Study of ICT when Learning the English Language at Universidad Tecnológica de Tecamachalco (UTTECAM)
Rosalba López Vázquez[1] https://orcid.org/0000-0003-3569-8739 Universidad Tecnológica de Tecamachalco (UTTECAM), Puebla México
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Carmela Ochoa Jiménez
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Manuel González Pérez m.gonzalez.perez@personal.uttecam.edu.mx https://orcid.org/0000-0001-8700-2866 Universidad Tecnológica de Tecamachalco (UTTECAM), Puebla México
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In recent years, the Information and Communications Technologies (ICT) in learning English has been an innovative tool in Mexico at different educational levels. For this reason, this project aims to study the usefulness of ICT when learning English at Universidad Tecnológica of Tecamachalco. The steps to carry out this study take into account the application of a questionnaire under the Likert scale to six hundred and sixty-six students and an analysis of the data obtained through multifactorial statistical methods proposed by Dr. Manuel González Pérez to validate the results of the students’ statements on this subject. Concerning the last step, it was noticed that the students’ thoughts were non-linear in agreement with chi-square, and the actions of the variables are linear to confirm Pearson correlation analysis as long as they have a good internet service and a platform as a contributor to learning English independently. In conclusion, the students affirm that the use of the platform to learn English is helpful and that it is significant that UTTECAM offers a good internet service to carry out their practices on the book platform since they are aware of the benefits that they can have by achieving a good level of English in the work sector.
Keywords: ICT (Information Communication Technology); EFL (English as Foreign Language); learning; UTTECAM
En los últimos años el uso de las Tecnologías de la Información y las Comunicaciones (TIC) en el aprendizaje del idioma inglés es una herramienta innovadora en México en los distintos niveles educativos. Por tal motivo, este proyecto tiene como objetivo estudiar la utilidad del uso de las TIC en el aprendizaje del inglés como lengua extranjera (EFL) en la Universidad Tecnológica de Tecamachalco. Se encuestó a seiscientos sesenta y seis estudiantes. El cuestionario fue diseñado y validado por expertos en el área. La validación del cuestionario se realizó mediante la metodología del Dr. Manuel González Pérez, la cual consiste en aplicar dos métodos estadísticos multifactoriales por medio de la correlación de Pearson para las correlaciones lineales y chi-cuadrado para las correlaciones no lineales con el propósito de validar los resultados de las afirmaciones de los estudiantes en la materia de inglés. Se notó que los pensamientos de los estudiantes no fueron lineales de acuerdo con chi-cuadrado y las acciones de las variables son lineales confirmando el análisis de correlación de Pearson siempre y cuando cuenten con un buen servicio de internet y una plataforma como colaborador para aprender inglés de forma independiente. Se concluyó que los estudiantes afirman que el uso de la plataforma digital para aprender inglés es útil, y que es importante que la UTTECAM ofrezca un buen servicio de internet para realizar sus prácticas en la plataforma del libro ya que están conscientes de los beneficios que pueden tener al conseguir un buen nivel de inglés en el sector laboral.
Artículo recibido 15 agosto 2023
Aceptado para publicación: 21 septiembre 2023
In recent days, the use of Information and Communication Technologies (ICT) in different levels of education in Mexico has become a tool used to transmit information in terms of innovation. In Mexico, education programs are not out of this innovation since ICT assists users in handling information and improves users' literacy. English as a Foreign Language (EFL) learning is not the exception to this process. Not only do teachers use ICT to develop practices to promote students learning, but also students to learn independently. As today’s world becomes a networked society, ICT has become a contributor towards the acquisition of a foreign language Fernández, S. H. et all (2019:1). The previous statement presupposes that when using ICT in terms of efficiency and efficacy there would be an optimization of their operation, since the learning achieved, is the result of the effective use of ICT and the level of proficiency that users have.
According to Hernández, L. et all (2014: 18), it is required that teachers need to be trained technically and receive training to use them as pedagogical tools to use them from a more constructivist approach rather than just as rein forcers of the information provided. The frequency of ICT use determines the promotion of collaborative and autonomous work in students. As mentioned in the previous paragraph Roman, Cardemil, and Carrasco, (2011) Hernández, L. et all (2014:8) emphasize that the teacher must design learning situations with ICT focused on students and ensure that they use the most appropriate resources in their learning process.
