Some Comments on the Causal Analysis of Surveys with Log-Linear Models

Recent developments in analysis of cross-classified data have given social scientists powerful tools for investigating relationships among qualitative variables. Since investigators can analyze cross-classifications with concepts similar to those used in regression and path analysis, they may feel that the level of measurement problem has been solved. This study shows, however, that at least one approach, log-linear analysis, does not by itself solve every measurement problem. Unless the technique is applied carefully, it may produce highly misleading results. The conditions under which log-linear models can be misleading are explored within the context of causal analysis of surveys.

[1]  M. Giles Racial and Class Prejudice: Their Relative Effects on Protest Against School Desegregation. , 1976 .

[2]  Kent W. Smith Marginal Standardization and Table Shrinking: Aids in the Traditional Analysis of Contingency Tables , 1976 .

[3]  R. Hawkes Effects of Grouping on Measures of Ordinal Association , 1976 .

[4]  H. Kritzer Sources of Role Orientations: "Reality or Chance?" , 1975, Journal of Politics.

[5]  Jae-On Kim,et al.  Multivariate Analysis of Ordinal Variables , 1975, American Journal of Sociology.

[6]  David Knoke,et al.  A Comparison of Log-Linear and Regression Models for Systems of Dichotomous Variables , 1975 .

[7]  Stephen E. Fienberg,et al.  Discrete Multivariate Analysis: Theory and Practice , 1976 .

[8]  J. Feldman Inferences from sociological survey data: a unified approach , 1974 .

[9]  A. Guest Class Consciousness and American Political Attitude , 1974 .

[10]  R. Plackett The analysis of categorical data , 1974 .

[11]  Gary G. Koch,et al.  A General Linear Approach to the Analysis of Nonmetric Data: Applications for Political Science* , 1974 .

[12]  Gary G. Koch,et al.  Analyzing Panel Data with Uncontrolled Attrition , 1974 .

[13]  L. A. Goodman The Analysis of Systems of Qualitative Variables When Some of the Variables Are Unobservable. Part I-A Modified Latent Structure Approach , 1974, American Journal of Sociology.

[14]  D. Knoke Religious Involvement and Political Behavior: a Log‐linear Analysis of White Americans, 1952‐1968* , 1973 .

[15]  H. T. Reynolds,et al.  On "The Multivariate Analysis of Ordinal Measures" , 1973, American Journal of Sociology.

[16]  F. Scheuren Ransacking CPS Tabulations' Applications of the Log Linear Model to Poverty Statistics , 1973 .

[17]  Frank M. Andrews,et al.  Multivariate nominal scale analysis , 1973 .

[18]  Estimating and Testing Linear Hypotheses on Parameters in the Log‐linear Model , 1973 .

[19]  Robert B. Smith Neighborhood Context and College Plans: An Ordinal Path Analysis , 1972 .

[20]  G G Koch,et al.  Linear model analysis of categorical data with incomplete response vectors. , 1972, Biometrics.

[21]  James E. Grizzle,et al.  Log Linear Models and Tests of Independence for Contingency Tables , 1972 .

[22]  Y. Bishop Effects of collapsing multidimensional contingency tables. , 1971, Biometrics.

[23]  Roland K. Hawkes,et al.  The Multivariate Analysis of Ordinal Measures , 1971, American Journal of Sociology.

[24]  S. Kullback,et al.  On the Analysis of Multidimensional Contingency Tables , 1971 .

[25]  G. Koch,et al.  The analysis of categorical data from mixed models , 1971 .

[26]  W. D. Johnson,et al.  A Note on the Weighted Least Squares Analysis of the Ries-Smith Contingency Table Data , 1971 .

[27]  H. Theil On the Estimation of Relationships Involving Qualitative Variables , 1970, American Journal of Sociology.

[28]  Sanford Labovitz,et al.  The Assignment of Numbers to Rank Order Categories , 1970 .

[29]  Stephen E. Fienberg,et al.  The Analysis of Multidimensional Contingency Tables , 1970 .

[30]  G. Koch,et al.  Analysis of categorical data by linear models. , 1969, Biometrics.

[31]  M. Rosenberg,et al.  The Logic of Survey Analysis. , 1968 .

[32]  J. Lingoes The Multivariate Analysis Of Qualitative Data , 1968 .

[33]  J. Davis A Partial Coefficient for Goodman and Kruskal's Gamma , 1967 .

[34]  Dana Quade,et al.  Nonparametric Partial Correlation , 1967 .

[35]  E. A. Maxwell,et al.  Introduction to Mathematical Sociology , 1965 .

[36]  D. Suits Use of Dummy Variables in Regression Equations , 1957 .