THE QUANTITATIVE REASONING IN THE FINANCIAL DECISION-MAKING OF THE LATIN AMERICAN UNIVERSITY STUDENTS
1YOSELIN ANDREA HUAPAYACAPCHA, 2VILMA AMALIA VILCA CÁCERES, JOSÉ ANTONIO VILCA CÁCERES, 4YENNY MILAGRITOS SIFUENTES DÍAZ, 5GIOMAR ARTURO SHIGUAY GUIZADO, JORGE
MIGUEL CHÁVEZ-DÍAZ,
1Universidad Tecnológica del Perú, Perú https://orcid.org/0000-0002-4794-2877
yoselinandrea1991@gmail.com 2Universidad Nacional de Moquegua, Perú https://orcid.org/0000-0002-0894-4335 vvilcac@unam.edu.pe 3Universidad Nacional Tecnológica de Lima Sur, Perú https://orcid.org/0000-0002-1881-1165
vilca. caceresj @gmail.com 4Universidad Nacional de Trujillo, Perú https://orcid.org/0000-0001-9464-8294 ysifuentes@unitru.edu.pe 5Universidad Nacional Mayor de San Marcos, Perú https://orcid.org/0000-0001-9859-3008 giomar.shiguay@unmsm.edu.pe 6Instituto Aduanero y Tributario - SUNAT, Perú https://orcid.org/0000-0003-1968-7626 jorgechavez6816@yahoo.es
Summary
The research had as objective to describe the effect of the quantitative analysis in financial decision-making in students of Latin America and the Caribbean. Methodologically sought a review study through a content analysis, in which we employed the search engines Redalyc, Scielo and Google scholar, using as key words: (a) quantitative reasoning, (b) decision making, (c) finance, (d) management, (d) financial education and selecting through a sample based on the following criteria:
(a) documents with information of authorship, (b) to address the quantitative reasoning and decision making in finance, (c) allow to understand the implications for education of the variables in the study, allowing to discriminate a total of 30 articles to review. The analysis of the texts allowed us to identify three categories of analysis (a) quantitative Reasoning, openness to the structured thought;
(b) Decision making, cognitive process of high-level; (c) financial Management, a turning point towards economic emancipation, which led them to conclude that the financial culture, understood as a whole within the economy of the students, it should be one of the transversal axes in which the curricula of higher education centers should venture, in order to transform the current realities of students in the region.
Table of Contents
Introduction
1. Methodology
2. Results
3. Discussion
3.1 Quantitative reasoning, openness to the structured thought
3.2 Decision making, cognitive process of high-level
3.3 Financial management, a turning point towards economic emancipation
4. Conclusions
Introduction
Since the emergence of the universities, these have aimed to give an answer to the problems most senses of the society, therefore, have become a gear essential between the development of societies and the generation of knowledge, from the training of professionals with diverse capabilities (Medina Coronado, 2018).Currently, due to the profound changes that are generated from the reality of globalization and the industrial revolution 4.0, the universities must create a scaffolding complex that provides professional training with the tools necessary to cope with the realities of everyday life that he must face (Carvajal Sánchez, 2017).
One of the apices in which you should pay special attention is related to what is known as the quantitative reasoning (Mikenberg, 2016), understood as a process of complex analysis, in which students not only solve problems, but that underpin their claims through arguments, which helps to promote the acquisition of significant learning (RicraMayorca, 2022). Therefore, you should understand that this may represent an essential element for the improvement of the shots of financial decisions on the same.
In this sense, the culture, and financial education, are the pivots of primary importance for the establishment of a society with a greater possibility for the comprehensive development of all the individuals that make it up, especially in regions such as Latin America and the Caribbean, is known for being one of the most unequal in the world (Tello, 2010), in which it is recognized that at least 34.7% of its inhabitants are in a situation of poverty (Dannemann, 2021).
