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How Do Shocks to Non-Cognitive Skills Affect Test Scores?

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  • Stefanie Behncke

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Abstract

This paper investigates the extent to which test performance is affected by shocks to noncognitive skills. 440 students took a low stakes mathematics test. About half of them were exposed to positive affirmation while being given test instructions, whereas the other half served as controls. The students were allocated to 14 tutorials and randomisation was conducted at the tutorial level. Mean comparisons suggest that test scores were raised by the intervention. In particular, students with low maths grades and with self-assessed difficulties in maths gained from the positive affirmation. Results suggest that teachers might increase their students' performance by interventions to their non-cognitive skills. Inference is obtained by four different methods that take into account that randomisation was clustered at the tutorial group level. These methods are evaluated in a Monte Carlo study for data generating processes which resemble actual data. We find that randomisation inference followed by the wild cluster bootstrap have superior size properties compared to conventional approaches.

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Bibliographic Info

Paper provided by Department of Economics, University of St. Gallen in its series University of St. Gallen Department of Economics working paper series 2009 with number 2009-11.

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Length: 31 pages
Date of creation: Jun 2009
Date of revision:
Handle: RePEc:usg:dp2009:2009-11

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Related research

Keywords: test scores; non-cognitive skills; cluster randomised trial; wild cluster bootstrap; randomisation inference;

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References

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  1. Borghans Lex & Lee Duckworth Angela & Heckman James J. & Weel Bas ter, 2008. "The Economics and Psychology of Personality Traits," ROA Research Memorandum 001, Maastricht University, Research Centre for Education and the Labour Market (ROA).
  2. Heckman, James J. & Masterov, Dimitriy V., 2007. "The Productivity Argument for Investing in Young Children," IZA Discussion Papers 2725, Institute for the Study of Labor (IZA).
  3. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
  4. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Working Papers 200827, Geary Institute, University College Dublin.
  5. Lex Borghans & Huub Meijers & Bas Ter Weel, 2008. "The Role Of Noncognitive Skills In Explaining Cognitive Test Scores," Economic Inquiry, Western Economic Association International, vol. 46(1), pages 2-12, 01.
  6. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2002. "How Much Should We Trust Differences-in-Differences Estimates?," NBER Working Papers 8841, National Bureau of Economic Research, Inc.
  7. James J. Heckman & Jeffrey A. Smith, 1995. "Assessing the Case for Social Experiments," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 85-110, Spring.
  8. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," NBER Working Papers 12006, National Bureau of Economic Research, Inc.
  9. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-38, May.
  10. Meijers, Huub & Borghans, Lex & Weel, Bas ter, 2006. "The Role of Noncognitive Skills in Explaining Cognitive Test Scores," MERIT Working Papers 044, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  11. Borghans, Lex & Duckworth, Angela Lee & Heckman, James J. & Weel, Bas ter, 2008. "The Economics and Psychology of Personality Traits," MERIT Working Papers 010, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  12. Moulton, Brent R., 1986. "Random group effects and the precision of regression estimates," Journal of Econometrics, Elsevier, vol. 32(3), pages 385-397, August.
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Cited by:
  1. Martin Schlotter, 2012. "Educational Production in Preschools and Schools - Microeconometric Evidence from Germany," ifo Beitr├Ąge zur Wirtschaftsforschung, Ifo Institute for Economic Research at the University of Munich, number 41, December.
  2. Mathilde Almlund & Angela Lee Duckworth & James J. Heckman & Tim D. Kautz, 2011. "Personality Psychology and Economics," NBER Working Papers 16822, National Bureau of Economic Research, Inc.
  3. Martin Schlotter, 2011. "Age at Preschool Entrance and Noncognitive Skills before School - An Instrumental Variable Approach," Ifo Working Paper Series Ifo Working Paper No. 112, Ifo Institute for Economic Research at the University of Munich.

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