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Social indicators: A statistician's view

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Abstract

In the following we consider the problem areas of social indicator research which are of concern to the statistician and in which he can prove helpful. Among these are the purposes of social indicators, what social variables should be considered as conceivable variables related to quality of life, what data should be collected taking in account the difficulty of not being able to directly measure variables of interest, how does one collect the data (which is usually in the form of a time series) guarding against multicollinearity, and how should the collected data be handled and analyzed. We discuss why in social indicator research the secular trends, cyclical movements, seasonal variations and irregular fluctuations must be taken into account. Techniques are discussed for relating lead indicators in one time period to coincident indicators in another period. Finally we present a select bibliography in canonical correlation, forecasting, indicators and index numbers, path analysis, regression analysis, simulation techniques, time series analysis and other areas useful in analyzing social indicator data.

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References

  • Applied Statistics, Journal of Royal Statistical Society, Series C, 14 (1965), special edition on the theory of spectral analysis and its applications. (T)

  • BauerR. A. (ed.), Social Indicators, Cambridge, MIT Press, 1966. (SI)

    Google Scholar 

  • BidermanA. D., ‘Social Indicators and Goals’, in R. A.Bauer (ed.), Social Indicators, Cambridge, MIT Press, 1966, 68–153. (SI)

    Google Scholar 

  • BlalockH. M.Jr., Causal Inferences in Nonexperimental Research, Chapel Hill, University of North Carolina Press, 1964. (PA)

    Google Scholar 

  • Bloomberg, L. N., ‘Social Indicators: Their Past, Present and Future’, Paper presented at the American Association Public Opinion Research, Bolton Landing, New York, May 1970. (SI)

  • BoxG. E. P. and JenkinsG. M., Statistical Models for Forecasting and Control, San Francisco, Holden Day, Inc., 1971. (T, F)

    Google Scholar 

  • BrownR. G., Statistical Forecasting for Inventory Control, New York, McGraw-Hill Book Co., 1959. (T, F)

    Google Scholar 

  • BrownR. G., Smoothing, Forecasting and Prediction, Englewood Cliffs, N. J., Prentice Hall, Inc., 1963. (T, F)

    Google Scholar 

  • CooleyW. W. and LohnasP. R., Multivariate Data Analysis, New York, John Wiley and Sons, 1971 (MA)

    Google Scholar 

  • Council of Economic Advisors. Economic Indicators, Washington D.C., U.S. Government Printing Office, 1948. (I)

    Google Scholar 

  • CroxtonF. E., CowdenD. J., and KleinS., Applied General Statistics, 3rd ed., Englewood Cliffs, N.J., Prentice Hall, Inc., 1967 (E, I, T)

    Google Scholar 

  • DavisH. T., The Analysis of Economic Time Series, Bloomington, Ind., The Principia Press, Inc., 1941. (E, T)

    Google Scholar 

  • DempsterA. P., Continuous Multivariate Analysis, Reading, Mass., Addison-Wesley Publishing Co., 1969. (MA)

    Google Scholar 

  • DraperN. R. and SmithH., Applied Regression Analysis, New York, John Wiley and Sons, 1966. (R)

    Google Scholar 

  • DuncanO. D., ‘Path Analysis: Sociological Examples’, The American Journal of Sociology 72 (1966), 1–16. (PA)

    Google Scholar 

  • FisherI., The Making of Index Numbers, Cambridge, Mass., Houghton Mifflin, 1922. (I)

    Google Scholar 

  • ForresterJ. W., Industrial Dynamics, Cambridge, MIT Press and New York, John Wiley and Sons, 1961. (ID, S)

    Google Scholar 

  • ForresterJ. W., Urban Dynamics, Cambridge: MIT Press, 1969. (ID, S)

    Google Scholar 

  • Forrester, J. W., Personal Communication, 1970. (ID, S)

