Prediction of Factors That Affect the Knowledge and Use Higher Education Professors from Spain Make of ICT Resources to Teach, Evaluate and Research: A Study with Research Methods in Educational Technology
Abstract
:1. Introduction
2. Materials and Methods
2.1. Design
2.2. Participants
2.3. Description of the Instrument and Variables
3. Results
3.1. Reliability and Validity of the Instrument
3.2. Descriptive Exploratory Analysis of the Instrument’s Dimensions
3.3. Identification of Factors That Affect the Proficiency Level of Professors
3.3.1. Regression in Y0 (Total Pedagogical Digital Competence of Professor’s Higher Education)
3.3.2. Regression in Y1 (Pedagogical Digital Competence in Resources Related to Teaching)
3.3.3. Regression in Y2 (Pedagogical Digital Competence in Resources Related to Evaluation)
3.3.4. Regression in Y3 (Pedagogical Digital Competence in Resources Related to Research)
4. Discussion
5. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
- Revelo, J.E.; Revuelta, F.I.; González-Pérez, A. Modelo de integración de la competencia digital del docente universitario para su desarrollo profesional en la enseñanza de la matemática-Universidad Tecnológica Equinoccial de Ecuador EDMETIC. Rev. De Educ. Mediática Y Tic 2018, 7, 196–224. [Google Scholar] [CrossRef] [Green Version]
- Aničić, K.P.; Divjak, B.; Arbanas, K. Preparing ICT Graduates for Real-World Challenges: Results of a Meta-Analysis. Ieee Trans. Educ. 2017, 60, 191–197. [Google Scholar] [CrossRef]
- Brown, J.S.; Duguid, P. The Social Life of Information: Updated, with a New Preface; Harvard Business Review Press: Brighton, MA, USA, 2017. [Google Scholar]
- Guillén-Gámez, F.D.; Mayorga-Fernández, M.J.; Álvarez-García, F.J. A study on the actual use of digital competence in the practicum of education degree. Technol. Knowl. Learn. 2018, 1–18. [Google Scholar] [CrossRef]
- Ruiz, J.M. Evaluación del diseño de una asignatura por competencias, dentro del EEES, en la carrera de Pedagogía: Estudio de un caso real. Rev. De Educ. 2010, 351, 435–460. [Google Scholar]
- Hannan, A.; Silver, H. La innovación en la enseñanza superior: Enseñanza, aprendizaje y culturas institucionales; Narcea Ediciones: Madrid, Spain, 2005. [Google Scholar]
- Gutiérrez, I. Perfil del profesor universitario español en torno a las competencias en tecnologías de la información y la comunicación. Pixel-git. Rev. De Medios Y Educ. 2014, 44, 51–65. [Google Scholar] [CrossRef]
- Adetimirin, A. Female Lecturers’ Perception of ICT Integration for Teaching and Learning in University of Ibadan, Nigeria. In Gender and Diversity: Concepts, Methologies, Tools, and Applications; IGI Global: Hershey, PA, USA, 2019; pp. 1624–1636. [Google Scholar] [CrossRef]
- Tena, R.R.; Almenara, J.C.; Osuna, J.B. E-Learning of Andalusian University’s Lecturers. Gender. Turk. Online J. Educ. Technol.-TOJET 2016, 15, 25–37. [Google Scholar]
- Ochogo, N.K.; Rambo, C.M.; Mbwesa, J.K. Influence of Computing Competence on Lecturers’ Preparedness for E-Learning at the University of Nairobi, Kenya. Bus. Educ. Y Accredit. 2016, 8, 53–68. [Google Scholar]
- Mardiana, H. Lecturer’s Attitude towards Advance Technology and Its Impact to the Learning Process: Case study in Tangerang City Campuses. J. Educ. Sci. Technol. (EST) 2018, 4, 12–25. [Google Scholar] [CrossRef] [Green Version]
