Skip to main content
Fachgebiete
Automobil + Motoren Bauwesen + Immobilien Business IT + Informatik Elektrotechnik + Elektronik Energie + Nachhaltigkeit Finance + Banking Management + Führung Marketing + Vertrieb Maschinenbau + Werkstoffe Versicherung + Risiko
DE
EN
Bücher
Zeitschriften
Themenseiten
Organisationspsychologie Projektmanagement Marketing Smart Manufacturing
Weitere Formate
Podcasts Webinare Technik Webinare Wirtschaft Kongresse Veranstaltungskalender Awards
Jetzt Einzelzugang starten
Zugang für Unternehmen
Referenzkunden
SLX-Digitalkonferenz: Zukunftswerkstatt 2024

Mehr Umsatz mit Top-Kontakten

Am 7. Mai erfahren Sie, wie Vertriebsteams Leadgenerierung, Leadnurturing und Leadstrategien effizient steuern können.
Erweiterte Suche
Anmelden
nach oben
Erschienen in:
Introduction Kapitel lesen Erstes Kapitel lesen

2012 | OriginalPaper | Buchkapitel

7. Missing Data in Meta-analysis: Strategies and Approaches

verfasst von : Terri D. Pigott

Erschienen in: Advances in Meta-Analysis

Verlag: Springer US

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This chapter provides an overview of missing data issues that can occur in a meta-analysis. Common approaches to missing data in meta-analysis are discussed. The chapter focuses on the problem of missing data in moderators of effect size. The examples demonstrate the use of maximum likelihood methods and multiple imputation, the only two methods that produce unbiased estimates under the assumption that data are missing at random. The methods discussed in this chapter are most useful in testing the sensitivity of results to missing data.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Jetzt informieren
Vorheriges Kapitel Power Analysis for Categorical Moderator Models of Effect Size
Nächstes Kapitel Including Individual Participant Data in Meta-analysis
Anhänge
Nur mit Berechtigung zugänglich
Literatur
Allison, P.D. 2002. Missing data. Thousand Oaks: Sage.MATH
Begg, C.B., and J.A. Berlin. 1988. Publication bias: A problem in interpreting medical data (with discussion). Journal of the Royal Statistical Society Series A 151(2): 419–463.
Buck, S.F. 1960. A method of estimation of missing values in multivariate data suitable for use with an electronic computer. Journal of the Royal Statistical Society Series B 22(2): 302–303.MathSciNetMATH
Chan, A.-W., A. Hrobjartsson, M.T. Haahr, P.C. Gotzsche, and D.G. Altman. 2004. Empirical evidence for selective reporting of outcomes in randomized trials. Journal of the American Medical Association 291(20): 2457–2465.CrossRef
Dempster, A.P., N.M. Laird, and D.B. Rubin. 1977. Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society Series B 39(1): 1–38.MathSciNetMATH
Duval, S. 2005. The Trim and Fill method. In Publication bias in meta-analysis: Prevention, assessment and adjustments, ed. H.R. Rothstein, A.J. Sutton, and M. Borenstein. West Sussex: Wiley.
Duval, S., and R. Tweedie. 2000. Trim and fill: A simple funnel plot based method of testing and adjusting for publication bias in meta-analysis. Biometrics 56(2): 455–463.MATHCrossRef
Eagly, A.H., M.C. Johannesen-Schmidt, and M.L. van Engen. 2003. Transformational, transactional, and laissez-faire leadership styles: A meta-analysis comparing women and men. Psychological Bulletin 129(4): 569–592.CrossRef
Egger, M., G.D. Smith, M. Schneider, and C. Minder. 1997. Bias in meta-analysis detected by a simple, graphical test. British Medical Journal 315(7109): 629–634.CrossRef
Enders, C.K. 2010. Applied missing data analysis. Methodology in the Social Sciences. New York: Guilford.
Fahrbach, K.R. 2001. An investigation of methods for mixed-model meta-analysis in the presence of missing data. Lansing: Michigan State University.
Glasser, M. 1964. Linear regression analysis with missing observations among the independent variables. Journal of the American Statistical Association 59(307): 834–844.MathSciNetCrossRef
Hackshaw, A.K., M.R. Law, and N.J. Wald. 1997. The accumulated evidence on lung cancer and environmentaly tobacco smoke. British Medical Journal 315(7114): 980–988.CrossRef
Haitovsky, Y. 1968. Missing data in regression analysis. Journal of the royal Statistical Society Series B 30(1): 67–82.MATH
Hemminki, E. 1980. Study of information submitted by drug companies to licensing authorities. British Medical Journal 280(6217): 833–836.CrossRef
Kim, J.-O., and J. Curry. 1977. The treatment of missing data in multivariate analysis. Sociological Methods and Research 6(2): 215–240.CrossRef
Lipsey, M.W., and D.B. Wilson. 2001. Practical meta-analysis. Thousand Oaks: Sage Publications.
Little, R.J.A., and D.B. Rubin. 1987. Statistical analysis with missing data. New York: Wiley.MATH
Orwin, R.G., and D.S. Cordray. 1985. Effects of deficient reporting on meta-analysis: A conceptual framework and reanalysis. Psychological Bulletin 97(1): 134–147.CrossRef
Rosenthal, R. 1979. The file drawer problem and tolerance for null results. Psychological Bulletin 86(3): 638–641.CrossRef
Rothstein, H.R., A.J. Sutton, and M. Borenstein. 2005. Publication bias in meta-analysis: Prevention, Assessment and Adjustments. West Sussex: Wiley.MATHCrossRef
Rubin, D.B. 1987. Multiple imputation for nonresponse in surveys. Wiley, New York, NY
Schafer, J.L. 1999. NORM: Multiple imputation of incomplete multivariate data under a normal model. Software for Windows. University Park: Department of Statistics, Penn State University.
Schafer, J.L., and J.W. Graham. 2002. Missing data: Our view of the state of the art. Psychological Methods 7(2): 147–177.CrossRef
Shadish, W.R., L. Robinson, and C. Lu. 1999. ES: A computer program and manual for effect size calculation. St. Paul: Assessment Systems Corporation.
Smith, M.L. 1980. Publication bias and meta-analysis. Evaluation in Education 4: 22–24.CrossRef
Sterne, J.A.C., B.J. Becker, and M. Egger. 2005. The funnel plot. In Publication bias in meta-analysis: Prevention, assessment and adjustment, ed. H.R. Rothstein, A.J. Sutton, and M. Borenstein. West Sussex: Wiley.
Vevea, J.L., and C.M. Woods. 2005. Publication bias in research synthesis: Sensitivity analysis using a priori weight functions. Psychological Methods 10(4): 428–443.CrossRef
Williamson, P.R., C. Gamble, D.G. Altman, and J.L. Hutton. 2005. Outcome selection biase in meta-analysis. Statistical Methods in Medical Research 14(5): 515–524.MathSciNetCrossRef
Metadaten
Titel
Missing Data in Meta-analysis: Strategies and Approaches
verfasst von
Terri D. Pigott
Copyright-Jahr
2012
Verlag
Springer US
Buch
Advances in Meta-Analysis

Print ISBN: 978-1-4614-2277-8

Electronic ISBN: 978-1-4614-2278-5

Copyright-Jahr: 2012

DOI
https://doi.org/10.1007/978-1-4614-2278-5_7