IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/hal-01298942.html
   My bibliography  Save this paper

Multiple imputation for demographic hazard models with left-censored predictor variables

Author

Listed:
  • Angela Greulich

    (CES - Centre d'économie de la Sorbonne - UP1 - Université Paris 1 Panthéon-Sorbonne - CNRS - Centre National de la Recherche Scientifique)

  • Michael Rendall

    (University of Maryland [College Park] - University of Maryland System)

Abstract

A common problem when using panel data is that an individual's history is incompletely known at the first wave. We show that multiple imputation, the method commonly used for data that are missing due to non-response, may also be used to impute these data that are "missing by design." Our application is to a woman's duration of fulltime employment as a predictor of her risk of first birth. We multiply-impute employment status two years earlier to "incomplete" cases for which employment status is observed only in the most recent year. We then pool these "completed" cases with the "complete" cases to derive regression estimates for the full sample. Relative to not being fulltime employed, having been fulltime-employed for two or more years is a positive and statistically significant predictor of childbearing whereas having just entered fulltime employment is not. The fulltime-employment duration parameter variances are about one third lower in the multiply-imputed sample than in the complete-data sample, and only in the multiply-imputed sample does the employment-duration coefficient attain statistical significance.

Suggested Citation

  • Angela Greulich & Michael Rendall, 2014. "Multiple imputation for demographic hazard models with left-censored predictor variables," Working Papers hal-01298942, HAL.
    • Handle: RePEc:hal:wpaper:hal-01298942
    Note: View the original document on HAL open archive server: https://hal.science/hal-01298942
    as

