IDEAS home Printed from https://ideas.repec.org/a/sae/somere/v34y2005i1p76-121.html
   My bibliography  Save this article

The Impact of Community-Level Variables on Individual-Level Outcomes

Author

Listed:
  • Gustavo Angeles

    (University of North Carolina at Chapel Hill)

  • David K. Guilkey

    (University of North Carolina at Chapel Hill)

  • Thomas A. Mroz

    (University of North Carolina at Chapel Hill)

Abstract

The authors study alternative estimators of the impacts of higher level variables in multilevel models. This is important since many of the important variables in social science research are higher level factors having impacts on many lower level outcomes such as school achievement and contraceptive use. While the large sample properties of alternative estimators for these models are well known, there is little evidence about the relative performance of these estimators in the sample sizes typical in social science research. The authors attempt to fill this gap by presenting evidence about point estimation and standard error estimation for both two-and three-level models. A major conclusion of the article is that readily available commercial software can be used to obtain both reliable point estimates and coefficient standard errors in models with two or more levels as long as appropriate corrections are made for possible error correlations at the highest level.

Suggested Citation

  • Gustavo Angeles & David K. Guilkey & Thomas A. Mroz, 2005. "The Impact of Community-Level Variables on Individual-Level Outcomes," Sociological Methods & Research, , vol. 34(1), pages 76-121, August.
  • Handle: RePEc:sae:somere:v:34:y:2005:i:1:p:76-121
    DOI: 10.1177/0049124104273069
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0049124104273069
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0049124104273069?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. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    2. Guilkey, David K. & Murphy, James L., 1993. "Estimation and testing in the random effects probit model," Journal of Econometrics, Elsevier, vol. 59(3), pages 301-317, October.
    3. Borjas, George J. & Sueyoshi, Glenn T., 1994. "A two-stage estimator for probit models with structural group effects," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 165-182.
    4. Cochrane, Susan H & Guilkey, David K, 1995. "The Effects of Fertility Intentions and Access to Services on Contraceptive Use in Tunisia," Economic Development and Cultural Change, University of Chicago Press, vol. 43(4), pages 779-804, July.
    5. Butler, J S & Moffitt, Robert, 1982. "A Computationally Efficient Quadrature Procedure for the One-Factor Multinomial Probit Model," Econometrica, Econometric Society, vol. 50(3), pages 761-764, May.
    6. Robinson, Peter M, 1982. "On the Asymptotic Properties of Estimators of Models Containing Limited Dependent Variables," Econometrica, Econometric Society, vol. 50(1), pages 27-41, January.
    7. Germáan Rodríguez & Noreen Goldman, 1995. "An Assessment of Estimation Procedures for Multilevel Models with Binary Responses," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 158(1), pages 73-89, January.
    8. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    9. Kenneth Bollen & David Guilkey & Thomas Mroz, 1995. "Binary outcomes and endogenous explanatory variables: Tests and solutions with an application to the demand for contraceptive use in tunisia," Demography, Springer;Population Association of America (PAA), vol. 32(1), pages 111-131, February.
