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The information content of financial survey response data

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  • J Christopher Westland

    (Information & Decision Sciences, University of Illinois)

Abstract

Market data for financial studies typically derives from either historical transactions or contemporaneous surveys of sentiment and perceptions. The research communities analyzing data from these opposing categories of source data see themselves as distinct, with advantages not shared by the other. This research investigates these latter claims in an information theoretic context, and suggests where methods and controls can be improved. The current research develops a Fisher Information metric for Likert scales, and explores the effect of particular survey design decisions or results on the information content. A Fisher Information metric outperforms earlier metrics by converging reliably to values that are intuitive in the sense that they suggest that information captured from subjects is fairly stable. The results of the analysis suggest that varying bias and response dispersion inherent in specific surveys may require increases of sample size by several orders of magnitude to compensate for information loss and in order to derive valid conclusions at a given significance and power of tests. A prioritization of quality of design, and the factors relevant to survey design are presented in the conclusions, and illustrative examples provide insight and guidance to the assessment of information content in a survey.

Suggested Citation

  • J Christopher Westland, 2015. "The information content of financial survey response data," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 1(1), pages 1-20, December.
    • Handle: RePEc:spr:fininn:v:1:y:2015:i:1:d:10.1186_s40854-015-0011-8
    DOI: 10.1186/s40854-015-0011-8
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    1. -, 1974. "Economic survey of Latin America, 1973," Sede de la CEPAL en Santiago (Estudios e Investigaciones) 30706, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    2. Kuhberger, Anton & Schulte-Mecklenbeck, Michael & Perner, Josef, 1999. "The Effects of Framing, Reflection, Probability, and Payoff on Risk Preference in Choice Tasks, ," Organizational Behavior and Human Decision Processes, Elsevier, vol. 78(3), pages 204-231, June.
    3. N/A, 1974. "Chapter III. The Home Economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 67(1), pages 31-48, February.
    4. Cochrane, Willard W. & Dahl, Reynold P. & Houck, James P. & Christiansen, Martin K. & Thomas, Kenneth H. & Hawkins, Richard O. & Waeti, John J. & Sundquist, W. Burt, 1974. "Minnesota Agricultural Economist No. 553," Minnesota Applied Economist\Minnesota Agricultural Economist 163664, University of Minnesota, Department of Applied Economics.
    5. Kuhberger, Anton & Schulte-Mecklenbeck, Michael & Perner, Josef, 2002. "Framing decisions: Hypothetical and real," Organizational Behavior and Human Decision Processes, Elsevier, vol. 89(2), pages 1162-1175, November.
    6. Merton H. Miller, 2000. "The History Of Finance: An Eyewitness Account," Journal of Applied Corporate Finance, Morgan Stanley, vol. 13(2), pages 8-14, June.
    7. Phoebus J. Dhrymes & E. Philip Howrey & Saul H. Hymans & Jan Kmenta & Edward E. Leamer & Richard E. Quandt & James B. Ramsey & Harold T. Shapiro & Victor Zarnowitz, 1972. "Criteria for Evaluation of Econometric Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 1, number 3, pages 291-324, National Bureau of Economic Research, Inc.
    8. V. Srinivasan & Amiya K. Basu, 1989. "The Metric Quality of Ordered Categorical Data," Marketing Science, INFORMS, vol. 8(3), pages 205-230.
    9. -, 1974. "Economic survey of Latin America 1974," Estudio Económico de América Latina y el Caribe, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), number 1081 edited by Naciones Unidas, September.
    10. N/A, 1974. "Chapter I. The Home Economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 69(1), pages 7-28, August.
    11. Gupta, Y P, 1969. "Least Squares Variant of the Dhrymes Two-Step Estimation Procedure of the Distributed Lag Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 10(1), pages 112-113, February.
    12. N/A, 1974. "Chapter I. The Home Economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 68(1), pages 9-45, May.
    13. anonymous, 1974. "The economy in 1973," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), issue Jan, pages 1-14.
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