McAnally, L. et all (2015) suggest that institutions, to make teaching and learning processes more efficient, need to know how the technological appropriation process is taking place in people. However, Hernández, L. et all (2014:19) mention that the incorporation and use of ICT in the school environment requires time. In this regard, Salinas, J. (2004):9 emphasizes that ¨No innovation can ignore the context in which it will be developed.” Under this perspective, the new instructional models for achieving meaningful learning require contexts that involve the student.
In this regard, the author states that the student needs to be involved in four phases of learning: The first phase is the activation of previous experience, followed by the demonstration, the application, and the integration of their skills in the real world as shown in Figure 1 Phases of instruction (Merrill, M. 2002:17).
Figure 1 Phases for Effective Instruction
Unless the needs are contextualized, the teaching and learning process will not lead to meaningful learning.
In this regard, it is known that the integration of this type of program takes place in a triple context: 1) the Socio-affective context that the student finds in the academic environment, the classroom environment, the role that the teacher represents within this environment, the perception of the role that the student plays. 2) Context of the other pedagogical elements involved in the general teaching-learning process 3) Context of life outside the classroom. Here, it is not only the family or the social or environmental surroundings; the student lives immersed in a consumer society, in a society characterized by new communications, in a global information society. (Salinas, J. 2004:9).
Thus, ICT use allows those connections to generate knowledge based on the technological appropriation level that the users possess. In terms of appropriation, the authors McAnally, L. et all (2015) have identified two main currents that explain the concept of appropriation, the sociocultural and the psychosocial.
As regarded before the factors that benefit the technological appropriation level the users might have Säljö suggests:
Some reflections on the relationships between digital technologies and learning. The technologies do not merely support learning; they transform how we learn and how we come to interpret learning. He concluded that at a theoretical and practical level, this implies that the interdependences between human agency, minds, bodies, and technologies have to serve as foundations when attempting to understand and improve learning. (Säljö, 2010, pp 53-64)
On the other hand, the psychosocial is related to people's psychological phenomena which are socially constructed. It is argued that the social and the psychological have an interdependence therefore, individual reality and social reality are not the same but are inseparable. McAnally, L. et all (2015).
On this matter,
The Pearson product-moment correlation coefficient in particular, are utilized in the majority of studies in educational and psychological research, either as a primary mode of analysis in which major hypotheses are tested, or as part of a secondary analysis, providing background information regarding relationships among variables of interest prior to or following a more complex statistical analysis. (Onwuegbuzie, Anthony J. et all, 1999)
That is why the methodology used to describe the data obtained in this study comes from the Pearson's validation shown in the figure 2 below:
Figure 2. Pearson Correlation Coefficient Values
On the opposite, a Chi-square non-linear correlation analysis of the same variables is suggested in this research. As Waller, J. L., & Johnson, M. (2013) interpret the output, where to look for the association or difference based on the hypothesis being tested and propose next steps for further analysis using example data. They concluded that basic inferential statistical tests such as chi-square and t-tests to assess unadjusted associations help to guide the direction of the more rigorous analysis.
To interpret the data obtained in terms of Chi-square method proposed by Karl Pearson, Dr. Manuel Gonzalez Perez created a simulator to get the results of the data collected easily based on the Chi-square formula as it is shown in figure 3 below. (Juárez-Hernández ML et al, 2021); (López-Trejo, HJ et al, 2018); (Gómez-Márquez M. et al 2018)
Figure.3 Chi-square formula
Hayes, A. (2023) A χ2 test for independence can tell us how likely it is that random chance can explain any observed difference between the actual frequencies in the data and these theoretical expectations. McHugh ML (2013) permits evaluation of both dichotomous independent variables, and of multiple group studies.
On the other hand, there is a significant relationship matrix between the two variables accordingly to Pearson Correlation values.
This part explains the methods to gather data and analysis relevant to this research. The methodology includes areas such as the subject and location of the study, sampling design, collection method, types of data, and its management.
The questionnaire was designed and validated by experts. The sample size used in the study was 666 respondents. It includes students from different programs at UTTECAM from the municipality of Tecamachalco, Puebla, Mexico. It involves 21 questions responded in a period of 20 days from the 20th of January to the 10th of February of 2023. The sample was random. It was designed through a 5-point Likert scale method for lineal validation and dichotomized to validate the non-linear hypotheses.
The questionnaire validation was made by applying a multiple correlation among the items combining Pearson and Chi-squared approaches when analyzing the data collected. The research was qualitative and parametric.
