Courses: Course information

  Methoden der Evaluationsforschung

Speakers: Prof. Dr. Rolf Steyer

Winter term 2014/2015, Course, Language: German, Topic: Methoden der Evaluationsforschung

Thema: Kausale Effekte
Grundlagen der Wahrscheinlichkeitstheorie, Paradoxa, individuelle und durchschnittliche kausale Effekte, Kovariaten und bedingte durchschnittliche Effekte, nichtorthogonale Varianzanalyse, Versuchsplanungstechniken der Randomisierung und der Konstanthaltung, Unkonfundiertheit und ihre Überprüfung, Designs und Analyseverfahren zur kausalen Modellierung in nichtrandomisierten Studien. Adjustierungstechniken im PC-Programm EffectLite. Modelle zur Analyse individueller kausaler Effekte.

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Literatur

Kausale Effekte

• Campbell, D. T. & Stanley, J. C. (1963). Experimental and Quasi-Experimental Designs for Research on Teaching. In N. L. Gage (Ed.), Handbook of research on teaching. Chicago: Rand McNally.
• West, S. G., Biesanz, J. C. & Pitts, S. C. (2000), Causal inference and generalization in field settings. Experimental and quasi-experimental designs. In H. T. Reis and C. M. Judd (eds.), Handbook of research methods in social and personality psychology. Cambridge University Press.
• Steyer, R. (2003). Wahrscheinlichkeit und Regression. Berlin: Springer. (Kapitel 15 - 17)
• Steyer, R. (2004). Was wollen und was können wir durch empirische Kausalforschung erfahren? In E. Erdfelder & J. Funke (Hrsg.), Allgemeine Psychologie und deduktivistische Methodologie (pp.127-147). Göttingen: Vandenhoek und Ruprecht.
• Steyer, R. (2005). Analyzing Individual and Average Causal Effects via Structural Equa­tion Models. Methodology-European Journal of Research Methods in the Behavio­ral and Social Sciences, 1, 39-54.
• Steyer, R. & Partchev, I. (2006). Manual for EffectLite: A Program for the Uni- and Multivariate Analysis of Unconditional, Conditional and Average Mean Differences Between Groups.
• Pohl, S., Steyer, R. & Kraus, K. (2008). Modelling method effects as individual causal effects. Journal of the Royal Statistical Society. Series A, 171, 41--63.
• Steyer, R., Partchev, I., Kröhne, U., Nagengast, B., & Fiege, C. (in preparation). Probability and Causality.
• Steyer, R., Nagel, W., Partchev, I., & Mayer, A. (in preparation). Probability and Regression.

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