Faced with the above reality, universities are called to apply educational strategies that promote a transformation of this reality, and that is when quantitative reasoning enters the scene, as a driver for financial decision-making, whose effectiveness has been demonstrated in various research, for example, the one developed by Vergara Jiménez et al, (2015), which has shown a change in the participating students through the use of educational technologies, which give an account of a process of analysis of various financial scenarios, promoting decision making in risk scenarios.
Understanding the importance of quantitative analysis in financial decision-making, there arose the question How does the training of professionals through the method of quantitative analysis in financial decision-making? Reason for which it was established aim to describe the effect of the quantitative analysis in financial decision-making in students of Latin America and the Caribbean
1. Methodology
The study was of an informative bibliographic type, which as explained (Barrutia Barreto et al., 2021) seeks "...to reveal about what is preeminence with a specific content..." (p. 18), whereas for the case of this research the quantitative reasoning in the financial decision-making of the Latin American university students
The content analysis is described by Berelson(1952) as: "...a research technique for the objective description, systematic and quantitative of the manifest content of communication" (p. 18), however, may also be implemented within qualitative studies where you look for to recognise the characteristics of the categories that emerge from the text (Berelson, 1952; Sarabia-Sanchez, 1999); for this reason, the content analysis differs from other techniques of review documentary on the who appreciate bias due to the subjectivity of the researcher (López Noguero, 2022).
Now, the basics of content analysis lie in the ideal, all communication is intended to convey ideas, feelings, among others, which have a character design, allowing readers to recognize what is the purpose of the idea that is presented in the text (Martín López, 1963).
Following the postulates of TintoArandes(2013) the research followed a series of steps or moments to its development, including the definition of the objective of the study, the collection of the texts of the review, the construction of categories, analysis, and interpretation of the material and assessment of the same.
It is important to note that, for the recovery of the information, we performed a thorough search through the search engines Redalyc, Dialnet and Google Scholar, using a combination of key words: (a) quantitative reasoning, (b) decision making, (c) finance, (d) management, (d) financial education; which threw them into the main search of a total of 189 studies, therefore it was necessary to apply selection criteria to determine which would be included within the review, these were: (a) documents with information of authorship, (b) to address the quantitative reasoning and decision making in finance, (c) allow to understand the implications for education of the variables in the study, which allowed defining 30research review (Table 1).
Total
Table 1.
Documents retrieved and included database.
Database Documentsretrieved Documentsincluding
Redalyc 36 10
Dialnet 45 8
Google Scholar 108 12
189
30
It should be noted that the documents were compiled and analyzed from the technical tab of the literature, and content analysis was developed by using of craft techniques for the recognition of words with higher repetition within the text, so that they support in the use of digital tools for this purpose.
2. Results
The corpus retrieved and selected for the construction of the review is shown in table 2, taking into account the studies emerging from the key words and authorship from which it is obtained units of analysis referred tol use of the quantitative reasoning as a fundamental factor in the financial decision-making in college students
Table 2.
Corpus of documentsreviewed
Keyword Author/Year
quantitativeReasoning Rojas Álvarez (2014); Mikenberg (2016); Palpa Galván (2018); Vera Rodriguez(2019); Vergara Jimenez et al.(2019); Ávila Nano (2020); Pita Pedraza et al (2020); Mendoza et al (2021); RicraMayorca (2022); Ortiz Armorer (2022)
Taking of decisions; financial education Murillo Junco& Cáceres Castellanos (2013); Carangui Velecela et al. (2017); Barcia Fierro(2018); Tinoco Hinostroza (2018); Canahuire Nolasco & Portugal Cueva(2019) López Castaño et al. (2020); Ladrón de Guevara-Cortés et al. (2020); Mejía Casas&Zapata Rúa (2020); Huacchillo Pardo et al. (2020); Valbuena - Duarte et al. (2020);
Management; finance Delfino (2002); Pinto Prieto et al. (2013); Moreno Caro (2015); Liz Reynoso (2016); Lopez Vera (2016); Beltrán Pinto & Gómez Martínez (2017); Quilca Quispe (2018); Guilherme de Almeida & Arrechavaleta Guarton (2018);Chica Otalvaro (2021); Avendaño et al. (2021)
Now, in figure 1 shows the keywords that emerged from the analysis of the documents, which guide the construction of the units of analysis that guided the development of the research, these
being: (a) quantitative Reasoning, openness to the structured thought; (b) Decision making, cognitive process of high-level; (c) financial Management, a turning point towards economic emancipation.