Experts made the validated hypotheses selection, but some were excluded due to formatting limitations. It should be noted that only the hypotheses considered the most relevant for this article, were published.
The questionnaire design came out from an operationalization matrix shown in Table 1. Table 1 comprises three columns. The first column shows the variables, the second column has the indicators, and the third column contains the written items.
Table 1. Operationalization Matrix |
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Variables |
Indicator |
Items |
TIC |
Digital tool |
Is the use of a digital tool helpful in learning English? |
Universidad Tecnológica de Tecamachalco (UTTECAM) |
Internet service |
Do you support the use of a self-access lab to learn English? |
English |
Knowledge of the language |
Do you know your English level? |
Validation of the Questionnaire
The validation of the questionnaire was carried out using the Dr. Manuel Gonzalez Pérez methodology which consists of applying a questionnaire to get data. To the data collected multifactorial statistical methods are applied. A) Pearson’s correlation for linear correlations. B) Chi-squared for non-linear correlations.
Validated Postulates
As shown below, the validation of the items includes 5 postulates analysis:
Postulate 1 Items are repeated. False. There was not error of copy paste.
Postulate 2 Items are paraphrased. False. It was not found items paraphrased. There was no error in paraphrasing ideas.
Postulate 3 Items are repeated or paraphrased on purpose. False. This postulate is used to detect a contradiction about the study.
Postulate 4 Items are correlated by chance. False. The experts did not detect this phenomenon. A correlation by chance.
Postulate 5 Items are correlated by their very nature. True. There is a correlation. It was verified that the dichotomic hypotheses formed have a logic sense, common or coherent and relevant to the objectives.
Table 2 shows a Pearson multiple correlation to validate the questionnaire. As can be seen, all the items were contrasted and taken as an independent variable. In this way, a multifactorial analysis was made to a lineal contrast.
Table 2. Pearson’s Multiple Correlation
Table 3 shows the validated hypotheses by the multiple correlation of Pearson. Column one shows ordered pairs concerning the number of pairs in the questionnaire; columns two and three present the correlated items and column four shows the inferences of the correlated ones. Column five shows the Pearson correlation coefficients ranging from 0.58 in the moderate to 0.68 in the strongest correlation. Finally, column six indicates the testable hypotheses or thesis. The sequence of inferences has logic to generate the testable hypotheses that match the operationalization matrix and the research hypotheses.
Table 3. Validated hypotheses by Pearson multiple correlation |
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Pair |
Item A |
Item B |
Inference |
Pearson Correlation Coefficient |
Testable Hypothesis |
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(1,2) |
Is the use of a digital tool helpful in learning English? |
Do you find that using the EID 1, EID3 RICHMOND or AMERICAN ENGLISH FILE 1 AMERICAN ENGLISH FILE 2 platform helps you learn English? |
If the use of a digital tool is helpful in learning English, then using the book platform EID 1, EID3 RICHMOND/ ENGLISH FILE 1 ENGLISH FILE 2 helps you learn English. |
0.5819 |
The use of the English book platform (EID 1, EID3 RICHMOND / ENGLISH FILE 1 and 2) as a digital tool is helpful in learning English. |
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(2,1) |
Do you find that using the EID 1, EID3 RICHMOND or AMERICAN ENGLISH FILE 1 AMERICAN ENGLISH FILE 2 platform helps you learn English? |
Is the use of a digital tool helpful in learning English? |
If using the book platform EID 1, EID3 /RICHMOND) ENGLISH FILE 1 ENGLISH FILE 2 helps you learn English then the use of a digital tool is helpful in learning English. |
0.5819 |
The use of the book platform EID 1, EID3 /RICHMOND AND ENGLISH FILE 1 ENGLISH FILE 2 helps you learn English as a digital tool. |
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(5,6) |
How often do you do practices that require recording your voice (individual), a partner's voice (interview/pairs) or several voices (conversation)? |
How often do you do practices that require recording a video (individual), with a partner (interview/pairs) or several partners (conversation)? |
If you do practices that require recording your voice then you do practices that require recording a video (individual), a partner's voice (interview/peers) or several voices (conversation). |
0.6893 |
Doing practices that require recording your voice promotes doing practices that require recording a video (individual), a partner's voice (interview/peers) or several voices (conversation). |
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(6,5) |
How often do you do practices that require recording a video (individual), with a partner (interview/pairs) or several partners (conversation)? |
How often do you do practices that require recording your voice (individual), a partner's voice (interview/pairs) or several voices (conversation)? |
If you do practices that require recording a video (individual), a partner's voice (interview/peers) or several voices (conversation) then you do practices that require recording your voice. |
0.6893 |
Doing practices that require recording a video (individual), a partner's voice (interview/peers) or several voices (conversation) promote that you do practices recording your voice. |
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(8,9) |
Do you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM? |
