Abstract
Exemplifying the general applicability of multilevel modeling for the analysis of contexts and their covariates, the three subsequent chapters in Part 2 examine how social contexts can influence human development, interpersonal violence, and technological change. Although the multilevel models of these chapters each have two levels, their constituent level-2 and level-1 units range from the very macro to the very micro. The first of these chapters studies individual countries that are grouped by the regions of the world; the second, repeated measures taken at different times that are grouped by their country; and the third, measures on employees that are grouped by their organizational unit. A similar multilevel study design unifies these diverse studies: the response variable and the covariance parameters are thought to depend on a number of antecedent factors (i.e., the contexts and their covariates), as illustrated by the following diagram.
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References
Blauner, Robert. 1964. Alienation and freedom. Chicago IL: University of Chicago Press.
Cochran, William G. 1968. The effectiveness of adjustment by subclassification in removing bias in observational studies. Biometrics (June): 205–313.
Coleman, James S. 1964. Introduction to mathematical sociology. New York: Free Press.
Heckman, James J. 2005a. The scientific model of causality. Sociology Methodology 35: 1–97.
Holland, Paul. 1986. Statistics and causal inference (with comments). Journal of the American Statistical Association 81: 945–970.
Lazarsfeld, Paul F. 1955b. Foreword to Herbert H. Hyman’s Survey design and analysis. New York: Free Press. v–xi.
Marmor, Theodore, and Jonathan Oberlander. 1998. Rethinking Medicare reform. Health Affairs 17(Jan/Feb): 52–68.
Pearl, Judea. [2000] 2009. Causality: Models, reasoning, and inference, 2nd ed. New York: Cambridge University Press.
Rubin, Donald B. 1986. Comment: Which ifs have causal answers. Journal of the American Statistical Association 81: 961–962.
Sobel, Michael E. 1996. An introduction to causal inference. Sociological Methods & Research 24(3, February): 353–379.
Sobel, Michael E. 2005. Discussion: The scientific model of causality. Sociological Methodology 35: 99–133.
Summers, Lawrence. 2008. How to build a U.S. recovery: The big freeze, part 4. policy response. Financial Times, August 7, 5.
United Nations Development Program. 2002. Arab human development report 2002: Creating opportunities for future generations. New York: Oxford University Press.
United Nations Statistics Division, Department of Economic and Social Affairs. 2001. Statistical yearbook. New York: United Nations Publications.
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Smith, R.B. (2011). Contexts and Covariates. In: Multilevel Modeling of Social Problems. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-9855-9_6
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DOI: https://doi.org/10.1007/978-90-481-9855-9_6
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