Discriminant and multivariate analysis of the financial management of banking establishments according to the Financial Superintendence of Colombia
DOI:
https://doi.org/10.61799/2216-0388.1297Keywords:
multivariate discriminant analysis, cluster analysis, banking establishments, financial information, Pearson’s distanceAbstract
The article presents an analysis of the management profiles of banking institutions that report to the Bank Superintendency, specifically to the Financial Superintendency of Colombia, through a cluster analysis using Minitab software and Multivariate Discriminant Analysis (MDA) with SPSS software. A review of the literature related to the study topic was conducted using SPSS software. The literature related to the object of study was initially reviewed through articles published in databases such as Scopus, Wos, Redalyc, and Google Scholar. The type of quantitative research was established through the statistical analysis of information, conducting a statistical analysis of panel data for the period from 2016 to 2021, resulting in 4 clusters, which ratifies the validation of the discriminant function, meaning that the groups have different variance-covariance matrices. It is also concluded that, despite the economic recession in 2020, the relative levels of the financial position indicators of the analyzed banks remained stable.
Downloads
References
J. L. Esparza, D. García, y G. A. Duréndez, “Diferencias de gestión financiera entre empresas familiares y no familiares del sector turístico mexicano”, Actualidad Contable Faces, vol. 13, no. 20, pp. 29-48, 2010
E. Villegas, “Análisis financiero en los agronegocios”, Revista Mexicana de Agronegocios, vol. VI, no. 10, Sección de resumen párrafo 1, 2002
J. A. Oliveros, “Pequeña y mediana industria, un análisis financiero comparativo. Caso: PYMI’s del municipio San Cristóbal, Venezuela”, Revista Venezolana de Análisis de Coyuntura, vol. XIX, no. 2, pp. 73-87, 2013
K. Dumorné, “Diagnóstico económico-financiero y planificación estratégica de tres Centros de Acopio de leche vinculados al Centro de Gestión de Paillaco, Región de Los Ríos, Chile”, Sociedad y Ambiente, vol. 1, no. 3, pp. 52-71, 2014
T. J. Fontalvo, A. A. Mendoza, y D. A. Visbal, “Evaluación del comportamiento de los indicadores de productividad y rentabilidad en las empresas prestadoras de salud del Régimen Contributivo en Colombia”, Salud Uninorte, vol. 32, no. 3, pp. 419-428, 2016
A. L. Restrepo y C. I. Sepúlveda, “Caracterización financiera de las empresas generadoras de energía colombianas (2005-2012)”, Revista Facultad de Ciencias Económicas: Investigación y Reflexión, vol. XXIV, no. 2, pp. 63-84, 2016. http://doi:10.18359/rfce.2213
J. A. Rivera y D. Ruiz, “Análisis del desempeño financiero de empresas innovadoras del Sector Alimentos y Bebidas en Colombia”, Pensamiento & Gestión, no. 31, pp. 109-136, 2011. [En línea]. Disponible en: http://www.redalyc.org/articulo.oa?id=64620759006
J. Morelos, T. J. Fontalvo, y E. de la Hoz, “Análisis de los indicadores financieros en las sociedades portuarias de Colombia”, Entramado, vol. 8, no. 1, pp. 14-26, 2012. [En línea]. Disponible en: https://www.redalyc.org/pdf/2654/265424601002.pdf
C. E. Castaño y J. E. Arias, “Análisis financiero integral de empresas colombianas 2009-2010: perspectivas de competitividad regional”, Entramado, vol. 9, no. 1, pp. 84-100, 2013. [En línea]. Disponible en: http://www.redalyc.org/articulo.oa?id=265428385006
C. Castro, “Eficiencia-X en el sector bancario colombiano”, Desarrollo y Sociedad, no. 48, pp. 1-52, 2001. [En línea]. Disponible en: https://www.redalyc.org/articulo.oa?id=169118211001
I. Buele, A. Mora, y S. Santiago, “Ecuadorian Wholesale and Retail Trade Companies: Analysis of the Financial Situation and Bankruptcy Forecast Under Altman Z-score”, Academy of Accounting and Financial Studies Journal, vol. 25, no. 1, pp. 1-11, 2021. [En línea]. Disponible en: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85102115319&partnerID=40&md5=3af7524523f39ce78118dae685b0680
R. Stefko, S. Jencova, P. Vasanicova, y E. Litavc, “An evaluation of financial health in the electrical engineering industry”, Journal of Competitiveness, vol. 11, no. 4, pp. 144-160, 2019. http://doi:10.7441/joc.2019.04.10
N. Serrat, P. Nylund, X. Hernández, y Freixane, “Financial and economic analysis of gazelle firms in Central Catalonia”, Intangible Capital, vol. 10, no. 5, pp. 948-984, 2014. http://doi:10.3926/ic.541
P. Brijlal, S. Enow, y E. Isaacs, “The Use of Financial Management Practices by Small, Medium and Micro Enterprises: A Perspective from South Africa”, Industry and Higher Education, vol. 28, no. 5, pp. 341-350, 2014. http://doi:10.5367/ihe.2014.022
S. Jenčová, P. Vašaničová, y E. Litavcová, “Financial indicators of the company from electrical engineering industry: The case study of Tesla, Inc.”, Serbian Journal of Management, vol. 14, no. 2, pp. 361-371, 2019. http://doi:10.5937/sjm14-15692
N. Necheukhina, O. Mustafina, y L. Kuklina, “Competitiveness of various segments of the regional consumer market”, Economy of Region, vol. 14, no. 3, pp. 836-850, 2018. http://doi:10.17059/2018-3-11
