Abstract
The purpose of this study was to examine the direct and indirect effects of teachers’ individual characteristics and perceptions of environmental factors that influence their technology integration in the classroom. A research-based path model was developed to explain causal relationships between these factors and was tested based on data gathered from 1,382 Tennessee public school teachers. The results provided significant evidence that the developed model is useful in explaining factors affecting technology integration and the relationships between the factors.
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References
Albion, P. R. (2001). Some factors in the development of self-efficacy beliefs for computer use among teacher education students. Journal of Technology and Teacher Education, 9(3), 321–347.
Allen, M. P. (1997). Understanding regression analysis. New York: NetLibrary, Inc.
Angeli, C., & Valanides, N. (2009). Epistemological and methodological issues for the conceptualization, development, and assessment of ICT-TPCK: Advances in technological pedagogical content knowledge (TPCK). Computers & Education, 52(1), 154–168.
Barron, A. E., Ivers, K. S., Lilavois, N., & Wells, J. A. (2006). Technologies for education: A practical guide (5th ed.). Westport, CT: Libraries Unlimited.
Bausell, C. V. (2008). Tracking U.S. trends. Education Week: Technology Counts 2008, 27(30), 39–42.
Baylor, A. L., & Ritchie, D. (2002). What factors facilitate teacher skill, teacher morale, and perceived student learning in technology-using classrooms? Computers & Education, 39(4), 395–414.
Bebell, D., Russell, M., & O’Dwyer, L. (2004). Measuring teachers’ technology uses: Why multiple-measures are more revealing. Journal of Research on Technology in Education, 37(1), 45–63.
Becker, H. J., & Ravitz, J. (1999). The influence of computer and interned use on teachers’ pedagogical practices and perceptions. Journal of Research on Computing in Education, 31(4), 356–384.
Becker, H. J., & Ravitz, J. L. (2001). Computer use by teachers: Are Cuban’s predictions correct? Paper presented at the Annual Meeting of the American Educational Research Association, Seattle, WA.
Bitter, G. G., & Legacy, J. M. (2008). Using technology in the classroom (7th ed.). Boston, MA: Allyn & Bacon.
Brown, J. S., & Adler, R. P. (2008). Minds on fire: Open education, the long tail, and learning 2.0. EDUCAUSE Review, 43(1), 16–33.
Chen, C. H. (2008). Why do teachers not practice what they believe regarding technology integration? Journal of Educational Research, 102(1), 65–75.
Clark, K. (2006). Practices for the use of technology in high schools: A Delphi study. Journal of Technology and Teacher Education, 14(3), 481–499.
Corbeil, J. R., & Valdes-Corbeil, M. E. (2007). Globalizing professional development: The evaluation of a collaborative computer-mediated professional development program. Issues in Information Systems, 8(2), 76–82.
Cox, M., & Marshall, G. (2007). Effects of ICT: Do we know what we should know? Education and Information Technologies, 12(2), 59–70.
Creswell, J. W., & Plano Clark, V. L. (2007). Designing and conducting mixed methods research. Thousand Oaks, CA: Sage Publications.
Cuban, L. (2001). Oversold and underused: Computers in the classroom. Cambridge, MA: Harvard University Press.
Cuban, L., Kirkpatrick, H., & Peck, C. (2001). High access and low use of technologies in high school classrooms: Explaining an apparent paradox. American Educational Research Journal, 38(4), 813–834.
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(2), 319–340.
Davis, N., Preston, C., & Sahin, I. (2009). ICT teacher training: Evidence for multilevel evaluation from a national initiative. British Journal of Educational Technology, 40(1), 135–148.
Dawson, C., & Rakes, G. C. (2003). The influence of principals’ technology training on integration of technology into schools. Journal of Research on Technology in Education, 36(1), 29–49.
Dexter, S., Doering, A. H., & Riedel, E. S. (2006). Content area specific technology integration: A model for educating teachers. Journal of Technology and Teacher Education, 14(2), 325–345.
Drent, M. (2006, April). Innovative use of ICT by teacher educators: Influencing factors. Paper presented at the Annual Meeting of the American Educational Research Association, San Francisco, CA.
Ertmer, P. A. (2005). Teacher pedagogical beliefs: The final frontier in our quest for technology integration? Educational Technology Research and Development, 53(4), 25–39.
Ertmer, P. A., Gopalakrishnan, S., & Ross, E. (2001). Comparing perceptions of exemplary technology use to best practice. Journal of Research on Technology in Education, 33(5). Retrieved March 5, 2008, from http://www.iste.org/Content/NavigationMenu/Publications/JRTE/Issues/Volume_331/Number_5_Summer_2001/jrce-33-5-ertmer.pdf.