Figure 1. Words with higher repetition that originated the categories of analysis
3. Discussion
3.1 Quantitative reasoning, openness to the structured thought
The quantitative reasoning is one of the key elements within the learning from the resolution of mathematical problems (Rojas Álvarez, 2014), by which is meant that they are essential in the construction of meaningful learning, to cope with everyday situations that must be faced by the individual (Mikenberg, 2016), by which is understood to have a direct influence on the ways in which students tackle the scenarios in which you must take financial decisions.
In this sense, it is to be understood that the quantitative reasoning is one of the key elements in the process of training professional (Mendoza L, et al., 2021), especially when it comes to building a society based on the social transformation in regions such as Latin America and the Caribbean, because they gives students the tools needed to deal with the financial aspects of your life. For this reason, it should be understood that the inclusion of this type of methodology in higher education to help them through the problem-based learning, to contextualize the knowledge in function of the daily issues that they face in their daily lives (Ávila Nano, 2020).
It should be noted that, the quantitative reasoning emerges as an alternative to develop in students a structured thought, considering the current demand, that are developed in a changing world, due to globalization and the rapid development of digital technologies, in which, you can appreciate a migration to economies and investments digital (PalpaGalván, 2018; Pita Pedraza et al., 2020) thus, it is essential in strengthening ofl mathematical knowledge as a spearhead for the financial decision-making. However, it should be understood that, in order to achieve this, it is essential that, from the qualitative reasoning, are geste the development of critical thinking, with the intention that the students can assess scenarios of financial risks to which they are exposed before proceeding to decision making (Ortiz Armero, 2022).
For this reason, the teaching strategies that assume the teacher is essential to achieve the structured thought from the quantitative reasoning, in which can be included, not only the resolution of problems, but the argumentation of the same from the experiences of the students (RicraMayorca,
2022). Thus, these strategies should be directed towards the appropriation of the technologies, as a fundamental element to achieve an adequate quality of life, being used as recuro to determine the financial possibilities that are presented to the new contexts, brewing in itself, is a dual-purpose training of quality and to the life and development of the knowledge management for the decision making in this new scenario (Vera Rodriguez, 2019).
Up to this point, has made mention of the possibilities of quantitative reasoning in the context of financial decision-making, however, in the formative process from this strategy, it is understood that is achieved by the formation of the structured thought from what is known as the problem-based learning-oriented skills training, resulting in acquisition of learning from a dynamic approach and integral (Vergara Jimenez et al., 2015).
As presented in the above discussion, the quantitative reasoning is one of the key elements for the proper financial decision-making, especially, because this is a strategy oriented to the development of critical thinking from meaningful learning, which seeks that the student be able to solve problems of everyday situations and close to him, so that involves a complex construct of scaffolding, such as described in Ausubel(2000), allowing the construction of a structured thought.
3.2 Decision making, cognitive process of high-level
It should be understood that, the decision making as a cognitive process of high-level, corresponds to a process of knowledge construction from the critical thinking, which is considered as a fundamental element for the construction of the thought - structured, so that it is assumed, that are associated through a binding relationship (López Castaño et al., 2020; Ladrón de Guevara-Cortés et al., 2020)
In this sense, it should be understood that the decision making makes use of a qualitative and quantitative analysis, where we raise a variety of scenarios and potential risks to take, where you are looking, the selection of the most viable alternative, in search of efficiency, effectiveness, and sustainability of the personal finance (Mejia Casas&ZapataRúa, 2020), however, the decision making, from the foundation of the quantitative reasoning, can't be isolated from a suitable education, and management of the financial culture, which will ensure access to students to the complex construct that represents the economy (Tinoco Hinostroza, 2018; Canahuire Nolasco & Portugal, Cueva, 2019).