Do you consider your participation to be active and coherent when you respond in English during classes? |
If you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM then you consider your participation to be active and coherent when you respond in English during classes. |
0.6772 |
Having Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM permits your participation to be active and coherent when you respond in English during classes. |
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(9,8) |
Do you consider your participation to be active and coherent when you respond in English during classes? |
Do you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM? |
If you consider your participation to be active and coherent when you respond in English during classes, then you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM. |
0.6772 |
Participating actively and coherently when responding in English during classes requires to have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM. |
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(11,12) |
Do you consider that the UTTECAM should offer a good internet service to carry out your internship on the book platform? |
Do you know the benefits of having a good level of English in the workplace? |
If the UTTECAM offers a good internet service to carry out your practices on the book platform, then you know the benefits of having a good level of English in the workplace. |
0.514 |
The importance of UTTECAM offering a good internet service to carry out your practices on the book platform helps to know the benefits of having a good level of English in the workplace. |
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(12,11) |
Do you know the benefits of having a good level of English in the workplace? |
Do you consider that the UTTECAM should offer a good internet service to carry out your internship on the book platform? |
If you know the benefits of having a good level of English in the workplace, then the UTTECAM offers a good internet service to carry out your practices on the book platform. |
0.514 |
Knowing the benefits of having a good level of English in the workplace restates the importance of the UTTECAM in offering a good internet service to carry out your practices on the book platform. |
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(13,20) |
How important is it for you to learn English? |
Do you consider that having a good level of English contributes to your achievements? |
If learning English is important to you then having a good level of English contributes to your achievements. |
0.5159 |
The importance of learning English contributes to your achievements to have a good level of English. |
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(20,13) |
Do you consider that having a good level of English contributes to your achievements? |
How important is it for you to learn English? |
If having a good level of English contributes to your achievements, then learning English is important to you. |
0.5159 |
Learning English is important to have a good level of English that contributes to your achievements. |
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(15,16) |
How often do you speak English during your class? |
Do you consider your participation to be active and coherent when you respond in English during classes? |
If you speak in English during your class, then you consider your participation to be active and coherent when you respond in English during class. |
0.5644 |
Speaking in English during your class requires active and coherent participation when responding in English. |
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(16,15) |
Do you consider your participation to be active and coherent when you respond in English during classes? |
How often do you speak English during your class? |
If you consider your participation to be active and coherent when you respond in English during class, then you speak in English during your class. |
0.5644 |
Participating actively and coherently when responding in English requires speaking in English during class. |
Table 4 shows some testable hypotheses with one degree of freedom of 3.84 as the inflexion point based on the chi-square. Table 4 has a similar description of Table 3. The difference resides in column 5 where the calculated value is about chi-square, and the interpretation can be as follows:
Hypothesis null H =The variables are not associated.
Hypothesis H = The variables are associated.
The reference of chi-square value for a dichotomized contrast with one degree of freedom and significance of 0.05 is 3.84. This value comes from Chi-square theorical /practical.
CONCLUSION INFERENCE
1. If the Chi-square calculated value is greater than the Chi-square critical value, then the null hypothesis is rejected, and the calculated hypothesis is accepted; therefore, the variables are associated.
2. If the Chi-square calculated value is less than the Chi-square critical. Then, the null hypothesis is accepted, and concludes that the variables are not associated.
Table 4 shows six hypotheses greater than 3.84. Column five presents the testable hypothesis by Chi-square.
These hypotheses were selected since the variables are validated with the Pearson correlation higher values exhibited in Table 3 and the Chi-square correlation values in Table 4. The validated hypotheses show that the observed and expected answers have a strong correlation, which means that the validation has a greater degree of confidence, as well as Chi-square and Pearson relationship between two variables. An example of this is the hypothesis obtained from pair (8,9), which has a value of 139.70 in Chi-square, which means that the validation has a greater degree of confidence in the association of the two variables and 0.67 in Pearson linear correlation of the two variables.
