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An overview of methods for the analysis of panel data

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.
NCRM/007
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
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

Identifiers

Local EPrints ID: 47639
URI: http://eprints.soton.ac.uk/id/eprint/47639
PURE UUID: 70df290e-e032-4a82-9299-cdf7e872a00d
ORCID for Ann Berrington: ORCID iD orcid.org/0000-0002-1683-6668
ORCID for Peter W.F. Smith: ORCID iD orcid.org/0000-0003-4423-5410
ORCID for Patrick Sturgis: ORCID iD orcid.org/0000-0003-1180-3493

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Date deposited: 09 Aug 2007
Last modified: 12 Dec 2021 02:50

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Contributors

Author: Ann Berrington ORCID iD
Author: Patrick Sturgis ORCID iD

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