Ertmer, P. A., & Hruskocy, C. (1999). Impacts of a university–elementary school partnership designed to support technology integration. Educational Technology Research and Development, 47(1), 81–96.
Eteokleous, N. (2008). Evaluating computer technology integration in a centralized school system. Computers & Education, 51(2), 669–686.
Foster, J. J., Barkus, E., & Yavorsky, C. (2005). Understanding and using advanced statistics. London: Sage Publications.
Grant, M., Ross, S. M., Wang, W., & Potter, A. (2005). Computers on wheels: An alternative to ‘each one has one’. British Journal of Educational Technology, 36(6), 1017–1034.
Hernandez-Ramos, P. (2005). If not here, where? Understanding teachers’ use of technology in Silicon Valley schools. Journal of Research on Technology in Education, 38(1), 39–64.
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.
Hightower, A.E. (2009, March). Tracking U.S. trends: States earn B average for policies supporting educational technology use. Education Week: Technology Counts, 28.
Hohlfeld, T. N., Ritzhaupt, A. D., Barron, A. E., & Kemker, K. (2008). Examining the digital divide in K-12 public schools: Four-year rrends for supporting ICT literacy in Florida. Computers & Education, 51(4), 1648–1663.
Holland, P. E. (2001). Professional development in technology: Catalyst for school reform. Journal of Technology and Teacher Education, 9(2), 245–267.
Inan, F. A., Lowther, D. L., Ross, S. M., & Strahl, J. D. (2009). Pattern of classroom activities during students’ use of computers: Relations between instructional strategies and computer applications. Teaching and Teacher Education. doi:10.1016/j.tate.2009.06.017.
Jimoyiannisa, A., & Komisb, V. (2007). Examining teachers’ beliefs about ICT in education: Implications of a teacher preparation programme. Teacher Development, 11(2), 149–173.
Jonassen, D., Howland, J., Marra, R., & Crismond, D. (2008). Meaningful learning with technology. Upper Saddle River: NJ: Pearson, Merrill Prentice Hall.
Jones, S., & Madden, M. (2002). The Internet goes to college: How students are living in the future with today’s technology. Washington, DC: Pew Internet & American Life Project.
Judson, E. (2006). How teachers integrate technology and their beliefs about learning: Is there a connection? Journal of Technology and Teacher Education, 14(3), 581–597.
Kanaya, T., Light, D., & Culp, K. M. (2005). Factors influencing outcomes from a technology-focused professional development program. Journal of Research on Technology in Education, 37(2), 313–329.
Keith, T. Z. (1988a). Path analysis: An introduction for school psychologists. School Psychology Review, 17(2), 343–362.
Keith, T. Z. (1988b). Using path analysis to test the importance of manipulable infuluences on school learning. School Psychology Review, 17(4), 637–643.
Klem, L. (1995). Path analysis. In L. G. Grimm & P. R. Yarnold (Eds.), Reading and understanding multivariate statistics. Washington, DC: American Psychological Association.
Kline, R. B. (2005). Principles and practice of structural equation modeling (2nd ed.). New York, NY: Guilford Press.
Levin, T., & Wadmany, R. (2008). Teachers’ views on factors affecting effective integration of information technology in the classroom: Developmental scenery. Journal of Technology and Teacher Education, 16(2), 233–263.
Lih-Juan, C., Jon-Chao, H., Jeou-Shyan, H., Shih-Hui, C., & Hui-Chuan, C. (2006). Factors influencing technology integration in teaching: A Taiwanese perspective. Innovations in Education & Teaching International, 43(1), 57–68.
Lim, C. P., & Chai, C. S. (2008). Teachers’ pedagogical beliefs and their planning and conduct of computer-mediated classroom lesson. British Journal of Educational Technology, 39(5), 807–828.
Lowther, D. L., Inan, F. A., Strahl, J. D., & Ross, S. M. (2008). Does technology integration “work” when key barriers are removed? Educational Media International, 45(3), 189–206.
Lowther, D. L., & Ross, S. M. (2000). Teacher Technology Questionnaire (TTQ). Memphis, TN: Center for Research in Educational Policy, The University of Memphis.
Lumpe, A. T., & Chambers, E. (2001). Assessing teachers’ context beliefs about technology use. Journal of Research on Technology in Education, 34(1), 93–107.
Ma, W. W. K., Andersson, R., & Streith, K. O. (2005). Examining user acceptance of computer technology: An empirical study of student teachers. Journal of Computer Assisted Learning, 21(6), 387–395.
Mathews, J. G., & Guarino, A. J. (2000). Predicting teacher computer use: A path analysis. International Journal of Instructional Media, 27(4), 385–392.
Mims, C., Polly, D., Shepherd, C., & Inan, F. A. (2006). Examining PT3 projects designed to improve preservice education. TechTrends, 50(3), 16–24.