J. Špička y S. Kontsevaya, “Differences of financial management strategy of central European and Russian milk processors”, Agris On-line Papers in Economics and Informatics, vol. 8, no. 1, pp. 89-102, 2016. http://doi:10.7160/aol.2016.080109
V. Malyshenko, “A model of system and strategic financial analysis of the Crimean health resorts,” Economy of Region, no. 2, pp. 510-525, 2016. http://doi:10.17059/2016-2-1 6
P. Demartini, “Innovative female-led startups. Do women in business underperform?”, Administrative Sciences, vol. 8, no. 4, p. 70, 2018. http://doi:10.3390/admsci8040070
M. Vochozka, A. Maroušková, y P. Šuleř, “Economic, Environmental and Moral Acceptance of Renewable Energy: A Case Study—The Agricultural Biogas Plant at Pn”, Science and Engineering Ethics, vol. 24, no. 1, pp. 299-305, 2018. http://doi:10.1007/s11948-017-9881-7
S. Ashmarina, A. Zotova, y E. Smolina, “Implementation of financial sustainability in organizations through valuation of financial leverage effect in Russian practice of financial management”, International Journal of Environmental and Science Education, vol. 11, no. 10, pp. 3775-3782, 2016. [En línea]. Disponible en: http://www.ijese.net/makale-indir/IJESE-594-article-57a3552f2fbaa.pdf
I. Derun, “Risk identification in the company’s accounting system”, Economic Annals-XXI, vol. 159, no. 5-6, pp. 97-100, 2016. http://doi:10.21003/ud. V159-2 1
S. Goel, “Fixed assets management of Larsen & Toubro: stability vs stagnancy”, Economy of Region, vol. 14, no. 3, pp. 836-850, 2017. http://doi:10.1108/EEMCS-02-2017-0023
S. Jenčová, P. Vašaničová, R. Štefko, y M. Lukáčová, “Financial analysis and competitiveness of public universities of Slovakia in the context of financial management”, Polish Journal of Management Studies, vol. 24, no. 2, pp. 156-177, 2021. http://doi:10.17512/pjms.2021.24.2.10
K. Hamzah, B. Ghali, y G. Kachi, “Financial ratios as an assessment tool for measuring supply chain performance and productivity: An Empirical Evidence from Industrial Bank of Iraq”, International Journal of Supply Chain Management, vol. 8, no. 5, p. 367, 2019. [En línea]. Disponible en: https://core.ac.uk/download/pdf/237015965.pdf
O. Oleghe, “System dynamics analysis of supply chain financial management during capacity expansion”, Journal of Modelling in Management, vol. 15, no. 2, pp. 623-645, 2020. http://doi:10.1108/JM2-05-2019-0100
A. Mittal, A. Jain, y T. Dhingra, “DMart an ace in India’s retail space”, Emerald Emerging Markets Case Studies, vol. 11, no. 1, pp. 1-20, 2021. http://doi:10.1108/EEMCS-09-2020-0324
R. Gregáňová, R. Vavrek, y V. Papcunová, “Benchmarking and its use in financial analysis of local self-government”, International Journal of Process Management and Benchmarking, vol. 11, no. 5, pp. 601-619, 2021. http://doi:10.1504/IJPMB.2021.117334
K. Hermann, F. Salazar-Arrieta, y H. Garzón, “Efficient tax administration for access to global supply chains by the automotive sector in Colombia: an accounting vision”, Información Tecnológica, vol. 31, no. 6, pp. 27-41, 2020. http://doi:10.4067/S0718-07642020000600027
M. Pyatov y V. Kovalev, “The contribution of V.V.Kovalev in the development of theory and practice of accounting, financial management and statistics in Russia”, Vestnik Sankt-Peterburgskogo Universiteta. Ekonomika, vol. 37, no. 4, pp. 601-627, 2021. http://doi:10.21638/spbu05.2021.404
A. Valle, “Financial planning a key tool for achieving business objectives”, Universidad y Sociedad, vol. 12, no. 3, pp. 160-166, 2020. [En línea]. Disponible en: http://scielo.sld.cu/scielo.php?script=sci_arttext&pid=S2218-36202020000300160&lng=es&tlng
S. Cheglakova, “Accounting and analytical support as a risk management tool in the economic activity of a firm”, Espacios, vol. 39, no. 44, 2018. [En línea]. Disponible en: https://www.revistaespacios.com/a18v39n44/a18v39n44p32.pdf
C. Opperman, D. Liebig, J. Bowling, y Johnson, “Measuring Return on Investment for Professional Development Activities: Implications for Practice,” Journal for Nurses in Professional Development, vol. 32, no. 4, pp. 176-184, 2016. http://doi:10.1097/NND.0000000000000274
Y.-C. Wu, S. Huang, M. Goh, y Y.-J. Hsieh, “Global logistics management curriculum: Perspective from practitioners in Taiwan”, Supply Chain Management, vol. 18, no. 4, pp. 376-388, 2013. http://doi:10.1108/SCM-04-2012-0145
D. Peña, Análisis de datos multivariantes. Madrid: Mc. Graw Hill, 2002
J. Levin y J. Varela, Análisis multivariable para las ciencias sociales. Madrid: Pearson, 2003
R. Mendoza, E. Dorantes, J. Cedillo, y X. Arriaga, “El método estadístico de análisis discriminante como herramienta de interpretación del estudio de adicción al móvil, realizado a los alumnos de la Licenciatura en Informática Administrativa del Centro Universitario UAEM Temascaltepec”, Ride, vol. 7, no. 14, 2017. http://doi:10.23913/ride.v7i14.282
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2022 Mundo FESC Journal
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.