An overview of methods for the analysis of panel data
An overview of methods for the analysis of panel data
The aim of this paper is to provide an introduction to the aims, underlying theory and practical
application of change score, graphical chain, fixed/random effects and two different types of
structural equation modelling (SEM). We restrict ourselves to the use of these methods to analyse
panel data. By panel data we mean data which contain repeated measures of the same variable,
taken from the same set of units over time. In our applications the units are individuals.
However, the methods presented can be used for other types of units, such as businesses or
countries. The paper does not provide details of specific software packages, and focuses in the
main on procedures which are available in standard software. By using exemplars we provide a
guide for substantive social scientists new to the area of panel data analysis, but who have a
working knowledge of generalized linear models.
National Centre for Research Methods, School of Social Sciences, University of Southampton
Berrington, Ann
bd0fc093-310d-4236-8126-ca0c7eb9ddde
Smith, Peter W.F.
961a01a3-bf4c-43ca-9599-5be4fd5d3940
Sturgis, Patrick
b9f6b40c-50d2-4117-805a-577b501d0b3c
November 2006
Berrington, Ann
bd0fc093-310d-4236-8126-ca0c7eb9ddde
Smith, Peter W.F.
961a01a3-bf4c-43ca-9599-5be4fd5d3940
Sturgis, Patrick
b9f6b40c-50d2-4117-805a-577b501d0b3c
Berrington, Ann, Smith, Peter W.F. and Sturgis, Patrick
(2006)
An overview of methods for the analysis of panel data
(NCRM Methods Review Papers, NCRM/007)
Southampton, UK.
National Centre for Research Methods, School of Social Sciences, University of Southampton
57pp.
Record type:
Monograph
(Project Report)
Abstract
The aim of this paper is to provide an introduction to the aims, underlying theory and practical
application of change score, graphical chain, fixed/random effects and two different types of
structural equation modelling (SEM). We restrict ourselves to the use of these methods to analyse
panel data. By panel data we mean data which contain repeated measures of the same variable,
taken from the same set of units over time. In our applications the units are individuals.
However, the methods presented can be used for other types of units, such as businesses or
countries. The paper does not provide details of specific software packages, and focuses in the
main on procedures which are available in standard software. By using exemplars we provide a
guide for substantive social scientists new to the area of panel data analysis, but who have a
working knowledge of generalized linear models.
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Published date: November 2006
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Local EPrints ID: 47639
URI: http://eprints.soton.ac.uk/id/eprint/47639
PURE UUID: 70df290e-e032-4a82-9299-cdf7e872a00d
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Date deposited: 09 Aug 2007
Last modified: 12 Dec 2021 02:50
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Author:
Patrick Sturgis
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