Analytical Problems of Meta-analysis - the Effect of Heterogeneous Studies

Authors

  • Małgorzata Rószkiewicz Szkoła Główna Handlowa w Warszawie, Instytut Statystyki i Demografii

Keywords:

meta-analysis, survey effect, combined tests, fail-safe N

Abstract

The growing number of issues in social science research has led to a correspondingly large body of research studies. The sheer volume of research related to the same topics poses a question as to how to organise and summarise these findings to identify and use what is known and focus research on promising areas. Effect size estimates from the studies are not identical. This is to be expected because the estimates are based on data from samples, and random variations due to sampling should introduce fluctuations into estimates. This paper introduces methods for exploring these fluctuations as a paradigm for explorations in meta-analyses generally.

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References

Becker B.J., Cohen L.D. [2003], How Meta-analysis Increases Statistical Power, „Psychological Methods", vol. 8, nr 3.

Cooper H. [1979], Statistically Combining Independent Studies: A Meta-analysis of Sex Differences in Conformity Research, „Journal of Personality and Social Psychology", vol. 37, nr 1.

Fisher R.A. [1932], Statistical Method for Research Workers, wyd. 4, Oliver and Boyd, London.

Fisher R.A [1948], Combining Independent Tests of Significance, „American Statistician", vol. 2, nr 5.

Hadges L.V., Olkin I. [1985], Statistical Methods for Meta-analysis, Academic Press, New York.

Higgins J.P.T., Thompson S.G. [2002], Quantifying Heterogeneity in a Meta-analysis, „Statistics in Medicine", vol. 21, nr 11.

Konstantopoulos S. [2006], Fixed and Mixed Effects Models in Meta-analysis, Discussion Paper Series, IZA DP, nr 2198, IZA, Bonn.

Kozil J.A., Perlman M.D. [1978], Combining Independent Chi-squared Tests, „Journal of American Statistical Association", nr 73.

Littell R.C., Folks J.L. [1973], Asymptotic Optimality of Fisher's Method of Combining Independent Tests II, „Journal of American Statistical Association", nr 68.

Mosteller F.M., Bush R.R. [1954], Selected Quantitative Techniques [w:] Handbook of Social Psychology, red. G. Lindzey, vol. 1, Addison-Wesley, Cambridge.

Rosenthal R. [1984], Meta-analysis Procedure for Social Research, Sage, Beverly Hills.

Rószkiewicz M. [2009], Możliwości i ograniczenia metaanalizy w obszarze ilościowych badań marketingowych, Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu, nr 96, Wrocław.

Stouffer S.A. et al. [1949], The American Soldier: Adjustment during Army Life, vol. 1, Princeton University Press, Princeton.

Winer B.J. [1971], Statistical Principals in Experimental Design, wyd. 2, McGraw-Hill, New York.

Published

2015-12-16

Issue

Section

Articles