Teachers’ attitudes towards the use of virtual simulations: Design and validation of a questionnaire
Actitud del profesorado hacia el uso de simulaciones virtuales: diseño y validación de un cuestionario
DOI
10.22550/2174-0909.4165
Abstract
Virtual simulations in science classes are not used as often as might be expected if we consider the demonstrated improvement in students’ conceptual learning, the development of their skills, and their acquisition of positive emotions. This makes it necessary to identify teachers’ attitudes and perceptions to the use of these tools. The aim of this work is to construct and validate an instrument for measuring the attitudes of secondary education teachers towards the use of virtual simulations in STEM fields. Based on an in-depth theoretical review, we developed an initial questionnaire that was subjected to a process of expert validation and a pilot study. A questionnaire comprising 27 items was obtained, which was applied to 783 secondary school teachers in Spain. After carrying out confirmatory factor analysis, a scale comprising five factors was obtained. The psychometric analyses displayed satisfactory fit indices that prove the discriminant and convergent validity of the model. The result is a useful instrument for determining the principal factors that discourage teachers from habitually using simulations. This enables the design of training proposals that take teachers’ prior attitudes into account.
Financiación | Funding
This study has been funded by a research project of the Universidad Internacional de La Rioja (UNIR): Proyecto-Propio UNIR2022.
Referencias | References
Albirini, A. (2006). Teachers’ attitudes toward information and communication technologies: The case of Syrian EFL teachers. Computers & Education, 47 (4), 373–398. https://doi.org/10.1016/j.compedu.2004.10.013
Amin, D. I., & Ikhsan, J. (2021). Improving higher order thinking skills via semi second life. European Journal of Educational Research, 10 (1), 261-274. https://doi.org/10.12973/eu-jer.10.1.261
Cai, Z., Fan, X., & Du, J. (2017). Gender and attitudes toward technology use: A meta-analysis. Computers & Education, 105, 1-13. https:// doi.org/10.1016/j.compedu.2016.11.003
Carroll, J. B. (1978). How shall we study individual differences in cognitive abilities? Methodological and theoretical perspectives. Intelligence, 2 (2), 87-115. https://doi.org/10.1016/0160-2896(78)90002-8
Chan, P., Van Gerven, T., Dubois, J., & Bernaerts, K. (2021). Virtual chemical laboratories: A systematic literature review of research, technologies and instructional design. Computers and Education Open, 2, 100053. https://doi.org/10.1016/j.caeo.2021.100053
Chen, S., Chang, W., Lai, C., & Tsai, C. (2014). A comparison of students’ approaches to inquiry, conceptual learning, and attitudes in simulation-based and microcomputer-based laboratories. Science Education, 98 (5), 905-935. https://doi.org/10.1002/sce.21126
D’Angelo, C., Rutstein, D., Harris, C., Bernard, R., Borokhovski, E., & Haertel, G. (2014). Simulations for STEM learning: Systematic review and meta-analysis. SRI Ecucation.
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). User acceptance of computer technology: A comparison of two theoretical models. Management science, 35 (8), 982-1003. https://doi.org/10.1287/mnsc.35.8.982
De Jong, T., & Van Joolingen, W. R. (1998). Scientific discovery learning with computer simulations of conceptual domains. Review of Educational Research, 68 (2), 179-201. https://doi.org/10.3102/00346543068002179
de Pro, A., de Pro, C., & Cantó, J. (2022). Cinco problemas en la formación de maestros y maestras para enseñar ciencias en Educación Primaria. Revista Interuniversitaria de Formación del Profesorado, 97 (36.1), 185-202. https://doi.org/10.47553/rifop.v97i36.1.92510
Durán, M. J., Gallardo, S., Toral, S. L., Martínez- Torres, R., & Barrero, F. J. (2007). A learning methodology using Matlab/Simulink for undergraduate electrical engineering courses attending to learner satisfaction outcomes. International Journal of Technology and Design Education, 17 (1), 55-73. https://doi.org/10.1007/s10798-006-9007-z
Fan, X., & Geelan, D. (2013). Enhancing students’ scientific literacy in science education using interactive simulations: A critical literature review. Journal of Computers in Mathematics and Science Teaching, 32 (2), 125-171.
Ferrando, P. J., & Anguiano-Carrasco, C. (2010). El análisis factorial como técnica de investigación en psicología [Factor analysis as a research technique in psychology]. Papeles del Psicólogo, 31 (1), 18-3. https://www.papelesdelpsicolo-go.es/pdf/1793.pdf
Gargallo, B., Suárez, J., & Almerich, G. (2006). La influencia de las actitudes de los profesores en el uso de las nuevas tecnologías. Revista Española de Pedagogía, 64 (233), 45-66.
Gómez, R., Palacios, A., Moreno-Mediavilla, D., & Barreras, Á. (2022). Competencias docentes en el uso de simulaciones virtuales STEM: diseño y validación de un instrumento de medida (CDUSV) [Teacher competences in the use of STEM virtual simulations: design and validation of a measurement instrument (CDUSV)]. Bordón, Revista de Pedagogía, 74 (4), 85-102.