- Noori, A. Attitudes of Afghan EFL Lecturers toward Instructional Technology. TechTrends 2018, 1–9. [Google Scholar] [CrossRef]
- Cuartero, M.D.; Porlán, I.G.; Espinosa, M.P.P. Análisis conceptual de modelos de competencia digital del profesorado universitario. Relatec: Rev. Latinoam. De Tecnol. Educ. 2016, 15, 97–114. [Google Scholar] [CrossRef]
- Instefjord, E.J.; Munthe, E. Educating digitally competent teachers: A study of integration of professional digital competence in teacher education. Teach. Teach. Educ. 2017, 67, 37–45. [Google Scholar] [CrossRef]
- Ananiadou, K.; Claro, M. 21st Century Skills and Competences for New Millennium Learners in OECD Countries. Oecd Educ. Work. Pap. 2009, 41, 1–33. [Google Scholar] [CrossRef]
- Navarro, S.; Zervas, P.; Gesa, R.; Sampson, D. Developing teachers’ competences for designing inclusive learning experiences. Educ. Technol. Soc. 2016, 19, 17–27. [Google Scholar]
- From, J. Pedagogical Digital Competence--Between Values, Knowledge and Skills. High. Educ. Stud. 2017, 7, 43–50. [Google Scholar] [CrossRef] [Green Version]
- Kihoza, P.; Zlotnikova, I.; Bada, J.; Kalegele, K. Classroom ICT integration in Tanzania: Opportunities and challenges from the perspectives of TPACK and SAMR models. Int. J. Educ. Dev. Using Inf. Commun. Technol. 2016, 12, 107–128. [Google Scholar]
- Rivera-Laylle, L.I.; Fernández-Morales, K.; Guzmán-Games, F.J.; Eduardo-Pulido, J. ICT Acceptance by University Professors: Knowledge, Attitude, and Practicality. Rev. Electrónica Educ. 2017, 21, 99–116. [Google Scholar] [CrossRef]
- Marcelo, C.; Yot, C.; Mayor, C. Enseñar con tecnologías digitales en la Universidad. Comunicar 2015, 22, 117–124. [Google Scholar]
- Buarki, H. ICT skills evaluation of faculty members in Kuwait; Preliminary findings. Inf. Dev. 2016, 32, 777–798. [Google Scholar] [CrossRef]
- Ojeniyi, A.O.; Adetimirin, A.E. ICT literacy skills and electronic information resources use by lecturers in two private universities in Oyo State, Nigeria. Libr. Philos. Pract. (E-J.) 2016, 1–19. Available online: https://digitalcommons.unl.edu/libphilprac/1443/ (accessed on 15 June 2020).
- Capilla, M.M.; Torres, J.M.T.; Sánchez, F.R. Percepción del profesorado y alumnado universitario ante las posibilidades que ofrecen las TIC en su integración en el proceso educativo: reflexiones, experiencias e investigación en la Facultad de educación de Granada. EDMETIC 2016, 5, 113–142. [Google Scholar] [CrossRef] [Green Version]
- Gonzalez-Alfaya, M.E.; Lopez-Jimenez, M.A.; Lopez-Lorente, A.I.; Soriano Dotor, M.L.; Valcarcel, M. How do university teachers use digital technologies in class? Redu-Rev. De Docencia Univ. 2017, 15, 295–313. [Google Scholar] [CrossRef] [Green Version]
- Magen-Nagar, N.; Maskit, D. Integrating ICT in teacher colleges - A change process. J. Inf. Technol. Educ. Res. 2016, 15, 211–232. [Google Scholar] [CrossRef] [Green Version]
- Cabero, J.; Barroso, J. ICT teacher training: a view of the TPACK model. Cult. Y Educ. 2016, 28, 633–663. [Google Scholar] [CrossRef]
- Mercader, C.; Sallán, J.G. ¿ Cómo utiliza el profesorado universitario las tecnologías digitales en sus aulas? Redu. Rev. De Docencia Univ. 2017, 15, 257–274. [Google Scholar] [CrossRef] [Green Version]
