Data-driven innovation: a model for education transformation
DOI:
https://doi.org/10.34117/bjdv10n4-006Keywords:
data-driven innovation, education transformation, pedagogy, big data, small dataAbstract
This paper proposes a continuous, linear data-driven innovation (DDI) model for education transformation grounded in evidence-based tools and data analysis. It advocates prioritizing “big data” and “small data” to inform incremental innovative changes in pedagogical practices. A detailed example of applying this DDI model in a Malaysian primary school is provided, including using exam results and quality standards to select a target school and diagnostic tests to identify issues. An intervention is designed utilizing multiplication tables and evaluated through public exam performance. Subsequent teacher training and student programs emerge. The model catalyzes ongoing localized innovations.
References
ARGYRIS, C., & SCHON, D. A. (1978). Organizational learning: A theory of action perspective. Reading, MA: Addision Wesley.
BERLAND, M., BAKER, R. S., & BLIKSTEIN, P. (2014). Educational data mining and learning analytics: Applications to constructionist research. Technology, Knowledge and Learning, 19(1), 205-220.
BIESTA, G.J.J. & BURBULES, N.C. (2003). Pragmatism and educational research. Lanham, MD: Rowman and Littlefield.
BOCCONI, S., KAMPYLIS, P. G., & PUNIE, Y. (2016). Innovating learning: Key elements for developing creative classrooms in Europe. Luxembourg: Publications Office of the European Union.
BROWN, J. S., COLLINS, A., & DUGUID, P. (1989). Situated cognition and the culture of learning. Educational researcher, 18(1), 32-42.
DARLING-HAMMOND, L. (1992). Reframing the school reform agenda: Developing capacity for school transformation. Phi Delta Kappan, 74(10), 753-761.
DATNOW, A., & PARK, V. (2018). Opening or closing doors for students? Equity and data use in schools. Journal of Educational Change, 19(2), 131-152.
DEWEY, J. (1938). Experience in Education. New York, NY: Collier Books.
ELMORE, R. F. (1995). Structural reform and educational practice. Educational researcher, 24(9), 23-26.
ESDAL, R. (2017). An introduction to education innovation. TEQSA Guidance Note. Melbourne.
ESDAL, R. (2017). An introduction to education innovation. TEQSA Guidance Note. Melbourne.
FARAWAY, J. J., & AUGUSTIN, N. H. (2018). When small data beats big data. Statistics & Probability Letters, 136, 142-145.
FULLAN, M. (2006). Change theory: A force for school improvement. Centre for Strategic Education, 157, 1-14.
HALL, G. E., & HORD, S. M. (2020). Implementing change: Patterns, principles, and potholes (5th ed.). Pearson.
HARGREAVES, D. H. (2003). Education epidemic: Transforming secondary schools through innovation networks. Demos.
HUANG, P. C., & HUANG, P. S. (2015). WHEN BIG DATA GETS SMALL. International Journal of Organizational Innovation, 8(2).
IFENTHALER, D., & WIDANAPATHIRANA, C. (2014). Development and validation of a learning analytics framework: Two case studies using support vector machines. Technology, Knowledge and Learning, 19(1), 221-240.
LESSEM, R., & SCHIEFFER, A. (2016). Integral research and innovation: Transforming enterprise and society. CRC Press.
MANDINACH, E. B., & GUMMER, E. S. (2016). What does it mean for teachers to be data literate: Laying out the skills, knowledge, and dispositions. Teaching and Teacher Education, 60, 366-376.
MANDINACH, E. B., & Jackson, S. S. (2012). Transforming teaching and learning through data-driven decision making. Corwin Press.
MARSH, J. A., & FARRELL, C. C. (2015). How leaders can support teachers with data-driven decision making: A framework for understanding capacity building. Educational Management Administration & Leadership, 43(2), 269-289.
OECD (2015). Data-driven innovation for growth and well-being. OECD.
OECD (2016). Innovating education and educating for innovation: The power of digital technologies and skills. OECD.
REIMERS, F. M., & CHUNG, C. K. (Eds.). (2016). Teaching and learning for the twenty-first century: Educational goals, policies, and curricula from six nations. Harvard Education Press.
SENGE, P.M. (1990). The fifth discipline: The art and practice of the learning organization. New York: Doubleday.

