A Technology Integration Education (TIE) Model for Millennial Preservice Teachers: Exploring the Canonical Correlation Relationships Among Attitudes, Subjective Norms, Perceived Behavioral Controls, Motivation, and Technological, Pedagogical, and Content Knowledge (TPACK) Competencies

Intellectual goods can follow the same pattern as physical goods with the product life cycle of birth, growth, maturity, and decline. For the intellectual good of technological, pedagogical, and content knowledge (TPACK), its birth began with Shulman (1986 Shulman, L. S. (1986). Those who understand: Knowledge growth in teaching. Educational Researcher, 15(2), 4–14.[Crossref] , [Google Scholar], 1987 Shulman, L. S. (1987). Knowledge and teaching: Foundations of the new reform. Harvard Educational Review, 57(1), 1–22.[Crossref], [Web of Science ®] , [Google Scholar]). Canonical correlation analysis (CCA) was used to test the relationships among five of the 12 constructs in the technology integration education (TIE) model developed by Holland and Piper (2014 Holland, D. D., & Piper, R. T. (2014). Technology integration education (TIE) model: Millennial preservice teachers' motivations about technological, pedagogical, and content knowledge (TPACK) competencies. Journal of Education Computing Research, 51(3), 257–294.[Crossref], [Web of Science ®] , [Google Scholar]). Based on the patterns of cross-loading correlations, this study found that there were limited correlational relationships between the set of independent variables and the set of dependent TPACK variables. For this pilot study, the sample consisted of 90 elementary education majors and 51 secondary education majors.