Morrison, G. M., & Lowther, D. L. (2010). Integrating computer technology into the classroom (4th ed.). Upper Saddle River, NJ: Pearson, Merrill Prentice Hall.
Mouza, C. (2003). Learning to teach with new technology: Implications on professional development. Journal of Research on Technology in Education, 35(2), 272–289.
Muir-Herzig, R. G. (2004). Technology and its impact in the classroom. Computers & Education, 42(2), 111–131.
Mumtaz, S. (2005). Factors affecting teachers’ use of information and communications technology: A review of the literature. Technology, Pedagogy and Education, 9(3), 319–342.
Nachmias, R., Mioduser, D., Cohen, A., Tubin, D., & Forkosh-Baruch, A. (2004). Factors involved in the implementation of pedagogical innovations using technology. Education and Information Technologies, 9(3), 291–308.
National Center for Education Statistics (2000). Teachers’ tools for the 21st century: A report on teachers’ use of technology (No. NCES 2000102). Washington, DC: U.S. Government Printing Office.
National Center for Education Statistics. (2004). Digest of Education Statistics 2003 (No. NCES 2005–025). Washington, DC: U.S. Government Printing Office.
National Center for Education Statistics. (2008). Digest of Education Statistics 2007 (No. NCES 2008–022). Washington, DC: U.S. Government Printing Office.
Newhouse, C. P. (2001). A follow-up study of students using portable computers at a secondary school. British Journal of Educational Technology, 32(2), 209–219.
Newhouse, P., & Rennie, L. (2001). A longitudinal study of the use of student-owned portable computers in a secondary school. Computers & Education, 36(3), 223–243.
Niederhauser, D. S., & Stoddart, T. (2001). Teachers’ instructional perspectives and use of educational software. Teaching and Teacher Education, 17(1), 15–31.
Norris, C., Sullivan, T., Poirot, J., & Soloway, E. (2003). No access, no use, no impact: Snapshot surveys of educational technology in K-12. Journal of Research on Technology in Education, 36(1), 15–27.
O’Dwyer, L., Russell, M., & Bebel, D. (2004). Elementary teachers’ use of technology: Characteristics of teachers, schools, and districts associated with technology use. Boston, MA: Technology and Assessment Study Collaborative, Boston College.
Petraitis, P. S. (1996). Inferring multiple causality: The limitations of path analysis. Functional Ecology, 10(4), 421–431.
Raykov, T., & Marcoulides, G. A. (2000). A first course in structural equation modeling. Mahwah, NJ: Lawrence Erlbaum Associates.
Ringstaff, C., & Kelly, L. (2002). The learning return on our educational technology investment: A review of findings from research. San Francisco, CA: WestEd RTEC.
Robertson, J. (2002). The ambiguous embrace: Twenty years of IT (ICT) in UK primary schools. British Journal of Educational Technology, 33(4), 403–409.
Robinson, W. I. (2003). External, and internal factors which predict teachers’ computer usage in K-12 classrooms. Detroit, MI: Wayne State University.
Ross, J. A., Hogaboam-Gray, A., & Hannay, L. (1999). Predictors of teachers’ confidence in their ability to implement computer-based instruction. Journal of Educational Computing Research, 21(1), 75–97.
Ross, S. M., & Lowther, D. L. (2003). Impacts of the Co-nect school reform design on classroom instruction, school climate, and student achievement in inner-city schools. Journal of Education for Students Placed at Risk, 8(2), 215–246.
Ross, S. M., Smith, L. J., Alberg, M., & Lowther, D. L. (2004). Using classroom observations as a research and formative evaluation tool in educational reform: The School Observation Measure. In H. C. Waxman, R. G. Tharp, & R. S. Hilberg (Eds.), Observational research in U.S. classrooms: New approaches for understanding cultural and linguistic diversity. Cape Town, South Africa: Cambridge University Press.
Russell, M., Bebell, D., O’Dwyer, L., & O’Connor, K. (2003). Examining teacher technology use: Implications for preservice and inservice teacher preparation. Journal of Teacher Education, 54(4), 297–310.
Rutherford, J. (2004). Technology in the schools. Technology in Society, 26(2–3), 149–160.
Sandholtz, J. H., & Reilly, B. (2004). Teachers, not technicians: Rethinking technical expectations for teachers. Teachers College Record, 106(3), 487–512.
Sandholtz, J. H., Ringstaff, C., & Dwyer, D. C. (1997). Teaching with technology: Creating student-centered classrooms. New York: Teachers College Press.
Scheffler, F. L., & Logan, J. P. (1999). Computer technology in schools: What teachers should know and be able to do. Journal of Research on Computing in Education, 31(3), 305–365.