For this reason, the training of critical thinking in university students from the perspective of quantitative reasoning, aims to reduce the scenarios of bad financial decisions that can be evidenced in the management of the economy, personal and even business (Huacchillo Pardo et al., 2020), on the understanding that, the personal finance directly influence the macro-economic development of a region, so that a cognitive process of high-level decision making, helps students to effectively manage their income and expenses (CaranguiVelecela et al., 2017; Valbuena - Duarte et al., 2019).
In the light of the approaches described above, it should be noted that the decisions should emerge from the availability that students can have the information (Murillo Junco&Cáceres Castellanos, 2013), for which reason, the management of knowledge through technology is essential for enhancing a suitable cognitive process leading to the selection of the best financial situations (Barcia Fierro et al., 2018).
In short, the decision making, as a product of a cognitive process of high-level, it is essential in regard to the proper handling of the personal finances of the students, so that, the quantitative reasoning has an important impact on this. It is for this reason that, from the universities, teachers who have the responsibility of providing courses based on the use of mathematics, must create scenarios for discussion, problem solving, analysis of situations, that provide students with the largest number of skills as possible to the management of their personal economy and possibly business.
3.3 Financial management, a turning point towards economic emancipation
The quantitative reasoning to the financial decision-making leads to a deep reflective process that lead to a process of management of the personal economy, it is considered as a turning point that leads to the economic emancipation of the students (Avendaño et al., 2021). This opportunity is closely related to the possibilities offered by the innovation of technology markets (Beltrán Pinto & Gómez Martínez, 2017; Guilherme de Almeida &ArrechavaletaGuarton, 2018).
The fact of the matter rests on the different strategies that you can implement teacher training critical thinking and reflective (Liz Reynoso, 2017), because, as has been said in the lines above, this is promoted from quantitative reasoning, which adapts the learning to the realities of everyday life in which the students are working (Delfino, 2002). One of the elements that must guide this practice, it is the reality of youth unemployment has been seen in the past few years, so that the financial management is promoted from the decision making should lead to evaluate all the possibilities, including the intentions of entrepreneurship of the university (QuilcaQuispe, 2018).
It cannot, however, be understood that this training process should be a key part in the learning of students and to promote the use of various teaching strategies and technology, without which this suggest as an activity to generate fun, but to be understood as information-exchange activities to strengthen skills in the handling of the personal finance(ChicaOtalvaro, 2021), which, you can become a possible diagnosis of the scenarios to which they can face the students in the future (López Vera, 2016).
In this sense, the learning that promotes the financial management of students from quantitative reasoning, opening the door to various possibilities that they can have to promote actions leading to the emancipation financial (Moreno Caro, 2015), ensuring the economic sustainability of the same short -, medium-and long-term (Pinto Prieto et al., 2013).
4. Conclusions
This possibility of analysis has allowed to establish a common scenario in the financial education of students, from the use of the strategy of mathematical reasoning as the engine that drives the critical thinking, which is essential for decision making in regard to the management of the personal economy.
In Latin America and the Caribbean, a region that is considered the most unequal in the world, due to the unequal distribution of wealth, the financial decision-making becomes one of the key elements to take into consideration when developing learning sessions in which they can innovate in the quantitative reasoning, with the intention of promoting in students an adequate financial education.
The financial culture, understood as a whole within the economy of the students, you must be one of the axes of the transversal that must venture the curricula of institutions of higher education, with the aim of transforming the current realities of the students in the region.
The university, must become not only a center of academic debate and scientific, but the breaking of his sphere of influence to the promotion of actions that will allow students to develop ventures, which can be successful if they lead through the quantitative reasoning for decision making.
The invitation remains open to future research that can be developed from the paradigm sociocrítico, especially from the participatory action research, in order to demonstrate the effectiveness of an intervention where use is made of the quantitative reasoning for the improvement of the decision-making abilities of the students in the financial field.
References
[ 1] Ausubel, D. (2000). Adquisición y retención del conocimiento. Paidós.