- Maraver-López, P.; Nunes, C.; Hernando-Gómez, Á. Teachers’ perceptions Of Their Use of Moodle in Higher Education. Interdiscip. Soc. Hum. Sci. 2016, 5, 288–295. [Google Scholar]
- Sánchez-Santamaría, J.; Ramos-Pardo, F.J.; Sánchez-Antolín, P. The student’s perspective: teaching usages of Moodle at University. In Proceedings of the ICERI2012 Conference, Madrid, Spain, 19–21 November 2012; pp. 2968–2973. [Google Scholar]
- García-Valcárcel, A.; Basilotta, V.; Cabezas, M.; Casillas, S.; González, L.; Hernández, A.; Mena, J.J. La formación del profesorado universitario en Tecnologías de la Información y la Comunicación en la Universidad de Salamanca. Relatec. Rev. Latinoam. De Tecnol. Educ. 2015, 14, 75–88. [Google Scholar] [CrossRef]
- El-Bahsh, R.; Daoud, M. Evaluating the use of Moodle to achieve effective and interactive learning: A case study at the German Jordanian University. In Proceedings of the 35th Annual IEEE International Conference on Computer Communications, San Francisco, CA, USA, 10–15 April 2016; pp. 1–5. [Google Scholar]
- Rodrigues, S.; Rocha, A.; Abreu, A. Needs and expectations faced with the Moodle platform and institutional support available: The case of ISCAP. In Proceedings of the 2018 13th Iberian Conference on Information Systems and Technologies (CISTI). IEEE, Cáceres, Spain, 13–16 June 2018; pp. 1–6. [Google Scholar] [CrossRef]
- Akpan, C.P. ICT Competence and Lecturers’ Job Efficacy: A Study of Two Universities in Nigeria. Afr. High. Educ. Rev. 2014, 8, 35–43. [Google Scholar]
- Ashrafzadeh, A.; Sayadian, S. University instructors’ concerns and perceptions of technology integration. Comput. Hum. Behav. 2015, 49, 62–73. [Google Scholar] [CrossRef]
- Scherer, R.; Siddiq, F.; Teo, T. Becoming more specific: Measuring and modeling teachers’ perceived usefulness of ICT in the context of teaching and learning. Comput. Y Educ. 2015, 88, 202–214. [Google Scholar] [CrossRef]
- Nwankwor, N.A. Application of ICT-Based facilities for Teaching Among Technology Education Lecturers in Nigerina Tertiary Institutions in North-East, Nigeria. Int. J. Educ. Res. Technol. 2018, 9, 30–40. [Google Scholar]
- Siddiq, F.; Scherer, R.; Tondeur, J. Teachers’ emphasis on developing students’ digital information and communication skills (TEDDICS): A new construct in 21st century education. Comput. Y Educ. 2016, 92, 1–14. [Google Scholar] [CrossRef] [Green Version]
- Salcedo Frisancho, A. Uso de las TIC para la enseñanza en docentes universitarios. Ph.D. Thesis, Pontificia Universidad Católica Del Perú, Lima, Peru, 2019. [Google Scholar]
- Kunda, D.; Chembe, C.; Mukupa, G. Factors that influence Zambian higher education lecturer’s attitude towards integrating ICTs in teaching and research. JOTSE 2018, 8, 360–384. [Google Scholar] [CrossRef] [Green Version]
- Jegede, P.O.; Dibu-Ojerinde, O.O.; Ilori, M.O. Relationships between ICT competence and attitude among some Nigerian tertiary institution lecturers. Educ. Res. Rev. 2007, 2, 172–175. [Google Scholar]
- Kerlinger, F.N.; Lee, H.B.; Pineda, L.E.; Mora Magaña, I. Investigación del comportamiento; McGraw Hill: Mexico City, Mexico, 2002. [Google Scholar]
- Ministerio de Educación, C. y D. (MECD). Datos y cifras del sistema universitario español. 2019. Available online: http://bit.ly/2Tafd4N (accessed on 15 May 2020).
