What do economic education scholars study? Insights from machine learning

References

• Allgood, S., and G. Schaur. 2019. 50 years of research in the Journal of Economic Education 50 (2): 196–206. doi: 10.1080/00220485.2019.1582389.
   Web of Science ®Google Scholar
• Allgood, S., W. B. Walstad, and J. J. Siegfried. 2015. Research on teaching economics to undergraduates. Journal of Economic Literature 53 (2): 285–325. doi: 10.1257/jel.53.2.285.
   Web of Science ®Google Scholar
• Ambrosino, A., M. Cedrini, J. B. Davis, S. Fiori, M. Guerzoni, and M. Nuccio. 2018. What topic modeling could reveal about the evolution of economics. Journal of Economic Methodology 25 (4): 329–48. doi: 10.1080/1350178X.2018.1529215.
   Web of Science ®Google Scholar
• American Economic Association (AEA). n.d. JEL classification codes guide. https://www.aeaweb.org/jel/guide/jel.php (accessed September 25, 2019).
   Google Scholar
• Asarta, C., A. Jennings, and P. Grimes. 2017. Economic education retrospective: 25 years of contributions from The American Economist. The American Economist 62 (1): 102–17. doi: 10.1177/0569434516652036.
   Google Scholar
• Asarta, C. J., and F. G. Mixon. Jr. 2019. Publishing and scholarship in economic education: A catalog and assessment. The American Economist 64 (2): 269–81. doi: 10.1177/0569434519839228.
   Google Scholar
• Becker, W. 2001. Economic education. In International encyclopedia of the social & behavioral sciences, ed. N. J. Smelser and P. B. Baltes, 4078–84. Amsterdam, The Netherlands: Elsevier.
   Google Scholar
• Becker, W., W. Greene, and S. Rosen. 1990. Research on high school economic education. Journal of Economic Education 21 (3): 231–45. doi: 10.1080/00220485.1990.10844670.
   Web of Science ®Google Scholar
• Bholat, D., S. Hansen, P. Santos, and C. Schonhardt-Bailey. 2015. Text mining for central banks: Handbook, no. 33. London: Bank of England, Centre for Central Banking Studies.
   Google Scholar
• Blei, D. M., and J. D. Lafferty. 2007. A correlated topic model of science. The Annals of Applied Statistics 1 (1): 17–35. doi: 10.1214/07-AOAS114.
   Web of Science ®Google Scholar
• Blei, D. M., A. Y. Ng, and M. I. Jordan. 2003. Latent Dirichlet Allocation. Journal of Machine Learning Research 3 (Jan): 993–1022.
   Google Scholar
• Bowles, S., and W. Carlin. 2020. What students learn in Economics 101: Time for a change. Journal of Economic Literature 58 (1): 176–214. doi: 10.1257/jel.20191585.
   Web of Science ®Google Scholar
• Brenneke, J., R. Highsmith, J. Soper, W. Walstad, and M. Watts. 1988. A research and evaluation agenda for DEEP and precollege economic education. Journal of Economic Education 19 (1): 5–13. doi: 10.1080/00220485.1988.10845238.
   Web of Science ®Google Scholar
• Cao, J., T. Xia, J. Li, Y. Zhang, and S. Tang. 2009. A density-based method for adaptive LDA model selection. Neurocomputing 72 (7-9): 1775–81. doi: 10.1016/j.neucom.2008.06.011.
   Web of Science ®Google Scholar
• Cerchiello, P., and G. Nicola. 2018. Assessing news contagion in finance. Econometrics 6 (1): 5.
   Web of Science ®Google Scholar
• Cherrier, B. 2017. Classifying economics: A history of the JEL codes. Journal of Economic Literature 55 (2): 545–79. doi: 10.1257/jel.20151296.
   Web of Science ®Google Scholar
• Clark, J. R., J. C. Hall, and A. Harrison. 2017. The relative value of AER P&P economic education papers. Journal of Economics and Finance Education 16 (3): 11–19.
   Google Scholar
• Gentzkow, M., B. Kelly, and M. Taddy. 2019. Text as data. Journal of Economic Literature 57 (3): 535–74. doi: 10.1257/jel.20181020.