[2] Avendaño, W. R., Rueda, G., & Velasco, B. M. (2021). Percepciones y habilidades financieras en estudiantes universitarios. Formación Universitaria, 14(3), 95-104. https://doi.org/10.4067/S0718-50062021000300095
[3] Ávila Nano, E. N. (2020). El método del caso como metodología para desarrollar la competencia de razonamiento cuantitativo en los estudiantes de Matemática Básica de la facultad de Ciencias de la Comunicación en la UPC [Tesis de Maestría, Universidad de Piura]. https://pirhua. udep. edu.pe/bitstream/handle/11042/4757/MAE_EDUC_TyGE-L_023.pdf?sequence=2&isAllowed=y
[4] Barcia Fierro, F., Guarnizo Crespo, S., Ordóñez Riera, S., & Villacreses Soriano, D. (2018). Herramientas financieras para la toma de decisiones. Editorial Grupo Compás. http://142.93.18.15:8080/jspui/bitstream/123456789/4/1 /Herramientas%20financieras%20para%20la%20 toma%20de%20decisiones. pdf
[5] Barrutia Barreto, I., Barrutia Barreto, A., & Ortega Chávez, W. (2021). Pestalozzi y la educación del siglo XXI. Método: cabeza, corazón y mano. Una misma esencia humana. Revista de Investigación, 45(105), 1438.
[6] Beltrán Pinto, L., & Gómez Martínez, E. (2017). Educación financiera en estudiantes universitarios. ECONÓMICAS CUC, 38(2), 101-111. https://doi.org/10.17981/econcuc.38.2.2017.08
[7] Berelson, B. (1952). Content Analysis in Communication Researches. Glencoe III, Free Press.
[8] Canahuire Nolasco, Y., & Portugal Cueva, M. E. (2019). La cultura financiera y su relación en la toma de decisiones financieras de los estudiantes de la Escuela Profesional de Contabilidad y Gestión Tributaria de la Universidad Peruana Unión Filial Juliaca, 2019 [Tesis de Licenciatura, Universidad Peruana Unión]. https://repositorio.upeu.edu.pe/bitstream/handle/20.500.12840/2807/Yessica_Trabajo_Bachiller_2019. pdf?sequence= 1 &isAllowed=y
[9] Carangui Velecela, P. A., Garbay Vallejo, J. I., & Valencia Jara, B. D. (2017). Finanzas personales la influencia de la edad en la toma de decisiones financieras. Killkana Sociales: Revista de Investigación Científica, 1(3), 81-88. https://dialnet.unirioja.es/servlet/articulo?codigo=6297480
[10] Carvajal Sánchez, J. (2017). Universidad y globalización: cambios y desafíos. Praxis & Saber, 8(18), 113131. https://doi.org/10.19053/22160159.v8.n18.2017.7248
[11] Chica Otalvaro, S. M. (2021). Diseño de una lúdica para la asignatura de gestión financiera enfocada en la industria 4.0. I+D Revista de Investigaciones, 16(1), 136-146. https://udi. edu. co/revistainvestigaciones/index.php/ID/article/view/278/360
[12] Dannemann, V. (2021, January 26). América Latina: Radiografía de la desigualdad. DW. https://www.dw.com/es/am%C3%A9rica-latina-radiograf%C3%ADa-de-la-desigualdad/a-56306983
[13] Delfino, J. A. (2002). La gestión financiera de la educación superior. Universidad de Belgrano. http://190.221.29.250/bitstream/handle/123456789/404/97_delfino.pdf?sequence=2&isAllowed=y
