Skip to main content
Log in

Modelling bilateral intra-industry trade indexes with panel data: a semiparametric approach

  • Original Paper
  • Published:
Computational Statistics Aims and scope Submit manuscript

Abstract

This paper focuses on the modelling of bilateral intra-industry trade indexes with panel data, applying a semiparametric approach. This extends the work of Papke and Wooldridge (J Econom 145:121–133, 2008) for fractional responses, by introducing a nonparametric component to control for unobserved heterogeneity associated with the regressors. The proposed approach is based on the semi-mixed effects generalised linear model of Lombardía and Sperlich (Comput Stat Data Anal 56:2903–2917, 2012), introduced in the context of small area statistics, and the semiparametric gravity model of Proença et al. (Empir Econ doi:10.1007/s00181-014-0891-x, 2014). The resulting nonlinear semiparametric model serves to explain the bilateral intra-industry trade indexes between Portugal and the European Union, the BRIC emerging economies, and the five Portuguese-speaking African countries.

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.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Notes

  1. Economically, it is reasonable to set the value of this constant equal to 0.15, and this is the option taken in this study. This is the option that is also followed in the large majority of studies.

  2. Concurvity is the nonparametric analogue of multicollinearity and it occurs in an additive model when a nonparametric function estimate is well approximated by the other nonparametric function terms. For more details see Härdle et al. (2004).

  3. Intercepts of the parametric and semiparametric regressions cannot be compared.

References

  • Abd-el-Rahaman K (1991) Firms competitive and national comparative advantages as joint determinants of trade composition. Rev World Econ 127:83–97

  • Aquino A (1978) Intra-industry trade and inter-industry specialization as concurrent sources of international trade in manufactures. Weltwirtschaftliches Archiv 114(2):275–295

    Article  Google Scholar 

  • Balassa B (1966) Tariff reductions and trade in manufactures among industrial countries. Am Econ Rev 56(3):466–473

    Google Scholar 

  • Bergstrand J (1985) The gravity equation in international trade: some microeconomic foundations and empirical evidence. Rev Econ Stat 67:474–481

    Article  Google Scholar 

  • Bergstrand J (1989) The generalised gravity equation, monopolistic competition, and the factor proportions theory in international trade. Rev Econ Stat 71:143–153

    Article  Google Scholar 

  • Bergstrand J (1990) The Heckscher-Ohlin-Samuelson model, the Linder hypothesis, and the determinants of bilateral intra-industry trade. Econ J 100:1216–1229

    Article  Google Scholar 

  • Brulhart M (1994) Marginal intra-industry trade: measurement and relevance for the pattern of industrial adjustment. Rev World Econ 130:600–613

    Google Scholar 

  • Brulhart J, Elliott R, Lindley J (2006) Intra-industry trade and labour-market adjustment: a reassessment using data on individual workers. Rev World Econ 142:521–545

    Article  Google Scholar 

  • Chamberlain G (1982) Multivariate regression models for panel data. J Econom 18:5–46

    Article  MATH  MathSciNet  Google Scholar 

  • Chamberlain G (1984) Panel data. In: Griliches Z, Intriligator MD (eds) Handbook of econometrics, vol. II. Elsevier Science Publisher, Amsterdam, pp 1247–1318. Chapter 22

  • Clark D (2006) Country and industry-level determinants of vertical specialisation based trade. Int Econ J 20:211–225

    Article  Google Scholar 

  • Davis DR (1995) Intra-industry trade: a Heckscher-Ohlin-Ricardo approach. J Int Econ 39:201–226

    Article  Google Scholar 

  • Deardorff A (1998) Determinants of bilateral trade: does gravity work in a neoclassical world? In: Frankel J (ed) The regionalization of the world economy. University of Chicago Press, IL, pp 7–32

    Google Scholar 

  • Eaton J, Kierzkowski H (1984) Oligopolistic competition, product variety and international trade. In: Kierzkowski H (ed) Competition monopolistic, trade international. Oxford University Press, Oxford, pp 69–83

    Google Scholar 

  • Ethier W (1982) National and international returns to scale in the modern theory of international trade. Am Econ Rev 72(3):389–405

    Google Scholar 

  • Falvey RE (1981) Commercial policy and intra-industry trade. J Int Econ 11(4):495–511

    Article  Google Scholar 

  • Falvey R, Kierzkowski H (1987) Product quality, intra-industry trade and (im) perfect competition. In: Kierzkowski H (ed) Protection and competition in international trade. Essays in honor of W.M. Corden. Basil Blackwell, Oxford, United States, pp 143–161

    Google Scholar 

  • Flam H, Helpman E (1987) Vertical product differentiation and North-South trade. Am Econ Rev 77(5):810–822

    Google Scholar 

  • Fontagné L, Freudenberg M (1997) Intra-industry trade: methodological issues reconsidered. CEPII working paper

  • Frankel J (1997) Regional trading blocs in the world economic system. Peterson Institute for International Economics

  • Gould D (1994) Immigrant links to the home country: empirical implications for US bilateral trade flows. Rev Econ Stat 76:302–315

    Article  Google Scholar 

  • Greenaway D, Hine R, Milner C (1994) Country-specific factors and the pattern of horizontal and vertical intra-industry trade in the UK. Rev World Econ 130:77–100

    Google Scholar 

  • Greenaway D, Hine R, Milner C (1995) Vertical and horizontal intra-industry trade: a cross industry analysis for the United Kingdom. Econ J 105:1505–1518

    Article  Google Scholar 

  • Grubel H, Lloyd P (1975) Intra-industry trade. The theory and measurement of international trade in differentiation products. The Macmillan Press, London

    Google Scholar 

  • Helpman E, Krugman P (1985) Market structure and foreign trade. Harvester Wheatsheaf, Brighton