    Download full text from publisher

    File URL: https://hal.science/hal-01298942/document
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Elisabetta Santarelli, 2011. "Economic resources and the first child in Italy: A focus on income and job stability," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 25(9), pages 311-336.
    2. Berkay Özcan & Karl Ulrich Mayer & Joerg Luedicke, 2010. "The impact of unemployment on the transition to parenthood," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 23(29), pages 807-846.
    3. Vicki Freedman & Douglas Wolf, 1995. "A case study on the use of multiple imputation," Demography, Springer;Population Association of America (PAA), vol. 32(3), pages 459-470, August.
    4. Robert Moffitt & Michael Rendall, 1995. "Cohort trends in the lifetime distribution of female family headship in the United States, 1968–1985," Demography, Springer;Population Association of America (PAA), vol. 32(3), pages 407-424, August.
    5. Alícia Adserà, 2011. "The interplay of employment uncertainty and education in explaining second births in Europe," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 25(16), pages 513-544.
    6. Robert Moffitt & Michael Rendall, 1995. "Erratum to: Cohort Trends in the Lifetime Distribution of Female Family Headship in the U.S., 1968–1985," Demography, Springer;Population Association of America (PAA), vol. 32(4), pages 1-1, November.
    7. Kaminska, Olena & Iacovou, Maria & Levy, Horacio, 2012. "Using EU-SILC data for cross-national analysis: strengths, problems and recommendations," ISER Working Paper Series 2012-03, Institute for Social and Economic Research.
    8. Michael S. Rendall & Bonnie Ghosh-Dastidar & Margaret M. Weden & Elizabeth H. Baker & Zafar Nazarov, 2013. "Multiple Imputation for Combined-survey Estimation With Incomplete Regressors in One but Not Both Surveys," Sociological Methods & Research, , vol. 42(4), pages 483-530, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Michael S Rendall & Angela Greulich, 2016. "Multiple imputation for demographic hazard models with left-censored predictor variables: Application to employment duration and fertility in the EU-SILC," Post-Print hal-01396298, HAL.
    2. Michael S. Rendall & Angela Greulich, 2016. "Multiple imputation for demographic hazard models with left-censored predictor variables: Application to employment duration and fertility in the EU-SILC," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 35(38), pages 1135-1148.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Angela Greulich & Michael Rendall, 2014. "Multiple imputation for demographic hazard models with left-censored predictor variables," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01298942, HAL.
    2. Michael S Rendall & Angela Greulich, 2016. "Multiple imputation for demographic hazard models with left-censored predictor variables: Application to employment duration and fertility in the EU-SILC," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01396298, HAL.
    3. Michael S. Rendall & Angela Greulich, 2016. "Multiple imputation for demographic hazard models with left-censored predictor variables: Application to employment duration and fertility in the EU-SILC," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 35(38), pages 1135-1148.
    4. Michael S Rendall & Angela Greulich, 2016. "Multiple imputation for demographic hazard models with left-censored predictor variables: Application to employment duration and fertility in the EU-SILC," Post-Print hal-01396298, HAL.
    5. Karin Lundström & Gunnar Andersson, 2012. "Labor-market status, migrant status and first childbearing in Sweden," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 27(25), pages 719-742.
    6. Giammarco Alderotti & Daniele Vignoli & Michela Baccini & Anna Matysiak, 2019. "Employment Uncertainty and Fertility: A Network Meta-Analysis of European Research Findings," Econometrics Working Papers Archive 2019_06, Universita' degli Studi di Firenze, Dipartimento di Statistica, Informatica, Applicazioni "G. Parenti".
    7. John Ermisch & Marco Francesconi, 2000. "The Increasing Complexity of Family Relationships: Lifetime Experience of Lone Motherhood and Stepfamilies in Great Britain," European Journal of Population, Springer;European Association for Population Studies, vol. 16(3), pages 235-249, September.
    8. Susanne Fahlén & Livia Sz. Oláh, 2018. "Economic uncertainty and first-birth intentions in Europe," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 39(28), pages 795-834.
    9. Jonas Wood & Karel Neels & Jorik Vergauwen, 2016. "Economic and Institutional Context and Second Births in Seven European Countries," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 35(3), pages 305-325, June.
    10. J.W.A.M. Steegmans & W.H.J. Hassink, 2015. "Decreasing house prices and household mobility: An empirical study on loss aversion and negative equity," Working Papers 15-12, Utrecht School of Economics.
    11. Martin Klesment & Allan Puur & Leen Rahnu & Luule Sakkeus, 2014. "Varying association between education and second births in Europe," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 31(27), pages 813-860.
    12. Colen, Cynthia G. & Geronimus, Arline T. & Phipps, Maureen G., 2006. "Getting a piece of the pie? The economic boom of the 1990s and declining teen birth rates in the United States," Social Science & Medicine, Elsevier, vol. 63(6), pages 1531-1545, September.
    13. Marika Jalovaara & Anneli Miettinen, 2013. "Does his paycheck also matter?," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 28(31), pages 881-916.
    14. Brian Buh, 2021. "Measuring the Effect of Employment uncertainty on Fertility in Europe (A literature review)," VID Working Papers 2103, Vienna Institute of Demography (VID) of the Austrian Academy of Sciences in Vienna.
    15. Tue Gorgens & Sanghyeok Lee, 2017. "Estimation of dynamic models of recurring events with censored data," ANU Working Papers in Economics and Econometrics 2017-655, Australian National University, College of Business and Economics, School of Economics.
    16. Maria Iacovou, 2013. "The relationship between incomes and living arrangements: variation between countries, over the life course, and over time," ImPRovE Working Papers 13/15, Herman Deleeck Centre for Social Policy, University of Antwerp.
    17. Dmitriy Gorskiy, 2023. "The maternity capital and probability of second birth in Russia: Explaining the last 10 Years' fertility patterns," French Stata Users' Group Meetings 2023 30, Stata Users Group.
    18. Lidia CERIANI & Carlo V. FIORIO & Chiara GHIGLIARANO, 2013. "The importance of choosing the data set for tax-benefit analysis," Departmental Working Papers 2013-05, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    19. Ronald Bachmann & Peggy Bechara & Sandra Schaffner, 2016. "Wage Inequality and Wage Mobility in Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(1), pages 181-197, March.
    20. Chiara Ludovica Comolli, 2017. "The fertility response to the Great Recession in Europe and the United States: Structural economic conditions and perceived economic uncertainty," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 36(51), pages 1549-1600.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hal:wpaper:hal-01298942. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.