Schneider, B., Carnoy, M., Kiopatrick, J., Schmidt, W. H., & Shavelson, R. J. (2007). Estimating causal effects using experimental and observational designs: A think tank white paper. Washington, DC: American Educational Research Association.
Schreiber, J. B., Nora, A., Stage, F. K., Barlow, E. A., & King, J. (2006). Reporting structural equation modeling and confirmatory factor analysis results: A review. Journal of Educational Research, 99(6), 323–337.
Schumacker, R. E., & Lomax, R. G. (2004). A beginner’s guide to structural equation modeling. Mahwah, NJ: Lawrence Erlbaum Associates.
Shiue, Y. M. (2007). Investigating the sources of teachers’ instructional technology use through the decomposed theory of planned behavior. Journal of Educational Computing Research, 36(4), 425–453.
Smaldino, S. E., Lowther, D. L., & Russell, J. D. (2008). Instructional technology and media for learning (8th ed.). Upper Saddle River, NJ: Pearson Education.
Smeets, E. (2005). Does ICT contribute to powerful learning environments in primary education? Computers & Education, 44(3), 343–355.
Snoeyink, R., & Ertmer, P. A. (2002). Thrust into technology: How veteran teachers respond. Educational Administration Abstracts, 37(3), 279–412.
Stage, F. K., Carter, H. C., & Nora, A. (2004). Path analysis: An introduction and analysis of a decade of research. Journal of Educational Research, 98(1), 5–12.
Sterbinsky, A., & Burke, D. (2004). Tennessee EdTech Accountability Model (TEAM) Reliability Study. Alexandria, VA: The CNA Corporation.
Teddlie, C., & Tashakkori, A. (2009). Foundations of mixed methods research: Integrating quantitative and qualitative approaches in the social and behavioral sciences. Los Angeles, CA: Sage Publications.
Tomarken, A. J., & Waller, N. G. (2005). Structural equation modeling: Strengths, limitations, and misconceptions. Annual Review of Clinical Psychology, 1(1), 31–65.
Tondeur, J., Valcke, M., & Van Braak, J. (2008). A multidimensional approach to determinants of computer use in primary education: Teacher and school characteristics. Journal of Computer Assisted Learning, 24(6), 494–506.
Valcke, M., Rots, I., Verbeke, M., & van Braak, J. (2007). ICT teacher training: Evaluation of the curriculum and training approach in Flanders. Teaching & Teacher Education, 23(6), 795–808.
Van Braak, J. (2001). Individual characteristics influencing teachers’ class use of computers. Journal of Educational Computing Research, 25(2), 141–157.
Van Braak, J., Tondeur, J., & Valcke, M. (2004). Explaining different types of computer use among primary school teachers. European Journal of Psychology of Education, 19(4), 407–422.
Van Melle, E., Cimellaro, L., & Shulha, L. (2003). A dynamic framework to guide the implementation and evaluation of educational technologies. Education and Information Technologies, 8(3), 267–285.
Vannatta, R. A., & Fordham, N. (2004). Teacher dispositions as predictors of classroom technology use. Journal of Research on Technology in Education, 36(3), 253–271.
Weston, R., & Gore, P. A. (2006). A brief guide to structural equation modeling. Counseling Psychologist, 34(5), 719–751.
Windschitl, M., & Sahl, K. (2002). Tracing teachers’ use of technology in a laptop computer school: The interplay of teacher beliefs, social dynamics and institutional culture. American Educational Research Journal, 39(1), 165–205.
Wolfle, L. M. (1985). Application of causal models in higher education. In J. C. Smart (Ed.), Higher education: Handbook of theory and research (pp. 381–413). New York: Agathon Press.
Wolfle, L. M. (2003). The introduction of path analysis to the social sciences, and some emergent themes: An annotated bibliography. Structural Equation Modeling, 10(1), 1–34.
Wolfle, L. M., & Ethington, C. A. (1985). GEMINI: Program for analysis of structural equations with standard errors of indirect effects. Behavior Research Methods, Instruments, & Computers, 17, 581–584.
Wozney, L., Venkatesh, V., & Abrami, P. (2006). Implementing computer technologies: Teachers’ perceptions and practices. Journal of Technology and Teacher Education, 14(1), 173–207.
Zhao, Y., & Frank, K. A. (2003). Factors affecting technology uses in schools: An ecological perspective. American Educational Research Journal, 40(4), 807–840.
Zhao, Y., Lei, J., & Frank, K. A. (2006). The social life of technology: An ecological analysis of technology diffusion in schools. Pedagogies, 1(2), 135–149.
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Inan, F.A., Lowther, D.L. Factors affecting technology integration in K-12 classrooms: a path model. Education Tech Research Dev 58, 137–154 (2010). https://doi.org/10.1007/s11423-009-9132-y
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DOI: https://doi.org/10.1007/s11423-009-9132-y