    Google Scholar 

  • Hummels D, Levinshon J (1995) Monopolistic competition and international trade: reconsidering the evidence. Q J Econ 110:799–836

    Article  Google Scholar 

  • Härdle W, Müller M, Sperlich S, Werwatz A (2004) Nonparametric and semiparametric Models. Springer, Berlin

    Book  MATH  Google Scholar 

  • Krugman P (1991) Geography and trade. The MIT Press, Cambridge

    Google Scholar 

  • Krugman P (1991) Increasing returns and economic geography. J Polit Econ 93:483–499

    Article  Google Scholar 

  • Krugman P (1980) Scale economies, product differentiation, and the pattern of trade. Am Econ Rev 70:950–959

    Google Scholar 

  • Krugman P (1979) Increasing returns, monopolistic competition, and international trade. J Int Econ 9:469–480

    Article  Google Scholar 

  • Jones RW, Kierzkowski H (2001) A framework for fragmentation. In: Arndt SW, Kierzkowski H (eds) Fragmentation: new production patterns in the world economy. Oxford University Press, USA, pp 17–34

  • Jones RW, Kierzkowski H (2004) International fragmentation and the new economic geography. HEI working paper no 11/2004

  • Lancaster K (1980) Intra-industry trade under perfect monopolistic competition. J Int Econ 10:151–170

    Article  Google Scholar 

  • Linder S (1961) An essay on trade and transformation. Wiley, NY

    Google Scholar 

  • Lloyd P, Grubel H (2003) Intra-industry trade. Edward Elgar Publishing, UK

    Google Scholar 

  • Lloyd P, Lee H-H (2002) Frontiers of research in intra-industry trade. Palgrave, NY

    Book  Google Scholar 

  • Lombardía MJ, Sperlich S (2008) A new class of semi-mixed models and its application in small area estimation. J R Stat Soc B 70:913–930

    Article  Google Scholar 

  • Lombardía MJ, Sperlich S (2012) Semiparametric inference in generalized mixed effects models. Comput Stat Data Anal 56:2903–2917

    Article  MATH  Google Scholar 

  • Matthews K (1998) Intra-industry trade: an Australian panel study. J Econ Stud 25(2):84–97

    Article  Google Scholar 

  • Mundlak Y (1978) On the pooling of time series and cross section data. Econometrica 46:69–85

    Article  MATH  MathSciNet  Google Scholar 

  • Murat M, Pistoresi B (2009) Migrant networks: empirical implications for the Italian bilateral trade. Int Econ J 23(3):371–390

    Article  Google Scholar 

  • OECD (2002) Economic outlook, analysis and forecasts. No. 71, issue 1, Paris. doi:10.1787/eco_outlook-v2002-1-en

  • Nott D (2006) Semiparametric estimation of mean and variance functions for non-Gaussian data. Comput Stat 21:603–620

    Article  MATH  Google Scholar 

  • Papke LE, Wooldridge JM (1996) Econometric methods for fractional response variables with an application to 401 (K) plan participation rates. J Appl Econom 11:619–632

    Article  Google Scholar 

  • Papke LE, Wooldridge JM (2008) Panel data methods for fractional response variables to test pass rates. J Econom 145:121–133

    Article  MathSciNet  Google Scholar 

  • Proença I, Sperlich S, Duygu S (2014) Semi-mixed effects gravity models for bilateral trade. Empir Econ. doi:10.1007/s00181-014-0891-x

  • Shen P-S (2011) Semiparametric analysis of transformation models with left-truncated and right-censored data. Comput Stat 26:521–537

    Article  MATH  Google Scholar 

  • Slama R, Werwatz A, Boutou O, Ducot B, Spira A, Härdle W (2003) Does male age affect the risk of spontaneous abortion? an approach using semiparametric regression. Am J Epidemiol 9:815–824

    Article  Google Scholar 

  • Verdoorn P (1960) The intra-bloc trade of Benelux. In: Robinson E (ed) Economic consequences of the size of nations. MacMillan, London, pp 327–368

    Google Scholar 

  • Vernon R (1966) International investment and international trade in product cycle. Q J Econ 80:190–207

    Article  Google Scholar 

  • Wood SN (2006) Generalized additive models: an introduction with R. Chapman and Hall/CRC Press, USA

    Google Scholar 

  • Xiaa Y, Härdle W (2006) Semi-parametric estimation of partially linear single-index models. J Multivar Anal 97:1162–1184

    Article  Google Scholar 

  • Yoshida T, Kanba M, Naito K (2010) A computationally efficient model selection in the generalized linear mixed model. Comput Stat 25:463–484

    Article  MATH  MathSciNet  Google Scholar 

  • Zhang J, Witteloostuijn A, Zhou C (2005) Chinese bilateral intra-industry trade: a panel data study for 50 countries in the 1992–2001 period. Weltwirtschaftliches Archiv 141:510–540

    Google Scholar 

Download references

Acknowledgments

The authors would like to acknowledge financial support from the FCT (Fundação para a Ciência e Tecnologia) through the PEst-OE/EGE/UI0491/2013 programme. They are also grateful for the comments of the participants of the conference on Applicable Semiparametrics, 2013, and of the seminars of the UrbanEcon group of ISEG. Special thanks are due for the comments of two anonymous referees and also those of the associate editor.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Isabel Proença.

Appendix

Appendix

See Table 3.

Table 3 Correlations between the explanatory variables

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Proença, I., Faustino, H.C. Modelling bilateral intra-industry trade indexes with panel data: a semiparametric approach. Comput Stat 30, 865–884 (2015). https://doi.org/10.1007/s00180-015-0556-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00180-015-0556-z

Keywords

Navigation