  • GearyR. C., ‘Determination of Linear Relations Between Systematic Pairs of Variables With Errors of Observations the Variances of Which Are Unknow’, Econometrica 17 (1949) 30–58. (PA, E)

    Google Scholar 

  • GibsonW. A., ‘Three Multivariate Models: Factor Analysis, Latent Structure Analysis and Latent Profile Analysis’, Psychometrika 24 (1959) 229–52. (MA)

    Google Scholar 

  • GitterA. G., Analytical Approach to Indexing Multivariate Data, C.R.C. Report No. 43, Boston, Boston University, 1970. (SI, FA)

    Google Scholar 

  • GitterA. G. and PetersonR. R., Toward a Social Indicator of Education — A Pilot Study, C.R.C. Report No. 44, Boston, Boston University, 1970. (SI, FA)

    Google Scholar 

  • GreenP. E. and TullD. S., Research for Marketing Decisions, 2nd ed., Englewood Cliffs, N.J., Prentice Hall Inc., 1970. (E, F, I, T, MA)

    Google Scholar 

  • GrossB. M., ‘The State of the Nation: Social Systems Accounting’, in R. A.Bauer (ed.), Social Indicator, Cambridge, MIT Press, 1966, 154–271. (SI)

    Google Scholar 

  • HansenM. H., HurwitzW. H., and MadowW. G., Sample Survey Methods and Theory, Volumes 1 and 2, New York, John Wiley and sons, 1953. (SS)

    Google Scholar 

  • HarmanH. H., Modern Factor Analysis, 2nd ed., Chicago, University of Chicago Press, 1967. (FA)

    Google Scholar 

  • HoodW. C. and KoopmansT. C. (eds.), Studies in Econometric Methods, New York, John Wiley and Sons, 1953. (E)

    Google Scholar 

  • HoodW. C., ‘The Estimation of Simultaneous Linear Economic Relationships’, in W. C.Hood and T. C.Koopmans (eds.), Studies in Econometric Methods, New York: John Wiley and Sons, 1953, 112–99. (E)

    Google Scholar 

  • HorstP., ‘Relations Among m Sets of Measurements’, Psychometrika 26 (1961), 129–49. (C)

    Google Scholar 

  • HorstP., Factor Analysis of Data Matrices, New York, Holt, Rinehart and Winston, Inc., 1965 (FA)

    Google Scholar 

  • JenkinsG. M. and WattsD. G., Spectral Analysis and Its Applications, San Francisco, Holden Day, Inc., 1968. (T)

    Google Scholar 

  • JohnsonJ., Econometric Methods, New York, McGraw-Hill Book Co., 1963. (E)

    Google Scholar 

  • JöreskugK. G., ‘Testing a Simple Structure Hypothesis in Factor Analysis’, Psychometrika 31 (1966), 165–78. (FA)

    Google Scholar 

  • KaiserH. F., ‘The Varimax Criterion for Analytic Rotation in Factor Analysis’, Psychometrika 23 (1958), 187–200. (FA)

    Google Scholar 

  • KempthorneO., BancroftT., GowenJ., and LushJ. L. (eds.), Statistics and Mathematics in Biology, New York, Hafner Publishing Co., 1954. (PA, MA)

    Google Scholar 

  • KleinL. R., A Textbook of Econometrics, Evanston, Row, Peterson and Co., 1953. (E)

    Google Scholar 

  • KleinL. R., An Introduction to Econometrics, Englewood Cliffs, Prentice Hall, 1962. (E)

    Google Scholar 

  • KoopmansT. C., ‘Statistical Estimation of Simultaneous Economic Relations’, Journal of the American Statistical Association 40 (1945), 448–66. (E)

    Google Scholar 

  • KoopmansT. C., ‘Identification Problems in Economic Model Construction’, Econometrica 17 (1949), 125–44. (E)

    Google Scholar 

  • LawleyD. N. and MaxwellA. E., Factor Analysis as a Statistical Method, London, Butterworth and Co., 1963. (FA)