[14] Guilherme de Almeida, Ó., & Arrechavaleta Guarton, N. A. (2018). Gestión financiera de la ciencia, tecnología e innovación en instituciones de educación superior y de investigación-desarrollo públicas angolanas. Revista Estudios Del Desarrollo Social: Cuba y América Latina, 6(1), 74-90. http://scielo.sld.cu/pdf/reds/v6n1/reds04118.pdf
[ 15] Huacchillo Pardo, L. A., Ramos Farroñan, E. V., & Pulache Lozada, J. L. (2020). La gestión financiera y su incidencia en la toma de decisiones financieras. Revista Universidad y Sociedad, 12(2), 356-362. http://scielo.sld.cu/pdf/rus/v12n2/2218-3620-rus-12-02-356.pdf
[16] Ladrón de Guevara-Cortés, R., Gómez Mejía, A., Peña Vargas, V. A., & Madrid Paredones, R. M. (2020). Influencia del nivel de avance educativo y el género en la toma de decisiones financieras: una aproximación desde la ProspectTheory. Revista Finanzas y Política Económica, 12(1), 19-54. https: / /doi.org/10.14718/revfinanzpolitecon. v12.n1.2020.3092
[17] Liz Reynoso, R. A. (2017). Implementación de estrategias de lectura para la asignatura Gestión Financiera. Cuaderno de Pedagogía Universitaria, 13(25), 38-45. https://doi.org/10.29197/cpu. v13i25.252
[18] López Castaño, S., Salazar Yepes, G. S., & Gil Ospina, A. (2020). La racionalidad en la toma de decisiones. Grafías, 21, 41-56. https://revistas.ucp.edu.co/index.php/grafias/article/view/1444/1450
[19] López Noguero, F. (2022). El análisis de contenido como método de investigación. Revista de Educación, 4, 167-179.
[20] López Vera, J. (2016). La (Des) educación Financiera en Jóvenes Universitarios Ecuatorianos. Una Aproximación Teórica. Revista Empresarial, 10(37), 36-41. https: / / dialnet. unirioja. es/servlet/articulo?codigo=5580338
[21] Martín López, E. (1963). El análisis de contenido. Revista de Estudios Políticos, 132, 45-64. https: / / dialnet. unirioja. es/servlet/articulo?codigo=2047530
[22] Medina Coronado, D. (2018). El rol de las universidades peruanas frente a la investigación y el desarrollo tecnológico. Propósitos y Representaciones, 6(2), 703. https://doi.org/10.20511/pyr2018.v6n2.244
[23] Mejía Casas, L., & Zapata Rúa, F. (2020). Inteligencia estratégica como herramienta para la toma de decisiones financieras [Tesis de Licenciatura, Tecnológico de Antioquia Institución Universitaria]. https: / / dspace. tdea. edu. co/bitstream/handle/tdea/654/Inteligencia%20estrategica.pdf?sequence=1&isA llowed=y
[24] Mendoza L, S. M., Ramírez L., P., & Serpa J., A. M. (2021). Errores y dificultades vinculadas al razonamiento cuantitativo entre estudiantes de nuevo ingreso en la carrera de Ingeniería. Revista Boletín Redipe, 10(11), 379-399. https://doi.org/10.36260/rbr.v10i11.1545
[25] Mikenberg, I. (2016). Razonamiento Cuantitativo. Fondo de Desarrollo de la Docencia de la Pontificia Universidad Católica de Chile.
