IDEAS home Printed from https://ideas.repec.org/a/sae/somere/v26y1998i4p436-486.html
   My bibliography  Save this article

Categorical Causal Modeling

Author

Listed:
  • JACQUES A. HAGENAARS

    (Tilburg University)

Abstract

Latent class analysis (LCA) is an extremely useful and flexible technique for the analysis of categorical data, measured at the nominal, ordinal, or interval level (the latter with fixed or estimated scores). It is, first, a general measurement model, a particular kind of latent structure model that can be used for the investigation of the reliability and validity of categorical measurements, taking both random and systematic response errors into account. When dealing with test-retest effects, response consistency effects, unobserved heterogeneity, response effects from varying survey (interviewing) conditions, and so on, it is useful to take a consistent causal modeling point of view and to integrate LCA into a general causal log-linear model with latent variables. The resulting directed log-linear modeling approach integrates insights from Goodman's modified path approach, the modified LISREL approach, and directed graphical modeling.

Suggested Citation

  • Jacques A. Hagenaars, 1998. "Categorical Causal Modeling," Sociological Methods & Research, , vol. 26(4), pages 436-486, May.
    • Handle: RePEc:sae:somere:v:26:y:1998:i:4:p:436-486
    DOI: 10.1177/0049124198026004002
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0049124198026004002
    Download Restriction: no
    File URL: https://libkey.io/10.1177/0049124198026004002?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. J. de Leeuw & P.G.M. van der Heijden & P. Verboon, 1990. "A latent time–budget model," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 44(1), pages 1-22, March.
    2. DeSarbo, W.S. & Wedel, M., 1993. "A Review of Recent Developments in Latent Class Regression Models," Papers 521, Groningen State, Institute of Economic Research-.
    3. Bolck, A. & Croon, M.A. & Hagenaars, J.A.P., 1998. "On the use of latent class scores in causal models for categorical variables," WORC Paper 98.07.005/7, Tilburg University, Work and Organization Research Centre.
    4. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    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. Francesca Bassi & Jacques A. Hagenaars & Marcel A. Croon & Jeroen K. Vermunt, 2000. "Estimating True Changes when Categorical Panel Data are Affected by Uncorrelated and Correlated Classification Errors," Sociological Methods & Research, , vol. 29(2), pages 230-268, November.
    2. Hillebrand, Eric & Schnabl, Gunther & Ulu, Yasemin, 2009. "Japanese foreign exchange intervention and the yen-to-dollar exchange rate: A simultaneous equations approach using realized volatility," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(3), pages 490-505, July.
    3. Giuseppe Croce & Emanuela Ghignoni, 2011. "Overeducation and spatial flexibility in Italian local labour markets," Working Papers in Public Economics 145, University of Rome La Sapienza, Department of Economics and Law.
    4. Darrian Collins & Clem Tisdell, 2004. "Outbound Business Travel Depends on Business Returns: Australian Evidence," Australian Economic Papers, Wiley Blackwell, vol. 43(2), pages 192-207, June.
    5. Jongeneel, Roelof A. & Ge, Lan, 2005. "Explaining Growth in Dutch Agriculture: Prices, Public R&D, and Technological Change," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24573, European Association of Agricultural Economists.
    6. Barnett, William A. & Serletis, Apostolos, 2008. "Consumer preferences and demand systems," Journal of Econometrics, Elsevier, vol. 147(2), pages 210-224, December.
    7. Hany Eldemerdash & Hugh Metcalf & Sara Maioli, 2014. "Twin deficits: new evidence from a developing (oil vs. non-oil) countries’ perspective," Empirical Economics, Springer, vol. 47(3), pages 825-851, November.
    8. Rao, Surekha & Ghali, Moheb & Krieg, John, 2008. "On the J-test for nonnested hypotheses and Bayesian extension," MPRA Paper 14637, University Library of Munich, Germany.
    9. Schimmelpfennig, Axel, 1998. "The celtic tiger faces the factor price frontier: Labour market adjustment in Ireland," Kiel Working Papers 855, Kiel Institute for the World Economy (IfW Kiel).
    10. Saul Lach & Mark Schankerman, 2008. "Incentives and invention in universities," RAND Journal of Economics, RAND Corporation, vol. 39(2), pages 403-433, June.
    11. Maria Iacovou, 2002. "Class Size in the Early Years: Is Smaller Really Better?," Education Economics, Taylor & Francis Journals, vol. 10(3), pages 261-290.
    12. Maarten A. Allers & Corine Hoeben, 2010. "Effects of Unit-Based Garbage Pricing: A Differences-in-Differences Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(3), pages 405-428, March.
    13. C. Lanier Benkard, 2000. "Learning and Forgetting: The Dynamics of Aircraft Production," American Economic Review, American Economic Association, vol. 90(4), pages 1034-1054, September.
    14. Bergman, Mats A. & Johansson, Per & Bergman, M.A., 2002. "Large investments in the pulp and paper industry: a count data regression analysis," Journal of Forest Economics, Elsevier, vol. 8(1), pages 29-52.
    15. Hongbin Li & Mark Rosenzweig & Junsen Zhang, 2010. "Altruism, Favoritism, and Guilt in the Allocation of Family Resources: Sophie's Choice in Mao's Mass Send-Down Movement," Journal of Political Economy, University of Chicago Press, vol. 118(1), pages 1-38, February.
    16. Alfò, Marco & Carbonari, Lorenzo & Trovato, Giovanni, 2023. "On the effects of taxation on growth: an empirical assessment," Macroeconomic Dynamics, Cambridge University Press, vol. 27(5), pages 1289-1318, July.
    17. Ongo Nkoa, Bruno Emmanuel & Song, Jacques Simon, 2020. "Does institutional quality affect financial inclusion in Africa? A panel data analysis," Economic Systems, Elsevier, vol. 44(4).
    18. de Lima, Pedro J. F., 1997. "On the robustness of nonlinearity tests to moment condition failure," Journal of Econometrics, Elsevier, vol. 76(1-2), pages 251-280.
    19. Kapteyn, A. & Kleinjans, K. & van Soest, A.H.O., 2008. "Intertemporal Consumption with Directly Measured Welfare Functions and Subjective Expectations," Other publications TiSEM 29e581de-6037-463c-b441-7, Tilburg University, School of Economics and Management.
    20. repec:ebl:ecbull:v:3:y:2008:i:5:p:1-7 is not listed on IDEAS
    21. Dongying Du & Xiaojian Tang & Huaiming Wang & Joseph H. Zhang & Stephanie Tsui & Dongjie Lin, 2022. "CEO organizational identification and corporate innovation investment," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(3), pages 4185-4217, September.

    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:26:y:1998:i:4:p:436-486. 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.