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Estimating Flexible Functional Forms using Macroeconomic Data

Author

Listed:
  • Chihiro Shimizu
  • Erwin Diewert
  • Koji Nomura

Abstract

The paper estimates a flexible functional form for a joint cost function using US aggregate data for the years 1970-2022. There are four outputs (consumption, government, investment and exports) and six inputs (imports, labour, machinery and equipment services, structure services, other capital services and land services). Curvature conditions on the joint cost function are imposed without destroying the flexibility of the functional form. Various elasticities of supply and demand are estimated along with technical progress bias terms for each input. When using aggregate time series data based on the System of National Accounts, the paper shows that it is probably better to estimate a joint cost function rather than a gross output function or a GDP function. The paper also shows that assuming that an aggregate production function has constant elasticities of substitution is not appropriate for the US. Finally, the importance of including land as an aggregate input is stressed.

Suggested Citation

  • Chihiro Shimizu & Erwin Diewert & Koji Nomura, 2024. "Estimating Flexible Functional Forms using Macroeconomic Data," Working Papers e206, Tokyo Center for Economic Research.
  • Handle: RePEc:tcr:wpaper:e206
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    References listed on IDEAS

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    1. Diewert, W. Erwin & Fox, Kevin J., 2008. "On the estimation of returns to scale, technical progress and monopolistic markups," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 174-193, July.
    2. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    3. Diewert, W E & Wales, T J, 1992. "Quadratic Spline Models for Producer's Supply and Demand Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 33(3), pages 705-722, August.
    4. Paul A. Samuelson, 1953. "Prices of Factors and Goods in General Equilibrium," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 21(1), pages 1-20.
    5. Diewert, Walter E & Wales, Terence J, 1987. "Flexible Functional Forms and Global Curvature Conditions," Econometrica, Econometric Society, vol. 55(1), pages 43-68, January.
    6. Ulrich Kohli, 2005. "Joint Production and the Structure of Technology: A Generalization," Journal of Economics, Springer, vol. 84(2), pages 101-133, March.
    7. Kohli, Ulrich, 1993. "U.S. technology and the specific-factors model," Journal of International Economics, Elsevier, vol. 34(1-2), pages 115-136, February.
    8. Ulrich R. Kohli, 1978. "A Gross National Product Function and the Derived Demand for Imports and Supply of Exports," Canadian Journal of Economics, Canadian Economics Association, vol. 11(2), pages 167-182, May.
    9. Diewert, W. E., 1973. "Functional forms for profit and transformation functions," Journal of Economic Theory, Elsevier, vol. 6(3), pages 284-316, June.
    10. Bert Balk, 2003. "The Residual: On Monitoring and Benchmarking Firms, Industries, and Economies with Respect to Productivity," Journal of Productivity Analysis, Springer, vol. 20(1), pages 5-47, July.
    11. W. Erwin Diewert, 2022. "Duality in Production," Springer Books, in: Subhash C. Ray & Robert G. Chambers & Subal C. Kumbhakar (ed.), Handbook of Production Economics, chapter 3, pages 57-168, Springer.
    12. repec:bla:ecorec:v:59:y:1983:i:165:p:149-65 is not listed on IDEAS
    13. Ulrich Kohli, 2003. "GDP Growth Accounting: A National Income Function Approach," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 49(1), pages 23-34, March.
    14. Diewart, W Erwin & Morrison, Catherine J, 1986. "Adjusting Output and Productivity Indexes for Changes in the Terms of Trade," Economic Journal, Royal Economic Society, vol. 96(383), pages 659-679, September.
    15. Ulrich R. Kohli, 1982. "Relative Price Effects and the Demand for Imports," Canadian Journal of Economics, Canadian Economics Association, vol. 15(2), pages 205-219, May.
    16. Bert Balk, 2001. "Scale Efficiency and Productivity Change," Journal of Productivity Analysis, Springer, vol. 15(3), pages 159-183, May.
    17. Burgess, David F, 1974. "A Cost Minimization Approach to Import Demand Equations," The Review of Economics and Statistics, MIT Press, vol. 56(2), pages 225-234, May.
    18. Diewert, W E, 1974. "Functional Forms for Revenue and Factor Requirements Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 15(1), pages 119-130, February.
    19. Diewert, W. E. & Wales, T. J., 1988. "A normalized quadratic semiflexible functional form," Journal of Econometrics, Elsevier, vol. 37(3), pages 327-342, March.
    20. Diewert, W. E., 1976. "Exact and superlative index numbers," Journal of Econometrics, Elsevier, vol. 4(2), pages 115-145, May.
    21. Diewert, W E, 1971. "An Application of the Shephard Duality Theorem: A Generalized Leontief Production Function," Journal of Political Economy, University of Chicago Press, vol. 79(3), pages 481-507, May-June.
    22. Harold Hotelling, 1932. "Edgeworth's Taxation Paradox and the Nature of Demand and Supply Functions," Journal of Political Economy, University of Chicago Press, vol. 40(5), pages 577-577.
    23. Kohli, Ulrich, 1993. "A Symmetric Normalized Quadratic GNP Function and the U.S. Demand for Imports and Supply of Exports," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 34(1), pages 243-255, February.
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