For that reason, the operationalization matrix of variables and the expected answers from the questionnaire led this study to find out the needs of the UTTECAM delimited in this research in pairs (1,2). This pair has a value of 119.33 in Chi-square and 0.58 in Pearson linear correlation.
It can be concluded that this hypothesis is accepted because the variables are associated with a strong degree of confidence and strong correlation in Pearson.
Table 4. Validated hypotheses by Chi-Square |
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Pair |
Item A |
Item |
Inference |
Chi-Square |
Testable Hypothesis |
(8,9) |
Do you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM? |
Do you consider your participation to be active and coherent when you respond in English during classes? |
If you have Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM then you consider your participation to be active and coherent when you respond in English during classes. |
139.7 |
Having Internet service on at least one mobile device (cell phone/laptop) at the UTTECAM permits your participation to be active and coherent when you respond in English during classes. |
(1,2) |
Is the use of a digital tool helpful in learning English? |
Do you find that using the EID 1, EID3 RICHMOND or AMERICAN ENGLISH FILE 1 AMERICAN ENGLISH FILE 2 platform helps you learn English? |
If the use of a digital tool is helpful in learning English, then using the book platform EID 1, EID3 RICHMOND/ ENGLISH FILE 1 ENGLISH FILE 2 helps you learn English. |
119.33 |
The use of the English book platform (RICHMOND ENGLISH FILE 1/2) as a digital tool is helpful in learning English. |
(15,16) |
How often do you speak English during your class? |
Do you consider your participation to be active and coherent when you respond in English during classes? |
If you speak in English during your class then you consider your participation to be active and coherent when you respond in English during class. |
111.97 |
Speaking in English during your class requires active and coherent participation when responding in English. |
(13, 20) |
How important is it for you to learn English? |
Do you consider that having a good level of English contributes to your achievements? |
If learning English is important to you then having a good level of English contributes to your achievements. |
89.96 |
The importance of learning English contributes to your achievements to have a good level of English. |
(11,12) |
Do you consider that the UTTECAM should offer a good internet service to carry out your internship on the book platform? |
Do you know the benefits of having a good level of English in the workplace? |
If the UTTECAM offers a good internet service to carry out your practices on the book platform, then you know the benefits of having a good level of English in the workplace. |
44.9 |
The importance of UTTECAM offers a good internet service to carry out your practices on the book platform helps to know the benefits of having a good level of English in the workplace. |
Figure 4 is the representation of hypothesis (1,2) from Table 4. This graph was designed as an example of all other nonlinear chi-square hypotheses. The red line represents the experimental chi-square value (119.33). The thin black line represents the value of 3.84 (the limit for significance of 0.05). With this graph, we can see that the confidence is almost 100%. “The null hypothesis is rejected. The alternative hypothesis is accepted.” The variables are associated.
Figure 4. Example of hypothesis (1,2) with a 119.33 experimental or observed chi-square value.
In conclusion, this research focuses on examining the importance of a digital tool to learn English. This research leads to the bivariate hypotheses validation of the observed and expected answers in the applied questionnaire to the students of UTTECAM to make the students aware of their learning through platforms. The subject of study is demonstrated in (1,2) pair with Chi-square association variables and Pearson correlation since the students confirmed that the use of the English book platform is helpful. Besides, students answered that it is important that UTTECAM offers a good internet service to carry out their practices on the Book platform to help them find out the benefits of having a good level of English in the workplace.
It is demonstrated that the use of platforms is helpful when doing practices that require recording their voice and promotes speaking English with better intonation and pronunciation through recording a video (individual), a partner's voice (interview/peers), or several voices (conversation). We also conclude that the students require active and coherent participation when responding in English during their classes. By Chi-square in the association of variables and Pearson correlation in the variables as a testable hypothesis, it is concluded that the subjects’ thoughts are nonlinear in agreement with Chi-square and the actions of the variables are linear confirming Pearson correlation analysis. Therefore, the students think that having a good internet service and the platform use contributes to students having a good level of English.
We thank to all the UTTECAM students who answered the questionnaire for this research.
We also thank to the personnel of UTTECAM who helped us to carry out the survey in the different programs of UTTECAM.
