IDEAS home Printed from https://ideas.repec.org/a/sae/somere/v19y1991i4p466-492.html
   My bibliography  Save this article

Reducing Bias in Estimates of Linear Models by Remeasurement of a Random Subsample

Author

Listed:
  • PAUL D. ALLISON

    (University of Pennsylvania)

  • ROBERT M. HAUSER

    (University of Wisconsin)

Abstract

Measurement error in independent variables produces biased estimates of the coefficients in linear models. These biases can be reduced by obtaining repeated measurements of the variables and then estimating structural equation models with multiple indicators of latent variables. Remeasurement is usually costly, however, raising the question of whether the same benefits can be obtained by remeasuring only a fraction of the sample. Although this strategy has been tried previously, there were no appropriate statistical methods for combining the data in the remeasured subsample and the single measurement subsample. We demonstrate here how recently developed methods for incomplete data provide an attractive solution to this estimation problem. The methodology is illustrated by a reanalysis of Bielby, Hauser, and Featherman's (1977a) study of the OCG-II data.

Suggested Citation

  • Paul D. Allison & Robert M. Hauser, 1991. "Reducing Bias in Estimates of Linear Models by Remeasurement of a Random Subsample," Sociological Methods & Research, , vol. 19(4), pages 466-492, May.
    • Handle: RePEc:sae:somere:v:19:y:1991:i:4:p:466-492
    DOI: 10.1177/0049124191019004002
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0049124191019004002
    Download Restriction: no
    File URL: https://libkey.io/10.1177/0049124191019004002?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. P. Bentler & David Weeks, 1980. "Linear structural equations with latent variables," Psychometrika, Springer;The Psychometric Society, vol. 45(3), pages 289-308, September.
    2. Bowles, Samuel, 1972. "Schooling and Inequality from Generation to Generation," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages 219-251, Part II, .
    3. Bengt Muthén & David Kaplan & Michael Hollis, 1987. "On structural equation modeling with data that are not missing completely at random," Psychometrika, Springer;The Psychometric Society, vol. 52(3), pages 431-462, September.
    Full references (including those not matched with items on IDEAS)

    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. David Kaplan, 1994. "Estimator Conditioning Diagnostics for Covariance Structure Models," Sociological Methods & Research, , vol. 23(2), pages 200-229, November.
    2. repec:dau:papers:123456789/4924 is not listed on IDEAS
    3. Steven Andrew Culpepper & Herman Aguinis & Justin L. Kern & Roger Millsap, 2019. "High-Stakes Testing Case Study: A Latent Variable Approach for Assessing Measurement and Prediction Invariance," Psychometrika, Springer;The Psychometric Society, vol. 84(1), pages 285-309, March.
    4. Rachid Boumahdi & Jean-Michel Plassard, 1992. "Note à propos du caractère endogène de la variable éducation dans la fonction de gains," Revue Économique, Programme National Persée, vol. 43(1), pages 145-156.
    5. Jeffrey J. Hoogland & Anne Boomsma, 1998. "Robustness Studies in Covariance Structure Modeling," Sociological Methods & Research, , vol. 26(3), pages 329-367, February.
    6. Hanrriette Carrasco-Venturelli & Javier Cachón-Zagalaz & Amador J. Lara-Sánchez & José Luis Ubago-Jiménez, 2024. "Validation and Adaptation of Questionnaires on Interest, Effort, Progression and Learning Support in Chilean Adolescents," Sustainability, MDPI, vol. 16(5), pages 1-14, February.
    7. Junmin Lee & Keungoui Kim & Hyunha Shin & Junseok Hwang, 2018. "Acceptance Factors of Appropriate Technology: Case of Water Purification Systems in Binh Dinh, Vietnam," Sustainability, MDPI, vol. 10(7), pages 1-20, June.
    8. Justina GineikienÄ—, 2013. "Consumer Nostalgia Literature Review And An Alternative Measurement Perspective," Organizations and Markets in Emerging Economies, Faculty of Economics, Vilnius University, vol. 4(2).
    9. Lazear, Edward P, 1977. "Education: Consumption or Production?," Journal of Political Economy, University of Chicago Press, vol. 85(3), pages 569-597, June.
    10. Lakshmi K. Raut, 1996. "Signalling equilibrium, Intergenerational mobility and long-run growth," GE, Growth, Math methods 9603002, University Library of Munich, Germany.
    11. Tsonaka, R. & Moustaki, I., 2007. "Parameter constraints in generalized linear latent variable models," Computational Statistics & Data Analysis, Elsevier, vol. 51(9), pages 4164-4177, May.
    12. Elisa Jácome & Ilyana Kuziemko & Suresh Naidu, 2021. "Mobility for All: Representative Intergenerational Mobility Estimates over the 20th Century," Working Papers 302, Princeton University, Department of Economics, Center for Economic Policy Studies..
    13. Cabus, Sofie J. & De Witte, Kristof, 2011. "Does school time matter?—On the impact of compulsory education age on school dropout," Economics of Education Review, Elsevier, vol. 30(6), pages 1384-1398.
    14. Arnaud Lefranc & Alain Trannoy, 2005. "Intergenerational earnings mobility in France: Is France more mobile than the U.S.?," Annals of Economics and Statistics, GENES, issue 78, pages 57-77.
    15. Esteban Alberdi, C. & Rubio Andrada, L. & Rodríguez Antón, J. M., 2005. "Causal Relationships Between Intangibles and Overall Assessment of the Service Received in a Travel Agency/Calidad e Intangibles. Relaciones de causalidad en los servicios de intermediación. Aplicació," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 23, pages 323-334, Agosto.
    16. Gary S. Becker & Nigel Tomes, 1994. "Human Capital and the Rise and Fall of Families," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 257-298, National Bureau of Economic Research, Inc.
    17. Mary Corcoran, 1980. "Sex Differences in Measurement Error in Status Attainment Models," Sociological Methods & Research, , vol. 9(2), pages 199-217, November.
    18. Alberto Alesina & Sebastian Hohmann & Stelios Michalopoulos & Elias Papaioannou, 2021. "Intergenerational Mobility in Africa," Econometrica, Econometric Society, vol. 89(1), pages 1-35, January.
    19. Eldad Davidov & Stefan Thörner & Peter Schmidt & Stefanie Gosen & Carina Wolf, 2011. "Level and change of group-focused enmity in Germany: unconditional and conditional latent growth curve models with four panel waves," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 95(4), pages 481-500, December.
    20. Halleröd, Björn & Gustafsson, Jan-Eric, 2011. "A longitudinal analysis of the relationship between changes in socio-economic status and changes in health," Social Science & Medicine, Elsevier, vol. 72(1), pages 116-123, January.
    21. Fionn Murtagh & R. Curnow & J. Felsenstein & P. Sneath & Margaret Wright & A. Bowman & P. Altham & J. Jeffers & Martin Crowder & P. Bentler & Šarnas Raudys, 1991. "Book reviews," Journal of Classification, Springer;The Classification Society, vol. 8(1), pages 115-148, January.

    More about this item

    Statistics

    Access and download statistics

    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:sae:somere:v:19:y:1991:i:4:p:466-492. 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: SAGE Publications (email available below). General contact details of provider: .

    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.