    10. Paul Gertler & Jack Molyneaux, 1994. "Erratum to: How Economic Development and Family Planning Programs Combined to Reduce Indonesian Fertility," Demography, Springer;Population Association of America (PAA), vol. 31(2), pages 1-1, May.
    11. Paul Gertler & John Molyneaux, 1994. "How economic development and family planning programs combined to reduce indonesian fertility," Demography, Springer;Population Association of America (PAA), vol. 31(1), pages 33-63, February.
    12. Guilkey, David K. & Popkin, Barry M. & Akin, John S. & Wong, Emelita L., 1989. "Prenatal care and pregnancy outcome in Cebu, Philippines," Journal of Development Economics, Elsevier, vol. 30(2), pages 241-272, April.
    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. John Hipp, 2010. "What is the ‘Neighbourhood’ in Neighbourhood Satisfaction? Comparing the Effects of Structural Characteristics Measured at the Micro-neighbourhood and Tract Levels," Urban Studies, Urban Studies Journal Limited, vol. 47(12), pages 2517-2536, November.
    2. Baird, Timothy D. & Gray, Clark L., 2014. "Livelihood Diversification and Shifting Social Networks of Exchange: A Social Network Transition?," World Development, Elsevier, vol. 60(C), pages 14-30.
    3. Gray, Clark & Mueller, Valerie, 2012. "Drought and Population Mobility in Rural Ethiopia," World Development, Elsevier, vol. 40(1), pages 134-145.
    4. John V. Gray & Enno Siemsen & Gurneeta Vasudeva, 2015. "Colocation Still Matters: Conformance Quality and the Interdependence of R&D and Manufacturing in the Pharmaceutical Industry," Management Science, INFORMS, vol. 61(11), pages 2760-2781, November.
    5. Thiede, Brian C. & Gray, Clark, 2020. "Climate exposures and child undernutrition: Evidence from Indonesia," Social Science & Medicine, Elsevier, vol. 265(C).
    6. Martin Piotrowski & Yok-Fong Paat, 2012. "Determinants of Educational Attainment in Rural Thailand: A Life Course Approach," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 31(6), pages 907-934, December.
    7. Clark Gray & Richard Bilsborrow, 2013. "Environmental Influences on Human Migration in Rural Ecuador," Demography, Springer;Population Association of America (PAA), vol. 50(4), pages 1217-1241, August.
    8. Gray, Clark L., 2009. "Environment, Land, and Rural Out-migration in the Southern Ecuadorian Andes," World Development, Elsevier, vol. 37(2), pages 457-468, February.
    9. Clark L Gray, 2010. "Gender, Natural Capital, and Migration in the Southern Ecuadorian Andes," Environment and Planning A, , vol. 42(3), pages 678-696, March.
    10. Schmeer, Kammi K., 2013. "Family structure and child anemia in Mexico," Social Science & Medicine, Elsevier, vol. 95(C), pages 16-23.
    11. Pau Baizan, 2009. "Regional child care availability and fertility decisions in Spain," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 21(27), pages 803-842.
    12. Hajat, A. & Kaufman, J.S. & Rose, K.M. & Siddiqi, A. & Thomas, J.C., 2010. "Do the wealthy have a health advantage? Cardiovascular disease risk factors and wealth," Social Science & Medicine, Elsevier, vol. 71(11), pages 1935-1942, December.
    13. Schmeer, Kammi, 2009. "Father absence due to migration and child illness in rural Mexico," Social Science & Medicine, Elsevier, vol. 69(8), pages 1281-1286, October.
    14. Jonathan Pingle, 2005. "Welfare, Intergenerational Cohabitation Penalties, and Single Mothers’ Employment," Review of Economics of the Household, Springer, vol. 3(2), pages 123-144, June.

