Amiri, Arshia and Gerdtham, Ulf-G (2011): Relationship between exports, imports, and economic growth in France: evidence from cointegration analysis and Granger causality with using geostatistical models.
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This paper introduces a new way of investigating linear and nonlinear Granger causality between exports, imports and economic growth in France over the period 1961-2006 with using geostatistical models (kiriging and inverse distance weighting). Geostatistical methods are the ordinary methods for forecasting the locations and making map in water engineerig, environment, environmental pollution, mining, ecology, geology and geography. Although, this is the first time which geostatistics knowledge is used for economic analyzes. In classical econometrics there do not exist any estimator which have the capability to find the best functional form in the estimation. Geostatistical models investigate simultaneous linear and various nonlinear types of causality test, which cause to decrease the effects of choosing functional form in autoregressive model. This approach imitates the Granger definition and structure but improve it to have better ability to investigate nonlinear causality. Results of both VEC and Improved-VEC (with geostatistical methods) are similar and show existance of long run unidirectional causality from exports and imports to economic growth. However the F-statistic of improved-VEC is larger than VEC indicating that there are some exponential and spherical functions in the VEC structure instead of the linear form.
|Item Type:||MPRA Paper|
|Original Title:||Relationship between exports, imports, and economic growth in France: evidence from cointegration analysis and Granger causality with using geostatistical models|
|Keywords:||Granger causality; Exports; Imports; Economic growth; Geostatistical model; Kiriging; Inverse distance weighting; Vector auto-regression; France|
|Subjects:||F - International Economics > F1 - Trade > F17 - Trade Forecasting and Simulation
F - International Economics > F1 - Trade
C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General
|Depositing User:||Arshia Amiri|
|Date Deposited:||19. Oct 2011 07:08|
|Last Modified:||06. Oct 2015 18:33|
Balassa B. Exports and economic growth: further evidence. Journal of Development Economics 1978; 5; 181-189.
Bhagwati J.N. Protectionism. MIT Press, Cambridge. Massachusetts; 1988.
Bishop T.F.A, McBratney A.B. A comparison of prediction methods for the creation of field-extent soil property maps. Geoderma 2001; 103, 149–160.
Buffie E. On the condition for export-led growth. Canadian Journal of Economics 1992; 25; 211_225.
Burgos P, Madejon E, Perez-de-Mora A, Cabrera F. Spatial variability of the chemical characteristics of a trace-element-contaminated soil before and after remediation. Geoderma 2006; 130 (1-2); 157-175.
Chen Y, Rangarajan G, Feng J, Ding M. Analyzing multiple nonlinear time series with extended Granger causality. Physics Letters 2004; 324; 26–35.
Coe T.D, Helpman E. International R&D spillovers. European Economic Review 1995; 39; 859_887.
Cressie N. 1985. Fitting variogram models by weighted least squares. Mathematical Geology 1985; 17; 563-586.
Cressie N. Statistics for Spatial Data. John Wiley. USA: New York; 1991.
David M. Geostatistical Ore Reserve Estimation, Elsevier, Scientific Publishing. The Netherlands: Amsterdam; 1977.
Dickey D, Fuller W. Distribution of the estimators for autoregressive time series with a unit root. Journal of American Statisic Association 1979; 74; 427_431.
Diks C, Panchenko V. A new statistic and practical guidelines for nonparametric Granger causality testing. Journal of Economic Dynamics & Control 2006; 30; 1647–1669.
Edwards S. Openness, productivity and growth: what do we really know? Economic Journal 1998; 108; 383_398.
Engle R.F, Granger C.W. Co-integration and error correction: representation, estimation and testing. Econometrica 1987; 55; 251_276.
Feder G. On exports and economic growth. Journal of Development Economics 1982; 12; 59_73.
Gama Design Software. GSp Version 5.1. Geostatistics for the Environmental Sciences, User’s guide. Gama Design Software, LLC (160 pp.); 2004.
Gamal El-Din. A, Smith D.W. A neural network model to predict the wastewater inflow incorporating rainfall events. Water Research 2002; 36; 1115–1126.
Granger C.W.J, Newbold P. The use of R2 to determine the appropriate transformation of regression variables. Journal of Econometrics 1976; 4; 205_210.