Fernández Sánchez, H., Enríquez Hernández, C. B., Flor Fernández, B., Martínez Díaz, N., & Santes Bastian, M. D. C. (2019). E-learning through Google Hangouts: a tool in the teaching-learning process of English. Acta Universitaria, 29 ( ),1-7.[fecha de Consulta 30 de Agosto de 2023]. ISSN: 0188-6266. Recuperado de: https://www.redalyc.org/articulo.oa?id=41659210006
Gómez-Márquez, M., Quintero-Fuentes, M. P., López-Trejo, H. J., LLanillo-Navales, J. G., Marín-Ramos, M., Méndez-Cervantes, J. M., Eurrieta-Ortiz, M. I., García-Arroyo, L. del C., Romo-Celis, F. A., Carrera-Salazar, C. O., Palomares, L. A. C., & González-Pérez, M. (2018). Estudio De Los Proyectos De Residencia Profesional Como Generadores De Productividad Y Cambio Organizacional. European Scientific Journal, ESJ, 14(14), 100. https://doi.org/10.19044/esj.2018.v14n14p100
Hayes, A. (2023) Chi-Square (χ2) Statistic: What It Is, Examples, How and When to Use the Test. Recupeardo de: https://www.investopedia.com/terms/c/chi-square-statistic.asp#citation-6
Hernández, L.; Acevedo, J. A. S.; Martínez, C.; Cruz, B. C. (2014) “El Uso De Las Tic En El Aula: Un Análisis En Términos De Efectividad Y Eficacia” Congreso Iberoamericano De Ciencia, Tecnología, Innovación Y Educación 1 ISBN: 978-84-7666-210-6 – Artículo 523 Pág.18 Y 19
Juárez Hernández M.L., González Pérez M., Tovany-León R. & Maldonado-Ortiz J.A. (2021). Análisis de la Actitud Emprendedora de los Estudiantes Varones del Tecnológico Nacional de México Campus Tepeaca. European Scientific Journal, ESJ, 17 (32), 112.
López-Trejo, H. J., Carrera-Salazar, C. O., Eurrieta-Ortiz, M. I., García-Arroyo, L. del C., Gómez-Márquez, M., LLanillo-Navales, J. G., Marín-Ramos, M., Romo-Celis, F. A., & González-Pérez, M. (2018). Análisis Del Estrés Laboral Y Su Repercusión En La Salud Física Y Mental En Operadores De Tracto Camión. European Scientific Journal, ESJ, 14(11), 10. https://doi.org/10.19044/esj.2018.v14n11p10
McAnally Salas, L; Fernández Morales, K; Vallejo Casarín, A; (2015). “Apropiación tecnológica: una visión desde los modelos y las teorías que la explican”. Perspectiva Educacional, Formación de Profesores, 54() 109-125. Recuperado de http://www.redalyc.org/articulo.oa?id=333339872008
McHugh ML (2013) The Chi-square test of independence. Biochem Med (Zagreb). 2013; 23:143-149. Recuperado de: https://www.investopedia.com/terms/c/chi-square-statistic.asp#citation-6
Merrill, M. David [merrill@cc.usu.edu] is a Professor in the Department of Instructional Technology at Utah State University Disponible en http://unesdoc.unesco.org/images/0013/001390/139028s.pdf
Onwuegbuzie, Anthony J.; Daniel, Larry G. (1999) “Uses and Misuses of the Correlation Coefficient” 58p.; Paper presented at the Annual Meeting of the Mid-South Educational Research Association (Point Clear, AL, November 17-19, 1999)
Roman, M., Cardemil, C., Y Carrasco, A. (2011). “Enfoque Y Metodología Para Evaluar La Calidad Del Proceso Pedagógico Que Incorpora Tic En El Aula”. Revista Iberoamericana De Evaluación Educativa. Volumen 4, No. 2. Pág. 8-35
Salinas, J (2004) “Innovación Docente Y Uso De Las Tic En La Enseñanza Universitaria” Revista Universidad y Sociedad del Conocimiento
Säljö, R. (2010). “Digital tools and challenges to institutional traditions of learning: technologies, social memory and the performative nature of learning” JCAL Journal of Computer Assisted Learning. Disponible en: https://onlinelibrary.wiley.com/doi/epdf/10.1111/j.1365-2729.2009.00341.x
Shekhar, A., & Patel, S. Treatment Analysis of COVID-19 Patient with Age Factor Using Chi Square
Siemens, G diciembre 12, 2004 Conectivismo: Una teoría de aprendizaje para la era digital Traducción: Diego E. Leal Fonseca1 (diego@diegoleal.org) Febrero 7, 2007
Test.
Waller, J. L., & Johnson, M. (2013). Chi-Square and T-Tests using SAS®: performance and interpretation. Retrieved on January, 3, 2014.