Chapter 1: Introduction to missing education data and the SDG 4 data regime
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Global education goals and the data collection systems associated with them have a history of more than 30 years. Gaps in these data systems - for example, missing data - have also featured prominently throughout this history. While some gaps are due to logistical and technical limitations, other gaps are due to social and political (de-)prioritization, and many of the gaps have persisted throughout the history of global education goals. These data gaps risk amplifying existing marginalization. This chapter provides an overview of the global education data regime historically and the current Sustainable Development Goals, the importance of understanding and addressing missing data, and an overview of the books’ chapters that cover regional and thematic issues of missing education data.

  • Buckner, E., Shephard, D.D., & Smiley, A. (2022). Beyond numbers: The use and usefulness of data for education in emergencies. Journal on Education in Emergencies, 8(1). doi:

  • Faul, M.V., Montjourides, P., & Terway, A. (2021). Education and the new inequality divides. Global Challenges, 9.

  • Fontdevila, C., & Grek, S. (2020). The construction of SDG4: Reconciling democratic imperatives and technocratic expertise in the making of global education data? In World yearbook of education 2021 (pp. 43–58). New York: Routledge.

  • Grek, S. (2022). The education Sustainable Development Goal and the generative power of failing metrics. Policy and Society, 41(4), 445–57. doi:10.1093/polsoc/puac020

  • Hoppers, C.A.O. (2015). Think piece: Cognitive justice and integration without duress. The future of development education – perspectives from the South. International Journal of Development Education and Global Learning, 7(2), 89–106.

  • IDMC. (2019). Twice invisible: Accounting for internally displaced children. Geneva: IDMC.

  • Johnstone, C.J., Schuelka, M.J., & Swadek, G. (2020). Quality education for all? The promises and limitations of the SDG framework for inclusive education and students with disabilities. In A. Wulff (Ed.), Grading Goal Four (pp. 96–115). Leiden, the Netherlands: Brill and Sense.

  • King, K. (2017). Lost in translation? The challenge of translating the global education goal and targets into global indicators. Compare: A Journal of Comparative and International Education, 47(6), 801–17. doi:10.1080/03057925.2017.1339263

  • Kitchin, R. (2014). The data revolution: Big data, open data, data infrastructures and their consequences. London: Sage.

  • Klees, S.J. (2017). Will we achieve Education for All and the education Sustainable Development Goal? Comparative Education Review, 61(2), 425–40. doi:10.1086/691193

  • Mignolo, W.D. (2011). Geopolitics of sensing and knowing: On (de)coloniality, border thinking and epistimic disobedience. Postcolonial Studies, 14(3), 273–83.

  • Montjouridès, P. (2013). Education data in conflict-affected countries: The fifth failure? PROSPECTS, 43(1), 85–105.

  • Ntihirageza, J., & Ibrahima, A. (2021). Education and epistemicide in Africa: Towards an ubuntu-based comprehensive model of education. In R. Tshifhumulo & T.J. Makhanikhe (Eds.), Handbook of research on protecting and managing global Indigenous knowledge systems (pp. 275–94). Hershey, PA: IGI Global.

  • Olusanya, B.O., Hadders-Algra, M., Breinbauer, C., Williams, A.N., Newton, C.R.J., & Davis, A.C. (2021). The conundrum of a global tool for early childhood development to monitor SDG indicator 4.2.1. The Lancet Global Health, 9(5), e586–e587. doi:10.1016/s2214-109x(21)00030-9

  • Sandoval-Hernández, A., Isac, M.M., & Miranda, D. (2019). Measurement strategy for SDG global indicator 4.7.1 and thematic indicators 4.7.4 and 4.7.5 using international large-scale assessments in education. Paris: UNESCO.

  • UNDESA. (2022). The Sustainable Development Goals report. New York: United Nations Department of Economic and Social Affairs (UNDESA).

  • UNESCO. (1990). The World Declaration on Education for All. Paris: UNESCO.

  • UNESCO. (2000). The Dakar Framework for Action – Education for All: Meeting Our Collective Commitments. Paris: UNESCO.

  • UNESCO. (2015). 2015 Global Monitoring Report – Education for All 2000–2015: Achievements and challenges. Paris: UNESCO.

  • UNESCO. (2019). Global Proficiency Framework for Reading and Mathematics. Paris: UNESCO.

  • UNESCO. (2022). Driving a global movement to transform education: Key moments of 2022. accessed 6 September 2023.

  • UNGA. (2007). United Nations Declaration on the Rights of Indigenous Peoples (UNDRIP). United Nations.

  • UNGA. (2015). Transforming our world: The 2030 Agenda for Sustainable Development. In Resolutions of the General Assembly (Vol. A/RES/70/1). New York: United Nations.

  • Unterhalter, E. (2019). The many meanings of quality education: Politics of targets and indicators in SDG4. Global Policy, 10(S1), 39–51. doi:

  • World Bank. (2021). Data for better lives. Washington, DC: World Bank.

  • Wulff, A. (2018). SDG 4: The quest for public funding for education and SDG 4. In B. Adams, R. Bissio, C.Y. Ling, K. Donald, J. Martens, S. Prato, & S. Vermuyten (Eds.), Spotlight on Sustainable Development 2018: Exploring new policy pathways (pp. 116–18). Bonn: Druckerei Brandt GmbH.