1038/sj.ebd.6400375.
Macqueen, J., 1967. Some methods for classification and analysis of multivariate observations. Berkeley Symp. on Math. Statist. and Prob., 1967: 281-297.
Magodi, A.Y., Daniyan, I.A., Mpofu, K., 2022. An Investigation of the Effect of the ISO 9001 Quality Management System on Small and Medium Enterprises in Gauteng, South Africa. The South African Journal of Industrial Engineering 33, 126–138. https://doi.org/10.7166/33-1-2521.
Mejía-Sulca, S., Pulido-Cajamarca, S., Caicedo-Atiaga, F., 2023. Influencia de la normativa INEN e ISO en las empresas del sector comercial de la provincia de Cotopaxi. Revista Publicando 10, 24–37. https://doi.org/10.51528/rp.vol10.id2365.
Psomas, E.L., Fotopoulos, C.V., 2009. A meta analysis of ISO 9001:2000 research – findings and future research proposals. International Journal of Quality and Service Sciences 1, 128–144. https://doi.org/10.1108/17566690910971418.
Raina, S.K., 2014. Self weighing & non-probability samples. Indian Journal of Medical Research 140, 149.
Taherdoost, H., 2016. Sampling Methods in Research Methodology; How to Choose a Sampling Technique for Research. https://doi.org/10.2139/ssrn.3205035
Villardón, Ma P.G., 1986. Un alternativa de representación simultánea: HJ-Biplot. Qüestiió 10, 13–23.
Wolf, H.K., Kuulasmaa, K., Tolonen, H., Sans, S., Molarius, A., Eastwood, B.J., 2005. Effect of sampling frames on response rates in the WHO MONICA risk factor surveys. Eur J Epidemiol 20, 293–299. https://doi.org/10.1007/s10654-005-0600-3.
Zimon, D., Gajewska, T., Malindzakova, M., 2018. Implementing the Requirements of ISO 9001 and Improvement Logistics Processes in SMES Which Operate in the Textile Industry. Autex Research Journal 18, 392–397. https://doi.org/10.1515/aut-2018-0020.
Authors
Copyright (c) 2025 Ana Maria Siguenza Peralta, Huber Echeverría, Walter Mario Vera Franco, Edwin Roberto Leon Sanchez

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