    Google Scholar 

  • LazarsfeldP. F. and HenryN. W., Later Structure Analysis, Boston, Houghton Mifflin Co., 1968. (MA)

    Google Scholar 

  • MacaulayF. R., The Smoothing of Time Series, New York, National Bureau of Economic Research, 1931. (T)

    Google Scholar 

  • MaxwellA. E., ‘Canonical Variate Analysis When the Variables Are Dichotomous’, Educational and Psychological Measurement 21 (1961a), 259–71. (C)

    Google Scholar 

  • MaxwellA. E., Analyzing Qualitative Data, New York, John Wiley and Sons, 1961b.

    Google Scholar 

  • McElroyE. E., Applied Business Statistics: An Elementary Approach, San Francisco: Holden Day, Inc., 1971 (E, T, I)

    Google Scholar 

  • McLaughlinR. L., Time Series Forecasting, Chicago, American Marketing Association, 1962. (F, T)

    Google Scholar 

  • McLaughlinR. and BoyleJ. J., Short Term Forecasting: A New Computer Program for Sales and Economic Forecasting, Chicago, American Marketing Association, 1968. (F, T)

    Google Scholar 

  • Moore, G. H., ‘Analyzing Business Cycles’, American Statistician 9 (April-May 1954) 13. (T, I)

  • Moore, G. H., ‘Business Cycles and the Labor Market’, Monthly Labor Review (1955) 288–92. (T, I)

  • MooreG. H. (ed.), Business Cycle Indicators, 2 vol., Princeton N.J., Princeton University Press for National Bureau of Economic Research, 1961. (T, I)

    Google Scholar 

  • MooreG. H., ‘Forecasting Short-Term Economic Change’, Journal of the American Statistical Association 64 (1969), 1–22. (T, I)

    Google Scholar 

  • MooreG. H., The Cycle Behavior of Prices, Bureau of Labor Statistics Report No. 384, Washington D.C., U.S. Government Printing Office, 1971. (T, I)

    Google Scholar 

  • MooreG. H. and ShiskinJ., Indicators of Business Expansions and Contractions, Occasional Paper No. 103, New York, National Bureau of Economic Research, 1967. (T, I)

    Google Scholar 

  • Moore, G. H. and Hedges, J. N., ‘Trends in Labor and Leisure’, Monthly Labor Review, February (1971), 3–11. (T, I)

  • NairK. R., ‘The Fitting of Growth Curves’, in Kempthorne et al. (eds.) Statistics and Mathematics in Biology, New York, Hafner Publishing Co., 1954, 119–32. (T)

    Google Scholar 

  • NerloveM., ‘Spectral Analysis of Seasonal Adjustment Procedures’, Econometrica 23 (1964), 241–286. (S)

    Google Scholar 

  • NiitamoO., ‘The Development of Productivity in Finnish Industry, 1925–1952’, Productivity Measurement Review 15 (1958) 1–12, (E, I)

    Google Scholar 

  • RummelR. J., Applied Factor Analysis, Evanston, Ill.: Northwestern University Press, 1970. (FA)

    Google Scholar 

  • SaundersD. R., ‘A Computer Program to Find the Best-Fitting Orthogonal Factors for a Given Hypothesis’, Psychometrika 25 (1960) 199–205. (FA)

    Google Scholar 

  • Schwab, P. M., ‘Two Measures of Purchasing Power Contrasted’, Monthly Labor Review April (1971), 3–14. (I)

  • SheldonE. B. and MooreW. E. (eds.), Indicators of Social Change, New York, Russel Sage Foundation, 1968. (SI)

    Google Scholar 

  • ShiskinJ., Electronic Computers and Business Indicators, Occasional Paper 57, New York, National Bureau of Economic Research, 1957. (T, I)

    Google Scholar 

  • ShiskinJ., Signals of Recession and Recovery, Occasional Paper No. 77, New York, National Bureau of Economic Research, 1961, pp. 123–41 (Appendix A). (I)