- Chen, Y. Spatial autocorrelation approaches to testing residuals from least squares regression. PLoS ONE 2016, 11, 1–19. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Chan, Y.H. Biostatistics 201: linear regression analysis. Singap. Med J. 2004, 45, 55–61. [Google Scholar]
- Ghani, I.M.M.; Ahmad, S. Stepwise multiple regression method to forecast fish landing. Procedia-Soc. Behav. Sci. 2010, 8, 549–554. [Google Scholar] [CrossRef] [Green Version]
- Guillén-Gámez, F.D.; Mayorga-Fernández, M.J. Quantitative-comparative research on digital competence in students, graduates and professors of faculty education: An analysis with ANOVA. Educ. Inf. Technol. 2020, 1–18. [Google Scholar] [CrossRef]
- Guillén-Gámez, F.D.; Mayorga-Fernández, M.J. Identification of variables that predict teachers’ attitudes toward ICT in higher education for teaching and research: A study with regression. Sustainability 2020, 12, 1312. [Google Scholar] [CrossRef] [Green Version]
M | Me | Sd | ||
---|---|---|---|---|
to teaching | Multimedia presentations | 9.04 | 10.00 | 1.36 |
Text processors | 8.86 | 10.00 | 1.47 | |
Learning management system (LMS) | 7.87 | 8.00 | 2.16 | |
Google + (Docs, Drive, Sites) | 6.64 | 7.00 | 2.44 | |
Online tutorials (Hangout, Blackboard, AdobeConnect) | 5.37 | 5.00 | 2.82 | |
Educational forums to configure activities | 5.07 | 5.00 | 2.72 | |
Content platforms (Blogger, WordPress) | 4.53 | 4.00 | 2.47 | |
Total Dimension | 47.39 | 47.00 | 10.62 | |
to evaluate | Rubrics through LMS | 6.02 | 6.00 | 2.83 |
Test type controls through Moodle | 5.90 | 6.00 | 2.84 | |
Forums configured to evaluate activities | 5.10 | 5.00 | 2.79 | |
E-porfolio | 4.52 | 4.00 | 2.65 | |
Total Dimension | 21.54 | 21.00 | 8.75 | |
to research | Searchers to consult bibliography (Google Scholar) | 8.09 | 8.00 | 1.95 |
Database searchers (WoS, Dialnet, Theseus, Eric) | 7.55 | 8.00 | 2.15 | |
Journals websites JCR and SJR. | 6.83 | 7.00 | 2.36 | |
Quantitative software (SPSS, Minitab, Mplus, R, Excel) | 6.35 | 6.00 | 2.57 | |
Social networks (Researchgate, Academy) | 6.17 | 6.00 | 2.49 | |
Researcher profile (Researcher ID, ORCID) | 6.12 | 6.00 | 2.36 | |
Bibliographic citations (Mendeley, Refworks, EasyBIB) | 6.00 | 6.00 | 2.60 | |
Qualitative software (ATLAS.ti, NVivo, MAXQDA) | 3.71 | 3.00 | 2.24 | |
Total Dimension | 50.82 | 50.00 | 13.89 | |
Total PDC-TER | 119.75 | 118.00 | 28.11 |
Variables | Coefficients β | t | Sig. | Tolerance | VIF |
---|---|---|---|---|---|
Constant | 113.725 | 45.143 | 0.001 | ||
No. Masters | 0.158 | 4.686 | 0.001 | 0.960 | 1.042 |
No. Projects | 0.142 | 4.228 | 0.001 | 0.961 | 1.041 |
No. stays | 0.099 | 2.927 | 0.004 | 0.951 | 1.051 |
Experience | −0.079 | −2.335 | 0.020 | 0.944 | 1.059 |
Gender | −0.005 | −0.138 | 0.890 | 0.985 | 1.015 |
Sexennium | 0.029 | 0.786 | 0.432 | 0.777 | 1.287 |
PhD | −0.012 | −0.328 | 0.743 | 0.878 | 1.139 |
Age | −0.032 | −0.539 | 0.590 | 0.302 | 3.306 |
Variables | Coefficients β | t | Sig. | Tolerance | VIF |
