IDEAS home Printed from https://ideas.repec.org/a/eee/foreco/v26y2017icp30-45.html
   My bibliography  Save this article

Forecasting the German forest products trade: A vector error correction model

Author

Listed:
  • Kolo, Horst
  • Tzanova, Polia

Abstract

In the forest sector often very complex models are used that take into account a variety of factors. In addition to variables that describe the natural production of wood, into these models flow among others also such variables that depict nature conservation legislation, market contexts, etc. The limited availability of large amounts of data and more particularly of precise data to all these subject areas considerably weakens the validity of the models. Our study therefore takes up the challenge to develop a model, as simple as possible, that can help to estimate export and import volumes as well as export and import prices of raw timber in Germany. To this end, we apply the technique of time series analysis and develop a simple model that allows for short-term and medium-term forecasting in the German forest sector. We show that using a vector error correction model (VECM) can succeed in a relatively simple modelling of future quantities and prices of raw timber for Germany.

Suggested Citation

  • Kolo, Horst & Tzanova, Polia, 2017. "Forecasting the German forest products trade: A vector error correction model," Journal of Forest Economics, Elsevier, vol. 26(C), pages 30-45.
  • Handle: RePEc:eee:foreco:v:26:y:2017:i:c:p:30-45
    DOI: 10.1016/j.jfe.2016.11.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1104689916300770
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfe.2016.11.001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Judith Giles & Cara Williams, 2001. "Export-led growth: a survey of the empirical literature and some non-causality results. Part 2," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 9(4), pages 445-470.
    2. Wenyu Zang & Mark Baimbridge, 2012. "Exports, imports and economic growth in South Korea and Japan: a tale of two economies," Applied Economics, Taylor & Francis Journals, vol. 44(3), pages 361-372, January.
    3. Latta, Gregory S. & Sjølie, Hanne K. & Solberg, Birger, 2013. "A review of recent developments and applications of partial equilibrium models of the forest sector," Journal of Forest Economics, Elsevier, vol. 19(4), pages 350-360.
    4. Robert G. Chambers & Richard E. Just, 1981. "Effects of Exchange Rate Changes on U.S. Agriculture: A Dynamic Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 63(1), pages 32-46.
    5. Marin, Dalia, 1992. "Is the Export-Led.Growth Hypothesis Valid for Industrialized Countries?," The Review of Economics and Statistics, MIT Press, vol. 74(4), pages 678-688, November.
    6. Nanang, David M., 2010. "Analysis of export demand for Ghana's timber products: A multivariate co-integration approach," Journal of Forest Economics, Elsevier, vol. 16(1), pages 47-61, January.
    7. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    8. Balassa, Bela, 1978. "Exports and economic growth : Further evidence," Journal of Development Economics, Elsevier, vol. 5(2), pages 181-189, June.
    9. Breusch, T S, 1978. "Testing for Autocorrelation in Dynamic Linear Models," Australian Economic Papers, Wiley Blackwell, vol. 17(31), pages 334-355, December.
    10. Song, Nianfu & Chang, Sun Joseph & Aguilar, Francisco X., 2011. "U.S. softwood lumber demand and supply estimation using cointegration in dynamic equations," Journal of Forest Economics, Elsevier, vol. 17(1), pages 19-33, January.
    11. Godfrey, Leslie G, 1978. "Testing for Higher Order Serial Correlation in Regression Equations When the Regressors Include Lagged Dependent Variables," Econometrica, Econometric Society, vol. 46(6), pages 1303-1310, November.
    12. Titus O. Awokuse, 2003. "Is the export-led growth hypothesis valid for Canada?," Canadian Journal of Economics, Canadian Economics Association, vol. 36(1), pages 126-136, February.