   Web of Science ®Google Scholar
• Hastings, J. S., B. C. Madrian, and W. L. Skimmyhorn. 2013. Financial literacy, financial education and economic outcomes. Annual Review of Economics 5 (May): 347–73. doi: 10.1146/annurev-economics-082312-125807.
   PubMedGoogle Scholar
• Hoyt, G. M., and K. McGoldrick. 2019. 50 years of economic instruction in the Journal of Economic Education. Journal of Economic Education 50 (2): 168–95. doi: 10.1080/00220485.2019.1582388.
   Web of Science ®Google Scholar
• Imazeki, J. 2017. Evidence-based teaching in economics: An overview. Paper presented at Allied Social Sciences Association (ASSA) annual meeting, Chicago, IL, January 6–8.
   Google Scholar
• Lewis, D. D., Y. Yang, T. G. Rose, and F. Li. 2004. RCV1: A new benchmark collection for text categorization research. Journal of Machine Learning Research 5 (Apr): 361–97.
   Google Scholar
• Lo, M., M. C. S. Wong, and F. G. Mixon. Jr. 2008. Ranking economics journals, economics departments, and economists using teaching-focused research productivity. Southern Economic Journal 74 (3): 894–906.
   Web of Science ®Google Scholar
• Lo, M., M. C. S. Wong, F. G. Mixon, Jr., and C. Asarta. 2015. Ranking economics journals and articles, economics departments, and economists using teaching-focused research productivity: 1991–2011. Perspectives on Economic Education Research 9 (2): 119–33.
   Google Scholar
• Luangaram, P., and Y. Sethapramote. 2016. Central bank communication and monetary policy effectiveness: Evidence from Thailand. Discussion Paper No. 20. Pranakorn Bangkok, Thailand: Puey Ungphakorn Institute for Economic Research.
   Google Scholar
• Miller, S. L., and P. J. VanFossen. 2008. Recent research on the teaching and learning of pre-collegiate economics education. In Handbook of research in social studies education, ed. L. S. Levistik and C. A. Tyson, 284–306. New York: Routledge.
   Google Scholar
• Mixon, F. G., and K. P. Upadhyaya. 2008. A citations-based appraisal of new journals in economics education. International Review of Economics Education 7 (1): 36–46. doi: 10.1016/S1477-3880(15)30096-7.
   Google Scholar
• ——— 2011. Assessing the relative impacts of economic education scholarship: An application of the Harzing Database. Bulletin of Economic Research 63 (2): 166–76. doi: 10.1111/j.1467-8586.2009.00331.x.
   Web of Science ®Google Scholar
• Schug, M., and W. B. Walstad. 1991. Teaching and learning economics. In Handbook of research on social ­studies teaching and learning, ed. J. Shaver, 411–19. New York: MacMillan Reference Books.
   Google Scholar
• Sheridan, B. J., G. Hoyt, and J. Imazeki. 2014. A primer for new teachers of economics. Southern Economic Journal 80 (3): 839–54. doi: 10.4284/0038-4038-2013.054.
   Web of Science ®Google Scholar
• Van Rijsbergen, C. J., S. E. Robertson, and M. F. Porter. 1980. New models in probabilistic information retrieval. London: British Library Research and Development Department.
   Google Scholar
• Watts, M. 2006. What works: A review of research on outcomes and effective program delivery in precollege economic education. New York: Council for Economic Education. https://www.councilforeconed.org/wp-content/uploads/2011/11/What-Works-Michael-Watts.pdf.
   Google Scholar
• Watts, M., and W. B. Walstad. 2006. Research on economic education in the schools: A review of findings and a new agenda. In What works: A review of research on outcomes and effective program delivery in precollege economic education, M. Watts, 16–52. New York: Council for Economic Education.
   Google Scholar
• Wooldridge, J. M. 1999. Distribution-free estimation of some nonlinear panel data models. Journal of Econometrics 90 (1): 77–97. doi: 10.1016/S0304-4076(98)00033-5.
   Web of Science ®Google Scholar
• Zongker, D. 2006. Chicken chicken chicken: Chicken chicken. Annals of Improbable Research 12 (5): 16–21. http://improbable.com/airchives/paperair/volume12/v12i5/chicken-12-5.pdf.
   Google Scholar