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Australia's National School Data and the ‘Big Data’ Revolution in Education Economics

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  • Kevin Pugh
  • Gigi Foster

Abstract

type="main" xml:lang="en"> The increasing availability of large-N datasets on students, schools and student achievement has produced an explosion of research in education economics over the past 20 years. In this data survey, we first review the micro-level education datasets presently available around the world, focusing on their strengths and data access protocols, and we highlight samples of research by economists that have drawn upon them. We then discuss Australia's forays into ‘Big Data’ in education, with our main objective a description and assessment of the national school data recently made available to researchers through the Australian Curriculum, Assessment and Reporting Authority.

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  • Kevin Pugh & Gigi Foster, 2014. "Australia's National School Data and the ‘Big Data’ Revolution in Education Economics," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 47(2), pages 258-268, June.
  • Handle: RePEc:bla:ausecr:v:47:y:2014:i:2:p:258-268
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    1. James Heckman, 2011. "Policies to foster human capital," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 3, pages 73-137.
    2. Andreas Ammermueller & Jörn-Steffen Pischke, 2006. "Peer Effects in European Primary Schools: Evidence from PIRLS," CEE Discussion Papers 0065, Centre for the Economics of Education, LSE.
    3. Eric A. Hanushek & Ludger Wössmann, 2006. "Does Educational Tracking Affect Performance and Inequality? Differences- in-Differences Evidence Across Countries," Economic Journal, Royal Economic Society, vol. 116(510), pages 63-76, March.
    4. Leigh Andrew, 2007. "Intergenerational Mobility in Australia," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-28, December.
    5. Mary A. Burke & Tim R. Sass, 2013. "Classroom Peer Effects and Student Achievement," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 51-82.
    6. Rockoff, Jonah E. & Speroni, Cecilia, 2011. "Subjective and objective evaluations of teacher effectiveness: Evidence from New York City," Labour Economics, Elsevier, vol. 18(5), pages 687-696, October.
    7. Middendorf Torge, 2006. "Human Capital and Economic Growth in OECD Countries," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(6), pages 670-686, December.
    8. Stinebrickner, Ralph & Stinebrickner, Todd R., 2006. "What can be learned about peer effects using college roommates? Evidence from new survey data and students from disadvantaged backgrounds," Journal of Public Economics, Elsevier, vol. 90(8-9), pages 1435-1454, September.
    9. Peter Arcidiacono & Gigi Foster & Natalie Goodpaster & Josh Kinsler, 2012. "Estimating spillovers using panel data, with an application to the classroom," Quantitative Economics, Econometric Society, vol. 3(3), pages 421-470, November.
    10. Charles T. Clotfelter & Helen F. Ladd & Jacob L. Vigdor, 2010. "Teacher Credentials and Student Achievement in High School: A Cross-Subject Analysis with Student Fixed Effects," Journal of Human Resources, University of Wisconsin Press, vol. 45(3).
    11. Brendan Houng & Moshe Justman, 2013. "Comparing Least-Squares Value-Added Analysis and Student Growth Percentile Analysis for Evaluating Student Progress and Estimating School Effects," Melbourne Institute Working Paper Series wp2013n07, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    12. Entorf, Horst & Minoiu, Nicoleta, 2004. "PISA Results: What a Difference Immigration Law Makes," IZA Discussion Papers 1021, Institute of Labor Economics (IZA).
    13. Clotfelter, Charles T. & Ladd, Helen F. & Vigdor, Jacob L., 2007. "Teacher credentials and student achievement: Longitudinal analysis with student fixed effects," Economics of Education Review, Elsevier, vol. 26(6), pages 673-682, December.
    14. Caroline M. Hoxby & Sonali Murarka, 2009. "Charter Schools in New York City: Who Enrolls and How They Affect Their Students' Achievement," NBER Working Papers 14852, National Bureau of Economic Research, Inc.
    15. Kathrin Bertschy & M. Alejandra Cattaneo & Stefan C. Wolter, 2009. "PISA and the Transition into the Labour Market," LABOUR, CEIS, vol. 23(s1), pages 111-137, March.
    16. Rebecca Allen, 2013. "Measuring foundation school effectiveness using English administrative data, survey data and a regression discontinuity design," Education Economics, Taylor & Francis Journals, vol. 21(5), pages 431-446, December.
    17. David S. Lyle, 2007. "Estimating and Interpreting Peer and Role Model Effects from Randomly Assigned Social Groups at West Point," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 289-299, May.
    18. Foster, Gigi, 2012. "The impact of international students on measured learning and standards in Australian higher education," Economics of Education Review, Elsevier, vol. 31(5), pages 587-600.
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    Cited by:

    1. Gigi Foster, 2018. "Education Policy Reforms to Boost Productivity in Australia," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 51(2), pages 253-261, June.
    2. Whitaker, Stephan D., 2018. "Big Data versus a survey," The Quarterly Review of Economics and Finance, Elsevier, vol. 67(C), pages 285-296.
    3. Michael Coelli & Gigi Foster & Andrew Leigh, 2018. "Do School Principals Respond to Increased Public Scrutiny? New Survey Evidence from Australia," The Economic Record, The Economic Society of Australia, vol. 94(S1), pages 73-101, June.
    4. Sarah Cornell-Farrow & Robert Garrard, 2018. "Machine Learning Classifiers Do Not Improve the Prediction of Academic Risk: Evidence from Australia," Papers 1807.07215, arXiv.org, revised Jan 2020.

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