    Google Scholar 

  • ShupackM. B., ‘The Predictive Accuracy of Empirical Demand Analysis’, Economic Journal 72 (1962), 550–75. (E)

    Google Scholar 

  • SprinkelB. W., ‘Monetary Growth as a Cyclical Predictor’, Journal of Finance 14 (1959), 333–36. (I)

    Google Scholar 

  • TheilH., Economic Forecasts and Policy, Amsterdam, North Holland Publishing Co., 1958. (E)

    Google Scholar 

  • U.S. Bureau of the Census, Statistical Abstract of the United States, Washington D.C., U.S. Government Printing Office. This is a yearly publication. (I)

  • U.S. Bureau of the Census, The X-11 Variant of the Census Model 2 Seasonal Adjustment Program, Technical Paper No. 15, Washington, D.C., U.S. Government Printing Office, 1967. (T)

    Google Scholar 

  • U.S. Department of Health, Education and Welfare, Toward a Social Report, Washington, D.C., U.S. Government Printing Office, 1969. (I)

    Google Scholar 

  • U.S. Department of Health, Monthly Vital Statistics Report, Washington, D.C., U.S. Government Printing Office. This is a monthly publication. (I, SS)

  • U.S. Department of Health, Current Estimates From the Health Interview Survey: United States-1969, Series 10 No. 63, Washington D.C., U.S. Government Printing Office, 1971. (SS)

    Google Scholar 

  • U.S. Department of Labor, Economic Indicators, Washington, D.C., U.S. Government Printing Office. This is a monthly publication. (I)

  • U.S. Department of Labor, Business Cycle Developments, Washington, D.C., U.S. Government Printing Office. This is a monthly publication. (I)

  • U.S. Department of Labor, The Consumer Price Index: A Short Description, Washinton, D.C., U.S. Government Printing Office, 1967. (SS, I)

    Google Scholar 

  • U.S. Department of Labor, How the Government Measures Unemployment, B.L.S. Report No. 312, Washington, D.C., U.S. Government Printing Office, June 1967. (SS, I)

    Google Scholar 

  • U.S. Department of Labor, The Consumer Price Index for May 1969, Washington, D.C., U.S. Government Printing Office, July 1969. This index is published quarterly. (I)

    Google Scholar 

  • U.S. Department of Labor, Handbook of Labor Statistics 1970, Washington, D.C., U.S. Government Printing Office, 1971. (I)

    Google Scholar 

  • WaltersA. A., An Introduction to Econometrics, New York, W. W. Norton and Co., 1970. (E)

    Google Scholar 

  • WilliamsE. J., Regression Analysis, New York, John Wiley and Sons, 1959. (R)

    Google Scholar 

  • WinterP. R., ‘Forecasting Sales by Exponential Weighted Moving Averages’, Management Sciences 6 (1960), 324–42. (F, T)

    Google Scholar 

  • WrightS., ‘The Method of Path Coefficients’, Annals of Mathematical Statistics 5 (1934), 161–215. (PA)

    Google Scholar 

  • WrightS., ‘The Interpretation of Multivariate Systems’, in Kempthorne et al. (eds.) Statistics and Mathematics in Biology, New York, Hafner Publishing Co., 1954, 11–33. (PA)

    Google Scholar 

  • WrightS., ‘The Treatment of Reciprocal Interaction, With or Without Lag, in Path Analysis’, Biometrics 16 (1960) 423–45. (PA)

    Google Scholar 

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Authors and Affiliations

  1. Boston University, Boston, USA

    Ralph B. D'Agostino

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  1. Ralph B. D'Agostino
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Delivered at the Symposium on Social Indicators, American Psychological Association Meeting, 6 September, 1971.

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D'Agostino, R.B. Social indicators: A statistician's view. Social Indicators Research 1, 459–484 (1975). https://doi.org/10.1007/BF00353064

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