RATIO VARIABLES IN AGGREGATE DATA-ANALYSIS - THEIR USES, PROBLEMS, AND ALTERNATIVES

被引:45
作者
BOLLEN, KA
WARD, S
机构
[1] BROWN UNIV,PROVIDENCE,RI 02912
[2] RUTGERS STATE UNIV,DEPT SOCIOL,NEWARK,NJ 07102
关键词
D O I
10.1177/004912417900700405
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
This article discusses three different uses of ratio variables in aggregate data analysis: (1) as measures of theoretical concepts, (2) as a means to control an extraneous factor, and (3) as a correction for heteroscedasticity. In the use of ratios as indices of concepts, a problem can arise if it is regressed on other indices or variables that contain a common component. For example, the relationship between two per capita measures may be confounded with the common population component in each variable. Regarding the second use of ratios, only under exceptional conditions will ratio variables be a suitable means of controlling an extraneous factor. Finally, the use of ratios to correct for heteroscedasticity is also often misused. Only under special conditions will the common form of regression with ratio variables correct for heteroscedasticity. Alternatives to ratios for each of these cases are discussed and evaluated. © 1979, Sage Publications. All rights reserved.
引用
收藏
页码:431 / 450
页数:20
相关论文
共 42 条
[1]  
ALKER HR, 1966, MATH APPLICATIONS PO
[2]   STATISTICAL PROPERTIES OF RATIOS .1. EMPIRICAL RESULTS [J].
ATCHLEY, WR ;
GASKINS, CT ;
ANDERSON, D .
SYSTEMATIC ZOOLOGY, 1976, 25 (02) :137-148
[3]   SPECIFICATION WITH DEFLATED VARIABLES AND SPECIOUS SPURIOUS CORRELATION [J].
BELSLEY, DA .
ECONOMETRICA, 1972, 40 (05) :923-927
[4]  
Blalock HM, 1964, CAUSAL INFERENCES NO
[5]   A study of index correlations [J].
Brown, JW ;
Greenwood, M ;
Wood, F .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY, 1914, 77 :317-346
[6]  
Chayes F., 1971, RATIO CORRELATION
[7]   COMMUNITY STRUCTURE, DECISION-MAKING, BUDGET EXPENDITURES, AND URBAN RENEWAL IN 51 AMERICAN COMMUNITIES [J].
CLARK, TN .
AMERICAN SOCIOLOGICAL REVIEW, 1968, 33 (04) :576-593
[8]   PROCESS OF POLITICAL-DEVELOPMENT - ILLUSTRATIVE USE OF A STRATEGY FOR REGRESSION IN PRESENCE OF MULTICOLLINEARITY [J].
DEEGAN, J .
SOCIOLOGICAL METHODS & RESEARCH, 1975, 3 (04) :384-415
[9]   MULTICOLLINEARITY IN REGRESSION ANALYSIS - PROBLEM REVISITED [J].
FARRAR, DE ;
GLAUBER, RR .
REVIEW OF ECONOMICS AND STATISTICS, 1967, 49 (01) :92-107
[10]  
FEIG DG, 1978, SOC SCI QUART, V58, P708