Abstract
This paper studies the effects of the ASEAN Trade Area (AFTA) on Thai export efficiency using copula-based gravity stochastic frontier gravity model with autocorrelated inefficiency. One of the main assumptions of standard stochastic frontier model is that one-sided technical inefficiency error \( u \) and a symmetric error \( v \) are independent, instead researches have proposed to relax this assumption using copula to joint distribution of \( \left( {u,v} \right) \). Nevertheless, most of previous studies treat technical efficiency as time invariant which is a strong assumption. Therefore, we will include the lag effect of inefficiency to allow inefficiency in one period to be influenced by its previous level. In this paper, we consider the multivariate normal copula and t copula based in term of technical efficiency, and then select the best model based on AIC and BIC criteria. This is the first application of the copula-based model of error terms and temporal dependence of inefficiency with gravity trade model. It is found that Thai export efficiency are in range from 0.58 and 0.67 implying that the Thailand is not taking full benefits of AFTA.
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References
Anderson, J.E.: Trade, Size, and Frictions: The Gravity Model. Mimeo Boston College (2014). https://www2.bc.edu/~anderson/GravityNotes.pdf
Aigner, D., Lovell, C.K., Schmidt, P.: Formulation and estimation of stochastic frontier production function models. J. Econom. 6(1), 21–37 (1977)
Burns, R.C.J.: The simulated maximum likelihood estimation of stochastic frontier models with correlated error components. Unpublished dissertation, Department of Econometrics and Business Statistics, The University of Sydney, Australia (2004)
Drysdale, P.D., Huang, Y., Kalirajan, K.: China’s trade efficiency: measurement and determinants. In: Drysdale, P., Zhang, Y., Song, L. (eds.) APEC and Liberalisation of the Chinese economy. Asia Pacific Press, Canberra (2000)
Fujita, M., Kuroiwa, I., Kumagai, S. (eds.): The Economics of East Asian Integration: A Comprehensive Introduction to Regional Issues. Edward Elgar Publishing, Cheltenham (2011)
Jondrow, J., Lovell, C.K., Materov, I.S., Schmidt, P.: On the estimation of technical inefficiency in the stochastic frontier production function model. J. Econom. 19(2–3), 233–238 (1982)
Kalirajan, K., Singh, K.: A comparative analysis of China’s and India’s recent export performances. Asian Econ. Pap. 7(1), 1–28 (2008)
Koh, W.: Brunei Darussalam’s trade potential and ASEAN economic integration: a gravity model approach. Southeast Asian J. Econ. 1, 67–89 (2013)
Mayer, T., Zignago, S.: Notes on CEPII’s distances measures: the GeoDist database (2011)
Meeusen, W., Van den Broeck, J.: Efficiency estimation from Cobb-Douglas production functions with composed error. Int. Econ. Rev. 18, 435–444 (1977)
Sklar, M.: Fonctions de repartition an dimensions et leurs marges. Publ. Inst. Stat. Univ. Paris 8, 229–231 (1959)
Okabe, M., Urata, S.: The impact of AFTA on intra-AFTA trade. J. Asian Econ. 35, 12–31 (2014)
Ravishankar, G., Stack, M.M.: The gravity model and trade efficiency: a stochastic frontier analysis of eastern European countries’ potential trade. World Econ. 37(5), 690–704 (2014)
Smith, M.D.: Stochastic frontier models with dependent error components. Econom. J. 11(1), 172–192 (2008)
Tinbergen, J.: Shaping the World Economy; Suggestions for an International Economic Policy: Suggestings for an International Economic Policy. Twentieth Century Fund, New York (1962)
Wiboonpongse, A., Liu, J., Sriboonchitta, S., Denoeux, T.: Modeling dependence between error components of the stochastic frontier model using copula: application to intercrop coffee production in Northern Thailand. Int. J. Approx. Reason. 65, 34–44 (2015)
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Boonyakunakorn, P., Pastpipatkul, P., Sriboonchitta, S. (2018). Thai Export Efficiency in AFTA: Copula-Based Gravity Stochastic Frontier Model with Autocorrelated Inefficiency. In: Huynh, VN., Inuiguchi, M., Tran, D., Denoeux, T. (eds) Integrated Uncertainty in Knowledge Modelling and Decision Making. IUKM 2018. Lecture Notes in Computer Science(), vol 10758. Springer, Cham. https://doi.org/10.1007/978-3-319-75429-1_38
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