Grant, J. S., & Davis, L. L. (1997). Selection and use of content experts for instrument development. Research in Nursing y Health, 20 (3), 269-274. https://doi.org/10.1002/ (SICI)1098-240X(199706)20:3%3C269::AID- NUR9 %3E3.0.CO;2-G
Green, S. B., & Yang, Y. (2015). Evaluation of dimensionality in the assessment of internal consistency reliability: Coefficient alpha and omega coefficients. Educational Measurement: Issues and Practices, 34 (4), 14-20. https://doi.org/10.1111/emip.12100
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2018). Multivariate data analysis (8.ª ed.). Cengage Learning.
Hew, K. F., & Brush, T. (2007). Integrating technology into K-12 teaching and learning: Current knowledge gaps and recommendations for future research. Educational Technology Research and Development, 55 (3), 223-252. https://doi.org/10.1007/s11423-006-9022-5
Khan, S. (2011). New pedagogies on teaching science with computer simulations. Journal of Science Education and Technology, 20 (3), 215-232. https://doi.org/10.1007/s10956-010-9247-2
Lai, C., Wang, Q., & Lei, J. (2012). What factors predict undergraduate students’ use of technology for learning? A case from Hong Kong. Computers & Education, 59 (2), 569-579. https://doi.org/10.1016/j.compedu.2012.03.006
Lee, W. C., Neo, W. L., Chen, D. T., & Lin, T. B. (2021). Fostering changes in teacher attitudes toward the use of computer simulations: Flexibility, pedagogy, usability and needs. Education and Information Technologies, 26 (4), 4905-4923. https://doi.org/10.1007/s10639-021-10506-2
Lehtinen, A., Nieminen, P., & Viiri, J. (2016). Pre-service teachers’ TPACK beliefs and attitudes toward simulations. Contemporary Issues in Technology and Teacher Education, 16 (2), 151-171.
Lynch, T., & Ghergulescu, I. (2017). Review of virtual labs as the emerging technologies for teaching STEM subjects. En L. Gómez, A. López, & I. Candel (Eds.), INTED2017 Proceedings. 11th International Technology, Education and Development Conference. March 6th-8th, 2017 - Valencia, Spain (pp. 6082-6091). IATED Academy. https://doi.org/10.21125/inted.2017.1422
Mardia, K. V. (1970). Measures of multivariate skewnees and kurtosis with applications. Biometrika, 57 (3), 519-530. https://doi.org/10.2307/2334770
Moral, J. (2019). Revisión de los criterios para validez convergente estimada a través de la varianza media extraída [Review of the criteria for convergent validity estimated through the extracted average variance]. Psychología, 13 (2), 25-41. https://revistas.usb.edu.co/index.php/Psychologia/article/view/4119
Moreno-Mediavilla, D., Palacios-Ortega, A., Gómez, R., & Barreras-Peral, A. (2023). Competencia digital docente en el uso de simulaciones virtuales: percepción del profesorado de áreas STEM [Teacher digital competence in the use of virtual simulations: STEM teachers’ perception]. Pixel-Bit. Revista de Medios y Educación, (68), 83-113. https://doi.org/10.12795/pixelbit.98768
Nunes, P. S., Nascimiento, M. M., Catarino, P., & Martins, P. (2020). Fatores que influenciam o uso de software educativo no ensino de matemática [Factors that influence the use of educational software in mathematics teaching]. REICE. Revista Iberoamericana Sobre Calidad, Eficacia y Cambio En Educación, 18 (3), 113-129. https://doi.org/10.15366/reice2020.18.3.006
Oliveira, A., Feyzi, R., Behnagh, Ni, L., Mohsinah, A., Burguess, K., & Guo, L. (2019). Emerging technologies as pedagogical tools for teaching and learning science: A literature review. Human Behaviour and Emerging Technology, 1 (2), 149-160. https://doi.org/10.1002/hbe2.141
Osborne, J. (2014). Teaching scientific practices: Meeting the challenge of change. Journal of Science Teacher Education, 25 (2), 177-196. https://doi.org/10.1007/s10972-014-9384-1
Padilla, S. (2018). Usos y actitudes de los formadores de docentes ante las TIC. Entre lo recomendable y la realidad de las aulas [Teachers trainer’s uses and attitudes before ICT. Between the advisible and the reality of classrooms]. Apertura, 10 (1), 132-148. https://doi.org/10.32870/ap.v10n1.1107
Paraskeva, F., Bouta, H., & Papagianni, A. (2008). Individual characteristics and computer self-efficacy in secondary education teachers to integrate technology in educational practice. Computers y Education, 50 (3), 1084-1091. https://doi.org/10.1016/j.compedu.2006.10.006
Plass, J. L., Milne, C., Homer, B. D., Schwartz, R. N., Hayward, E. O., Jordan, T., Verkuilen, J., Ng, F., Wang, Y., & Barrientos, J. (2012). Investigating the effectiveness of computer simulations for chemistry learning. Journal of Research in Science Teaching, 49 (3), 394-419. https://doi.org/10.1002/tea.21008