---|---|---|---|---|---|
Constant | 48.855 | 25.281 | 0.001 | ||
No. Masters | 0.149 | 4.290 | 0.001 | 0.914 | 1.095 |
No. Project | 0.093 | 2.748 | 0.006 | 0.960 | 1.042 |
No. stays | 0.072 | 2.101 | 0.036 | 0.941 | 1.063 |
Experience | 0.078 | 1.336 | 0.182 | 0.322 | 3.110 |
Gender | −0.005 | −0.143 | 0.886 | 0.986 | 1.014 |
Sexennium | −0.066 | −1.731 | 0.084 | 0.747 | 1.339 |
PhD | −0.056 | −1.549 | 0.122 | 0.847 | 1.181 |
Age | −0.089 | −2.519 | 0.012 | 0.888 | 1.126 |
Variables | Coefficients β | t | Sig. | Tolerance | VIF |
---|---|---|---|---|---|
Constant | 20.125 | 51.579 | 0.001 | ||
No. Masters | 0.183 | 5.469 | 0.010 | 1.000 | 1.000 |
No. Project | 0.056 | 1.663 | 0.097 | 0.998 | 1.002 |
No. stays | 0.052 | 1.555 | 0.120 | 1.000 | 1.000 |
Experience | −0.016 | −0.465 | 0.642 | 0.961 | 1.040 |
Gender | 0.001 | 0.024 | 0.981 | 0.997 | 1.003 |
Sexennium | 0.002 | 0.059 | 0.953 | 0.908 | 1.101 |
PhD | −0.050 | −1.461 | 0.144 | 0.971 | 1.030 |
Age | −0.030 | −0.873 | 0.383 | 0.916 | 1.091 |
Variables | Coefficients β | t | Sig. | Tolerance | VIF |
---|---|---|---|---|---|
Constant | 47.857 | 38.087 | 0.001 | ||
No. Masters | 0.110 | 3.192 | 0.001 | 0.895 | 1.117 |
No. Project | 0.171 | 5.094 | 0.001 | 0.942 | 1.062 |
No. stays | 0.105 | 3.109 | 0.002 | 0.931 | 1.075 |
Experience | −0.148 | −4.213 | 0.001 | 0.861 | 1.161 |
Gender | −0.004 | −0.112 | 0.911 | 0.984 | 1.016 |
Sexennium | 0.130 | 3.518 | 0.001 | 0.777 | 1.287 |
PhD | 0.054 | 1.536 | 0.125 | 0.849 | 1.178 |
Age | 0.055 | 0.914 | 0.361 | 0.291 | 3.440 |
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Guillén-Gámez, F.D.; Mayorga-Fernández, M.J. Prediction of Factors That Affect the Knowledge and Use Higher Education Professors from Spain Make of ICT Resources to Teach, Evaluate and Research: A Study with Research Methods in Educational Technology. Educ. Sci. 2020, 10, 276. https://doi.org/10.3390/educsci10100276
Guillén-Gámez FD, Mayorga-Fernández MJ. Prediction of Factors That Affect the Knowledge and Use Higher Education Professors from Spain Make of ICT Resources to Teach, Evaluate and Research: A Study with Research Methods in Educational Technology. Education Sciences. 2020; 10(10):276. https://doi.org/10.3390/educsci10100276
Chicago/Turabian StyleGuillén-Gámez, Francisco D., and María J. Mayorga-Fernández. 2020. "Prediction of Factors That Affect the Knowledge and Use Higher Education Professors from Spain Make of ICT Resources to Teach, Evaluate and Research: A Study with Research Methods in Educational Technology" Education Sciences 10, no. 10: 276. https://doi.org/10.3390/educsci10100276
APA StyleGuillén-Gámez, F. D., & Mayorga-Fernández, M. J. (2020). Prediction of Factors That Affect the Knowledge and Use Higher Education Professors from Spain Make of ICT Resources to Teach, Evaluate and Research: A Study with Research Methods in Educational Technology. Education Sciences, 10(10), 276. https://doi.org/10.3390/educsci10100276