Joining Panel Data with Cross-Sections for Efficiency Gains: an Application to a Consumption Equation for Nicaragua
This paper explores how cross-sectional data can be exploited jointly with longitudinal data, in order to increase estimation effciency while properly tackling the potential bias due to unobserved individual characteristics. We propose an innovative procedure and we show its implementation by analysing the determinants of consumption in Nicaragua, based on data from three Living Standard Measurement Study surveys from 1993, 1998 and 2001. The last two rounds constitute an unbalanced longitudinal data set, while the first is a cross-section of different households. Under the assumption that the relationship between observed and unobserved characteristics is homogenous across time, information from longitudinal is are used to clean the bias in the unpaired sample. In a second step, corrected unpaired observations are used jointly with panel data. This reduces the standard errors of the estimation coe±cients and might increase their significance as well, otherwise compromised by the limited variation provided by the short longitudinal data.
|Date of creation:||Dec 2007|
|Date of revision:|
|Contact details of provider:|| Postal: Piazza Scaravilli, 2, and Strada Maggiore, 45, 40125 Bologna|
Phone: +39 051 209 8019 and 2600
Fax: +39 051 209 8040 and 2664
Web page: http://www.dse.unibo.it
More information through EDIRC
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Benjamin Davis & Marco Stampini, 2002. "Pathways Towards Prosperity in Rural Nicaragua: Why households drop in and out of poverty, and some policy suggestions on how to keep them out," Working Papers 02-12, Agricultural and Development Economics Division of the Food and Agriculture Organization of the United Nations (FAO - ESA).
- Nijman, Theo & Verbeek, Marno, 1990.
"Estimation of time-dependent parameters in linear models using cross-sections, panels, or both,"
Journal of Econometrics,
Elsevier, vol. 46(3), pages 333-346, December.
- Nijman, T.E. & Verbeek, M.J.C.M., 1988. "Estimation of time dependent parameters in linear models using cross sections, panels or both," Research Memorandum FEW 302, Tilburg University, School of Economics and Management.
- Pitt, Mark M & Rosenzweig, Mark R & Gibbons, Donna M, 1993. "The Determinants and Consequences of the Placement of Government Programs in Indonesia," World Bank Economic Review, World Bank Group, vol. 7(3), pages 319-48, September.
- Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
- Marco Stampini & Benjamin Davis, 2003. "Discerning Transient from Chronic Poverty in Nicaragua: Measurement with a two period panel data set," Working Papers 03-03, Agricultural and Development Economics Division of the Food and Agriculture Organization of the United Nations (FAO - ESA).
- Nijman, T.E., 1990. "Estimation of time dependent parameters in linear models using cross sections, panels or both," Other publications TiSEM 3efbf7de-1ca7-4f9f-b515-3, Tilburg University, School of Economics and Management.
- Berhman, J.R., 1990. "The action of human resources and poverty on one another: what we have yet to learn," Papers 74, World Bank - Living Standards Measurement.
When requesting a correction, please mention this item's handle: RePEc:bol:bodewp:619. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Task Force CeSIA DSE)
If references are entirely missing, you can add them using this form.