Pozuelo, J., Martín, J., Carrasquer, B., & Cascarosa, E. (2023). Percepciones del profesorado ante el uso de simuladores virtuales en el aula de ciencias [Teachers’ perceptions about the use of virtual simulators in the science classroom]. Revista Interuniversitaria de Formación del Profesorado. Continuación de la Antigua Re- vista de Escuelas Normales, 98 (37.2). https://doi.org/10.47553/rifop.v98i37.2.95842
Rutten, N., Van Joolingen, W. R., & Van der Veen, J. T. (2012). The learning effects of computer simulations in science education. Computers and Education, 58 (1), 136-153. https://doi.org/10.1016/j.compedu.2011.07.017
Sahin, A., Top, N., & Delen, E. (2016). Teachers’ first-year experience with chromebook laptops and their attitudes towards technology integration. Technology, knowledge, and learning, 21 (3), 361-378. https://doi.org/10.1007/s10758-016-9277-9
Shapka, J. D., & Ferrari, M. (2003). Computer-related attitudes and actions of teacher candidates. Computers in Human Behavior, 19 (3), 319-334. https://doi.org/10.1016/S0747-5632(02)00059-6
Stieff, M. (2019). Improving learning outcomes in secondary chemistry with visualization-supported inquiry activities. Journal of Chemical Education, 96 (7), 1300-1307. https://doi.org/10.1021/acs.jchemed.9b00205
Tate, M., Evermann, J., & Gable, G. (2015). An integrated framework for theories of individual attitudes toward technology. Information y Management, 52 (6), 710-727. https://doi.org/10.1016/j.im.2015.06.005
Teo, T. (2008). Pre-service teachers’ attitudes towards computer use: A Singapore survey. Australasian Journal of Educational Technology, 24 (4), 413-424. https://doi.org/10.14742/ajet.1201
Teo, T. (2012). Examining the intention to use technology among pre-service teachers: An integration of the technology acceptance model (TAM) and theory of planned behavior (TPB). Interactive Learning Environments, 20 (1), 3-18. https://doi.org/10.1080/10494821003714632
Teo, T., Milutinović, V., & Zhou, M. (2016). Modelling Serbian pre-service teachers’ attitudes towards computer use: A SEM and MIMIC approach. Computers y Education, 94, 77-88. https://doi.org/10.1016/j.compedu.2015.10.022
Trujillo, W., Curo, L., Paredes, L., & Carbajal, K. (2023). Eficiencia de los simuladores virtuales en la competencia de indagación para el aprendizaje de física elemental [Efficiency of virtual simulators in the inquiry competition for learning elementary physics]. Telos: Revista de Estudios Interdisciplinarios en Ciencias Sociales, 25 (2), 459-476.
Waight, N., Liu, X., Gregorius, R. M., Smith, E., & Park M. (2014) Teacher conceptions and approaches associated with an immersive instructional implementation of computer-based models and assessment in a secondary chemistry classroom. International Journal of Science Education, 36 (3), 467-505, https://doi.org/10.1080/09500693.2013.787506
Wen, C., Liu, C., Chang, H., Chang, C., Chang, M., Chiang, S. F., Yang, C., & Hwang, F. (2020). Students’ guided inquiry with simulation and its relation to school science achievement and scientific literacy. Computers y Education, 149. https://doi.org/10.1016/j.compedu.2020.103830
Wong, K. T., Teo, T. y Russo, S. (2012). Influence of gender and computer teaching efficacy on computer acceptance among Malaysian student teachers: An extended Technology Acceptance Model (TAM). Australasian Journal of Educational Technology, 28 (7), 1190-120. https://doi.org/10.14742/ajet.796
Wu, H. K., & Huang, Y. L. (2007). Ninth-grade student engagement in teacher-centered and student-centered technology-enhanced learning environments. Science Education, 91(5), 727-749. https://doi.org/10.1002/sce.20216
Xia, Y., & Yang, Y. (2019). RMSEA, CFI, and TLI in structural equation modeling with ordered categorical data: The story they tell depends on the estimation methods. Behavior Research Method, 51, 409 - 428. https://doi.org/10.3758/s13428-018-1055-2
Zacharia, Z. (2003). Beliefs, attitudes, and intentions of science teachers regarding the educational use of computer simulations and inquiry-based experiments in physics. Journal of Research in Science Teaching: The Official Journal of the National Association for Re- search in Science Teaching, 40 (8), 792-823. https://doi.org/10.1002/tea.10112
Citación recomendada | Recommended citation
Palacios, A., Gómez, R., Barreras, Á., & Moreno-Mediavilla, D. (2024). Teachers’ attitudes towards the use of virtual simulations: Design and validation of a questionnaire [Actitud del profesorado hacia el uso de simulaciones virtuales: diseño y validación de un cuestionario]. Revista Española de Pedagogía, 82 (289), 585-605. https://doi.org/10.22550/2174-0909.4165
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Palabras clave | Keywords
virtual simulations, teacher attitude, questionnaire, secondary teaching