    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. Rachel Connelly & Deborah DeGraff & Deborah Levison & Brian McCall, 2006. "Tackling The Endogeneity Of Fertility In The Study Of Women'S Employment In Developing Countries: Alternative Estimation Strategies Using Data From Urban Brazil," Feminist Economics, Taylor & Francis Journals, vol. 12(4), pages 561-597.
    2. Deborah Degraff & Richard Bilsborrow & David Guilkey, 1997. "Community-level determinants of contraceptive use in the Philippines: A structural analysis," Demography, Springer;Population Association of America (PAA), vol. 34(3), pages 385-398, August.
    3. Hanemann, W. Michael & Kanninen, Barbara, 1996. "The Statistical Analysis Of Discrete-Response Cv Data," CUDARE Working Papers 25022, University of California, Berkeley, Department of Agricultural and Resource Economics.
    4. T. Paul Schultz, 2005. "Fertility and Income," Working Papers 925, Economic Growth Center, Yale University.
    5. Rabe-Hesketh, Sophia & Skrondal, Anders & Pickles, Andrew, 2005. "Maximum likelihood estimation of limited and discrete dependent variable models with nested random effects," Journal of Econometrics, Elsevier, vol. 128(2), pages 301-323, October.
    6. William H. Greene & David A. Hensher, 2008. "Modeling Ordered Choices: A Primer and Recent Developments," Working Papers 08-26, New York University, Leonard N. Stern School of Business, Department of Economics.
    7. Soh, Pek Hooi, 1966- & Roberts, Edward Baer. & International Center for Research on the Management of Technology., 1998. "The effects of social capital on technological performance of the firm : a a longitudinal analysis," Working papers 174-98, Massachusetts Institute of Technology (MIT), Sloan School of Management.
    8. Juliana D. Araujo & Povilas Lastauskas & Chris Papageorgiou, 2017. "Evolution of Bilateral Capital Flows to Developing Countries at Intensive and Extensive Margins," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(7), pages 1517-1554, October.
    9. Bertschek, Irene & Lechner, Michael, 1998. "Convenient estimators for the panel probit model," Journal of Econometrics, Elsevier, vol. 87(2), pages 329-371, September.
    10. Barbara Entwisle & Ronald Rindfuss & Stephen Walsh & Tom Evans & Sara Curran, 1997. "Geographic information systems, spatial network analysis, and contraceptive choice," Demography, Springer;Population Association of America (PAA), vol. 34(2), pages 171-187, May.
    11. Manuel Arellano & Olympia Bover, 1990. "La econometría de datos de panel," Investigaciones Economicas, Fundación SEPI, vol. 14(1), pages 3-45, January.
    12. Jacob N. Arendt, 2002. "Endogeneity and Heterogeneity in LDV Panel Data Models," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 D6-1, International Conferences on Panel Data.
    13. T.-F. Lo & P.-H. Ke & W.-J. Tsay, 2018. "Pairwise likelihood inference for the random effects probit model," Computational Statistics, Springer, vol. 33(2), pages 837-861, June.
    14. Laisney, François & Pohlmeier, Winfried & Staat, Matthias, 1991. "Estimation of labour supply functions using panel data: a survey," ZEW Discussion Papers 91-05, ZEW - Leibniz Centre for European Economic Research.
    15. Busse, Matthias & Hefeker, Carsten, 2007. "Political risk, institutions and foreign direct investment," European Journal of Political Economy, Elsevier, vol. 23(2), pages 397-415, June.
    16. Andrés Rodríguez-Pose & Yannis Psycharis & Vassilis Tselios, 2012. "Public investment and regional growth and convergence: Evidence from Greece," Papers in Regional Science, Wiley Blackwell, vol. 91(3), pages 543-568, August.
    17. Subal C. Kumbhakar & Christopher F. Parmeter & Valentin Zelenyuk, 2022. "Stochastic Frontier Analysis: Foundations and Advances I," Springer Books, in: Subhash C. Ray & Robert G. Chambers & Subal C. Kumbhakar (ed.), Handbook of Production Economics, chapter 8, pages 331-370, Springer.
    18. Eleftherios Angelopoulos & Antonios Georgopoulos, 2015. "The Determinants of Shareholder Value in Retail Banking During Crisis Years: The Case of Greece," Multinational Finance Journal, Multinational Finance Journal, vol. 19(2), pages 109-147, June.
    19. Jörg Breitung & Michael Lechner, 1996. "Estimation de modèles non linéaires sur données de panel par la méthode des moments généralisés," Économie et Prévision, Programme National Persée, vol. 126(5), pages 191-203.
    20. Ali Uyar & Simone Pizzi & Fabio Caputo & Cemil Kuzey & Abdullah S. Karaman, 2022. "Do shareholders reward or punish risky firms due to CSR reporting and assurance?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(5), pages 1596-1620, July.

    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:34:y:2005:i:1:p:76-121. 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.