Grossman G, Helpman E. Innovation and Growth in the Global Economy. Cambridge, MA: MIT Press; 1991.
Findlay R. Growth and Development in Trade Models. in Handbook of International Economics, vol. 1, (eds). Jones, R. and Kenen, P.. Amsterdam: North-Holland; 1984.
Helpman E, Krugman P. Market Structure and Foreign Trade. Cambridge, MA: MIT Press; 1985.
Hill T, Marquez L, O'Connor M, Remus W. Artificial Neural Network Models for Forecasting and Decision Making. International Journal of Forecasting 1994; 10; 5-15.
Isaaks E.H, Srivstava R.M. Applied Goestatistics. New York Oxford University Press; 1989. P. 257-259.
Krige D.G. Lognormal-de Wijsian geostatistics for ore evaluation. South African Institute of Mining and Metallurgy Monograph Series. Geostatistics I. South Africa Institute of Mining and Metallurgy, South Africa: Johannesburg; 1981.
Krugman P.R. Import protection as export promotion. In: Kierzkowski, H. (Ed.), Monopolistic Competition in International Trade. Oxford University Press, Oxford; 1984.
Lawrence R.Z, Weinstein D.E. Trade and growth: import-led or export-led? Evidense from Japan and Korea. NBER Working Paper, 7264; 1999.
Mabit, L., and Bernard, C., 2007. Assessment of spatial distribution of fallout radionuclides through geostatistics concept. Journal of Environmental Radioactivity, 97, 206_219.
Marin D. Is the export-led growth hypothesis valid for industrialized countries? Review of Economics and Statistics 1992; 74; 678_688.
Mazumdar J. Imported machinery and growth in LDCs. Journal of Development Economics 2000; 65; 209_224.
Michaely M. Exports and growth: an empirical investigation. Journal of Development Economics 1977; 40; 49_53.
Newey W, West K. A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix. Econometrica 1987; 55; 703_708.
Oxley L. Cointegration, causality and export-led growth in Portugal, 1865_1985. Economic Letters 1993; 43; 163_166.
Pesaran M.H, Pesaran B. Working with Microfit 4.0, Camfit Data Ltd, Cambridge; 1997.
Pesaran M.H, Shin Y. An autoregressive distributed lag modeling approach to cointegration analysis, DAE Working Paper No. 9514, Department of Applied Economics, University of Cambridge, forthcoming in S. Strom, A. Holly and P. Diamond (eds) centennial volume of Ranger Frisch; 1995.
Pesaran M.H, Shin Y, Smith R.J. Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics 2001; 16; 289–326.
Phillips P, Perron P. Testing for a unit root in time series regression. Biometrika 1988; 75; 335_346.
Ribeiro Ramos F.F, Exports, imports, and economic growth in Portugal: evidence from causality and cointegration analysis. Economic Modelling 2001; 18; 613_623.
Rivera-Batiz L, Romer P. Economic integration and endogenous growth. Journal of Economics 1991; 106; 531_556.
Robinson T.P, Metternicht G. Testing the performance of spatial interpolation techniques for mapping soil properties. Computer and Electronics in Agriculture 2006; 50; 97_108.
Romer P. Endogenous technological change. Journal of Politic Economics 1990; 98; 71_102.
Segerstrom P, Anant T, Dinopoulos E. A Shumpeterian model of the product life cycle. American Economic Review 1990; 80; 1077_1091.
Stock J, Watson M. Testing for common trends. Journal of America Statistic Association 1988; 83; 1097_1107.
Thornton J. Cointegration, causality and export-led growth in Mexico. Economic Letters 1996; 50; 413_416.
Van Kuilemberg J, De Gruitjer J, Marsman B, Bouma J. Accuracy of spatial interpolation between point data on soil moisture supply capacity, compared with estimates from mapping units. Geoderma 1982; 27, 311–325.
Vernon R. International investment and international trade in the product cycle. Journal of Econometric Society Monograph, Cambridge, Cambridge University Press 1996; 80; 190_207.
Voltz M, Webster R. A comparison of kriging, cubic splines and classification for predicting soil properties from sample information. Journal of Soil Science 1990; 41, 473–490.
Yoo S. Causal relationship between coal consumption and economic growth in Korea. Applying Energy 2006; 83; 1181–9.