[26] Moreno Caro, A. (2015). Relación de la gestión financiera institucional y el logro de aprendizaje en la Institución Educativa "Maynas" Iquitos - 2015 [Tesis de Maestría, Universidad Cesar Vallejo]. https: / / repositorio. ucv. edu.pe/bitstream/handle/20.500.12692/ 19771/Moreno_CA.pdf?sequence= 1&isAl lowed=y
[27] Murillo Junco, M. J., & Cáceres Castellanos, G. (2013). Business intelligence y la toma de decisiones financieras: una aproximación teórica. Revista Logos, Ciencia & Tecnología, 5(1), 119-138. https://www.redalyc.org/pdf/5177/517751547010.pdf
[28] Ortiz Armero, G. F. (2022). Potenciando el razonamiento cuantitativo un hecho de interés para el futuro de los educandos [Tesis de Licenciatura, Universidad Nacional Abierta y a Distancia]. https://repository.unad. edu.co/bitstream/handle/10596/48829/gfortiza.pdf?sequence=1&isAllowed=y
[29] Palpa Galván, D. B. (2018). Aprendizaje autónomo y razonamiento cuantitativo en los estudiantes del Centro Preuniversitario de la Universidad Nacional Mayor de San Marcos, Lima, 2017 [Tesis de Maestría, Universidad Nacional de Educación]. https://repositorio.une.edu.pe/bitstream/handle/20.500.14039/1862/TM%20CE-Em%203650%20P1%20-%20Principe%20Jimenez. pdf?sequence= 1 &isAllowed=y
[30] Pinto Prieto, L. P., Becerra Ardila, L. E., & Gómez Flórez, L. C. (2013). Análisis del sistema de gestión financiera sostenible de instituciones de educación superior públicas colombianas. Revista Educación En Ingeniería, 8(15), 1-11. https: / /educacioneningenieria.org/index.php/edi/article/view/299
[31] Pita Pedraza, D., Ochoa, J., & Galvis Barrera, L. (2020). Diseño de una aplicación para preparar estudiantes en la Prueba Saber Pro - Módulo de razonamiento cuantitativo. Revista Matices Tecnológicos, 12, 40-44. http://ojs. unisangil. edu. co/index.php/revistamaticestecnologicos/article/view/145/170
[32] Quilca Quispe, C. R. (2018). La gestión financiera y su relación con la satisfacción del estudiante en el Instituto de Educación Superior Tecnológico Público "José María Arguedas" de Sicaya - Huancayo en el año 2014. [Tesis de Maestría]. Universidad Nacional del Centro del Perú.
[33] RicraMayorca, J. M. (2022). Aplicación de metodologías cooperativas usando las TIC para el desarrollo del razonamiento cuantitativo. Encuentro Educativo, 2, 75-84. https: / / www. aulavirtualusmp.pe/ojs/index.php/encuentroeducativo/article/viewFile/2274/2729
[34] Rojas Álvarez, C. J. (2014). Razonamiento Cuantitativo. Notas de Clase. Editorial Universidad del Norte.
[35] Sarabia-Sánchez, F. (1999). Metodología para la investigación en Marketing y dirección de empresas. Pirámide.
[36] Tello, D. (2010). Arreglos preferenciales, flujos comerciales y crecimiento económico en América Latina y el Caribe. Centrum.
[37] Tinoco Hinostroza, W. S. (2018). Educación financiera en estudiantes universitarios de una universidad del departamento de Junín - 2017 [Tesis de Maestría, Universidad Cesar Vallejo]. https: / / repositorio. ucv. edu.pe/handle/20.500.12692/16117
[38] Tinto Arandes, J. A. (2013). El análisis de contenido como herramienta de utilidad para la realización de una investigación descriptiva. Un ejemplo de aplicación práctica utilizado para conocer las investigaciones realizadas sobre la imagen de marca de España y el efecto país de origen. Provincia, 29, 135-173. https://www.redalyc.org/articulo.oa?id=55530465007
[39] Valbuena- Duarte, S., Marín-Tapia, K. A., & de la Hoz, A. P. (2019). Desarrollo de competencias en educación económica y financiera para la toma de decisiones informadas del ciudadano común. Revista Logos, Ciencia & Tecnología, 12(1), 95-109. https://doi.org/10.22335/rlct.v12i1.1103
[40] Vera Rodríguez, E. R. (2019). Los Estilos de Aprendizaje y su relación con el Razonamiento Cuantitativo en Estudiantes Ingresantes a la Universidad Nacional Agraria La Molina en el Semestre 2018-II [Tesis de Maestría, Universidad Nacional de Educación]. https://repositorio.une.edu.pe/bitstream/handle/20.500.14039/4027/TM%20CE-Em%204846%20V1%20-%20Vera%20Rodriguez%20Elber%20Rogelio.pdf?sequence=1&isAllowed=y
[41] Vergara Jiménez, J., Fontalvo Brochero, J., Muñoz Bermejo, A., & Valbuena Duarte, S. (2015). Estrategia didáctica para el fortalecimiento del razonamiento cuantitativo mediante el uso de las TIC. MATUA, 2(2), 71-80.
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