Skip to main content
Log in

Linearization and Higher-Order Approximations: How Good are They?

Results from an Endogenous Growth Model with Public Capital

  • Published:
Computational Economics Aims and scope Submit manuscript

Abstract

The standard procedure for analyzing transitional dynamics in non-linear macro models has been to employ linear approximations. Recently quadratic approximations have been explored. This paper examines the accuracy of these and higher-order approximations in an endogenous growth model with public capital, thereby extending the work done in the current literature on the neoclassical growth model. We find that significant errors may persist in computed transition paths and welfare even after resorting to approximations as high as fourth order. Moreover, the accuracy of approximations may not increase monotonically with the increase in the order of approximation. Also, as in the previous literature, we find that achieving acceptable levels of accuracy when computing the welfare consequences of a policy change typically requires a higher order approximation than attaining similar levels of accuracy in the computation of the transition path: typically an increase in order of approximation by one is sufficient.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Atolia M., Buffie E. F. (2009) Reverse shooting made easy: Automating the search for the global nonlinear saddle path. Computational Economics 34(3): 273–308

    Article  Google Scholar 

  • Atolia, M., Chatterjee, S., & Turnovsky, S. J. (2010). How misleading is linearization? Evaluating the dynamics of the neoclassical growth model. Journal of Economic Dynamics and Control. doi:10.1016/j.jedc.2010.06.013.

  • Baier S. L., Glomm G. (2001) Long-run growth and welfare effects of public policies with distortionary taxation. Journal of Economic Dynamics and Control 25(12): 2007–2042

    Article  Google Scholar 

  • Barro R. J. (1990) Government spending in a simple model of endogenous growth. Journal of Political Economy 98(5): S103–S125

    Article  Google Scholar 

  • Barro R. J., Sala-i-Martin X. (2003) Economic growth (2nd ed.). The MIT Press, Boston

    Google Scholar 

  • Becker S., Semmler W., Grune L. (2007) Comparing accuracy of second order approximation and dynamic programming. Computational Economics 30(1): 65–91

    Article  Google Scholar 

  • Bianconi M., Turnovsky S. J. (1997) International effects of government expenditure in interdependent economies. Canadian Journal of Economics 30(1): 57–84

    Article  Google Scholar 

  • Brunner M., Strulik H. (2002) Solution of perfect foresight saddlepoint problems: A simple method and applications. Journal of Economic Dynamics and Control 26(5): 737–753

    Article  Google Scholar 

  • Cooley T. F., Prescott E. C. (1995) Economic growth and business cycles. In: Cooley T. F. (eds) Frontiers of business cycle research. Princeton University Press, Princeton, pp 1–38

    Google Scholar 

  • Einarsson T., Marquis M. (1999a) Transitional and steady-state costs of disinflation when growth is endogenous. Economica 66: 489–508

    Article  Google Scholar 

  • Einarsson T., Marquis M. (1999b) Formal training, on-the-job training and the allocation of time. Journal of Macroeconomics 21(3): 423–442

    Article  Google Scholar 

  • Einarsson T., Marquis M. (1996) Note on human capital externalities. Journal of Macroeconomics 18(2): 341–351

    Article  Google Scholar 

  • Einarsson, T., & Marquis, M. (2001). Fiscal policy and human capital accumulation in a home production economy. The B.E. Journal of Macroeconomics, Berkeley Electronic Press 0(1).

  • Fung M. K. Y., Ho W.-M., Zhu L. (2000) Stagflationary effect of government bond financing in the transforming Chinese economy: A general equilibrium analysis. Journal of Development Economics 61(1): 111–135

    Article  Google Scholar 

  • Futagami K., Morita Y., Shibata A. (1993) Dynamic analysis of an endogenous growth model with public capital. Scandinavian Journal of Economics 95(4): 607–625

    Article  Google Scholar 

  • Gokan Y. (2008a) Alternative government financing and aggregate fluctuations driven by self-fulfilling expectations. Journal of Economic Dynamics and Control 32(5): 1650–1679

    Article  Google Scholar 

  • Gokan Y. (2008b) Infrastructure, alternative government finance and stochastic endogenous growth. Journal of Economic Dynamics and Control 32(2): 321–347

    Article  Google Scholar 

  • Gramlich E. M. (1994) Infrastructure investment: A review essay. Journal of Economic Literature 32(3): 1176–1196

    Google Scholar 

  • Greenwood J., Hercowitz Z. (1991) The allocation of capital and time over the business cycle. Journal of Political Economy 99(6): 1188–1214

    Article  Google Scholar 

  • Haley W. J. (1976) Estimation of the earnings profile from optimal human capital accumulation. Econometrica 44(6): 1223–1238

    Article  Google Scholar 

  • Hansen G. D. (1985) Indivisible labor and the business cycle. Journal of Monetary Economics 16: 309–327

    Article  Google Scholar 

  • Heckman J. J. (1976) A life-cycle model of earnings, learning, and consumption. Journal of Political Economy 84(4): S9–S44

    Article  Google Scholar 

  • Judd K. L. (1998) Taxes, uncertainty, and human capital. American Economic Review 88(2): 289–292

    Google Scholar 

  • Klump R., De La Grandville O. (2000) Economic growth and the elasticity of substitution: Two theorems and some suggestions. American Economic Review 90(1): 282–291

    Article  Google Scholar 

  • Kydland F. E., Prescott E. C. (1982) Time to build and aggregate fluctuations. Econometrica 50(6): 1345–1370

    Article  Google Scholar 

  • Lucas R. Jr. (1988) On the mechanics of economic development. Journal of Monetary Economics 22(1): 3–42

    Article  Google Scholar 

  • Mendoza E. G., Razin A., Tesar L. L. (1994) Effective tax rates in macroeconomics: Cross-country estimates of tax rates on factor incomes and consumption. Journal of Monetary Economics 34(3): 297–323

    Article  Google Scholar 

  • Mincer J., Ofek H. (1982) Interrupted work careers: Depreciation and restoration of human capital. Journal of Human Resources 17(1): 3–24

    Article  Google Scholar 

  • Palivos T., Yip C. K. (1995) Government expenditure financing in an endogenous growth model: A comparison. Journal of Money, Credit and Banking 27(4): 1159–1178

    Article  Google Scholar 

  • Papageorgiou, C., Saam, M. (2008). Two-level CES production technology in the Solow and Diamond growth models. Scandinavian Journal of Economics, 110(1), 119–143, 03.

    Google Scholar 

  • Petrucci A., Phelps E. S. (2009) Two-sector perspectives on the effects of payroll tax cuts and their financing. Journal of Public Economics 93(1–2): 176–190

    Article  Google Scholar 

  • Turnovsky S. J. (1992) Alternative forms of government expenditure financing: A comparative welfare analysis. Economica 59(234): 235–252

    Article  Google Scholar 

  • Turnovsky S. J. (1996) Optimal tax, debt, and expenditure policies in a growing economy. Journal of Public Economics 60(1): 21–44

    Article  Google Scholar 

  • Turnovsky S. J. (2004) The transitional dynamics of fiscal policy: Long-run capital accumulation and growth. Journal of Money, Credit and Banking 36(5): 883–910

    Article  Google Scholar 

  • Uzawa H. (1965) Optimum technical change in an aggregative model of economic growth. International Economic Review 6(1): 18–31

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Bassam Awad.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Atolia, M., Awad, B. & Marquis, M. Linearization and Higher-Order Approximations: How Good are They?. Comput Econ 38, 1–31 (2011). https://doi.org/10.1007/s10614-010-9234-y

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10614-010-9234-y

Keywords

JEL Codes

Navigation