Estimation Issues In Single Commodity Gravity Trade Models
AbstractRecently gravity trade models are applied to disaggregated trade data. Here many zeros are characteristic. In the presence of excess zeros usual Poisson Pseudo Maximum Likelihood (PPML) is still consistent, the variance covariance matrix however is invalid. Correct economic interpretation however requires also the last. So alternative estimators are looked for. STAUB &WINKELMANN (2010) argue that zero-inflated count data models (i.e. zero-inflated Poisson / Negative Binomial Pseudo Maximum Likelihood (ZIPPML / ZINBPML)) are no alternative since under model misspecification these estimators are inconsistent. Yet zeroinflated Poisson Quasi-Likelihood (PQL) is a reliable alternative. It is consistent even under model misspecifications and beyond that robust against unobserved heterogeneity. Another alternative is a log-skew-normal Two-Part Model (G2PM) which generalises the standard lognormal Two-Part Model (2PM). It is insofar advantageous as it adjusts for (negative) skewness and regression coefficients retain usual interpretations as in log-normal models. PQL is useful for multiplicative gravity model estimation and G2PM for log-linear gravity model estimation. Exemplarily the estimators are applied to intra-European piglet trade to assess their empirical performance and applicability for single commodity trade flow analysis. The empirical part favours PQL but G2PM is a reliable alternative for other trade flow analyses. PQL and G2PM should become standard tools for single commodity trade flow analysis.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by German Association of Agricultural Economists (GEWISOLA) in its series 51st Annual Conference, Halle, Germany, September 28-30, 2011 with number 114524.
Date of creation: 2011
Date of revision:
Gravity Model; Excess Zeros; Poisson Quasi Likelihood; Generalised Two Part Model; Gravitationsmodell; Exzess an Nullen; Poisson Quasi Likelihood; Generalisiertes Zwei-Teile Modell; Agribusiness; Agricultural and Food Policy; Agricultural Finance; Demand and Price Analysis; Financial Economics;
This paper has been announced in the following NEP Reports:
- NEP-ALL-2011-10-15 (All new papers)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- J. M. C. Santos Silva & Silvana Tenreyro & Frank Windmeijer, 2010. "Is it different for zeros? Discriminating between models for non-negative data with many zeros," CeMMAP working papers CWP20/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- James E. Anderson & Yoto V. Yotov, 2010.
"The Changing Incidence of Geography,"
American Economic Review,
American Economic Association, vol. 100(5), pages 2157-86, December.
- James E. Anderson & Yoto V. Yotov, 2008. "The Changing Incidence of Geography," NBER Working Papers 14423, National Bureau of Economic Research, Inc.
- James E. Anderson & Yoto V. Yotov, 2008. "The Changing Incidence of Geography," Boston College Working Papers in Economics 698, Boston College Department of Economics.
- Joao Santos Silva & Silvana Tenreyro, 2005.
"The Log of Gravity,"
CEP Discussion Papers
dp0701, Centre for Economic Performance, LSE.
- Joao Santos Silva & Silvana Tenreyro, 2005. "The log of gravity," LSE Research Online Documents on Economics 3744, London School of Economics and Political Science, LSE Library.
- Santos Silva, Joao & Tenreyro, Silvana, 2005. "The Log of Gravity," CEPR Discussion Papers 5311, C.E.P.R. Discussion Papers.
- Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2008.
"Estimating Trade Flows: Trading Partners and Trading Volumes,"
The Quarterly Journal of Economics,
MIT Press, vol. 123(2), pages 441-487, 05.
- Rubinstein, Yona & Helpman, Elhanan & Melitz, Marc, 2008. "Estimating Trade Flows: Trading Partners and Trading Volumes," Scholarly Articles 3228230, Harvard University Department of Economics.
- Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2007. "Estimating Trade Flows: Trading Partners and Trading Volumes," NBER Working Papers 12927, National Bureau of Economic Research, Inc.
- James E. Anderson & Eric van Wincoop, 2000.
"Gravity with Gravitas: A Solution to the Border Puzzle,"
Boston College Working Papers in Economics
485, Boston College Department of Economics.
- James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
- James E. Anderson & Eric van Wincoop, 2001. "Gravity with Gravitas: A Solution to the Border Puzzle," NBER Working Papers 8079, National Bureau of Economic Research, Inc.
- Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-44, September.
- Russell H. Hillberry, 2002. "Aggregation bias, compositional change, and the border effect," Canadian Journal of Economics, Canadian Economics Association, vol. 35(3), pages 517-530, August.
- Martijn Burger & Frank van Oort & Gert-Jan Linders, 2009.
"On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-inflated Estimation,"
Spatial Economic Analysis,
Taylor & Francis Journals, vol. 4(2), pages 167-190.
- Burger, M.J. & van Oort, F.G. & Linders, G.J.M., 2009. "On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-Inflated Estimation," ERIM Report Series Research in Management ERS-2009-003-ORG, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus Uni.
- Gabriel Felbermayr & Wilhelm Kohler, 2010. "Modelling the Extensive Margin of World Trade: New Evidence on GATT and WTO Membership," The World Economy, Wiley Blackwell, vol. 33(11), pages 1430-1469, November.
- Egger, Peter & Larch, Mario, 2011. "An assessment of the Europe agreements' effects on bilateral trade, GDP, and welfare," European Economic Review, Elsevier, vol. 55(2), pages 263-279, February.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (AgEcon Search).
If references are entirely missing, you can add them using this form.