    13. Titus O. Awokuse & David A. Bessler, 2003. "Vector Autoregressions, Policy Analysis, and Directed Acyclic Graphs: An Application to the U.S. Economy," Journal of Applied Economics, Universidad del CEMA, vol. 6, pages 1-24, May.
    14. Granger, C. W. J., 1981. "Some properties of time series data and their use in econometric model specification," Journal of Econometrics, Elsevier, vol. 16(1), pages 121-130, May.
    15. Panos C. Afxentiou & Apostolos Serletis, 1991. "Exports and GNP Causality in the Industrial Countries: 1950–1985," Kyklos, Wiley Blackwell, vol. 44(2), pages 167-179, May.
    16. Saang Joon Baak & M. A. Al-Mahmood & S. Vixathep, 2007. "Exchange rate volatility and exports from East Asian countries to Japan and the USA," Applied Economics, Taylor & Francis Journals, vol. 39(8), pages 947-959.
    17. Arize, Augustine C., 1998. "The long-run relationship between import flows and real exchange-rate volatility: The experience of eight European economies," International Review of Economics & Finance, Elsevier, vol. 7(4), pages 417-435.
    18. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    19. Pindyck, Robert S & Rotemberg, Julio J, 1990. "The Excess Co-movement of Commodity Prices," Economic Journal, Royal Economic Society, vol. 100(403), pages 1173-1189, December.
    20. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    21. Kroner, Kenneth F. & Lastrapes, William D., 1993. "The impact of exchange rate volatility on international trade: Reduced form estimates using the GARCH-in-mean model," Journal of International Money and Finance, Elsevier, vol. 12(3), pages 298-318, June.
    22. Baek, Jungho, 2007. "The J-curve effect and the US-Canada forest products trade," Journal of Forest Economics, Elsevier, vol. 13(4), pages 245-258, November.
    23. Bolkesjø, Torjus F. & Buongiorno, Joseph, 2006. "Short- and long-run exchange rate effects on forest product trade: Evidence from panel data," Journal of Forest Economics, Elsevier, vol. 11(4), pages 205-221, January.
    24. Judith Giles & Cara Williams, 2001. "Export-led growth: a survey of the empirical literature and some non-causality results. Part 1," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 9(3), pages 261-337.
    25. Buongiorno, Joseph, 1996. "Forest sector modeling: a synthesis of econometrics, mathematical programming, and system dynamics methods," International Journal of Forecasting, Elsevier, vol. 12(3), pages 329-343, September.
    26. Mohammadi Limaei, Soleiman & Heybatian, Roghayeh & Heshmatol Vaezin, Seyed Mahdi & Torkman, Javad, 2011. "Wood import and export and its relation to major macroeconomics variables in Iran," Forest Policy and Economics, Elsevier, vol. 13(4), pages 303-307, April.
    27. David Edgerton & Ghazi Shukur, 1999. "Testing autocorrelation in a system perspective testing autocorrelation," Econometric Reviews, Taylor & Francis Journals, vol. 18(4), pages 343-386.
    28. Pfaff, Bernhard, 2008. "VAR, SVAR and SVEC Models: Implementation Within R Package vars," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i04).
    29. Janaki R.R. Alavalapati & Wiktor L. Adamowicz & Martin K. Luckert, 1997. "A Cointegration Analysis of Canadian Wood Pulp Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(3), pages 975-986.
    30. Titus Awokuse, 2006. "Export-led growth and the Japanese economy: evidence from VAR and directed acyclic graphs," Applied Economics, Taylor & Francis Journals, vol. 38(5), pages 593-602.
    31. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    32. Kim, Dong-Jun & Schreuder, Gerard F. & Youn, Yeo-Chang, 2003. "Impacts of the currency value change on the forest products import quantities in Korea," Forest Policy and Economics, Elsevier, vol. 5(3), pages 317-324, September.
    33. Afxentiou, Panayiotis C & Serletis, Apostolos, 1991. "Exports and GNP Causality in the Industrial Countries: 1950-1985," Kyklos, Wiley Blackwell, vol. 44(2), pages 167-179.
    34. Ahmad, Jaleel & Harnhirun, Somchai, 1995. "Unit roots and cointegration in estimating causality between exports and economic growth: Empirical evidence from the ASEAN countries," Economics Letters, Elsevier, vol. 49(3), pages 329-334, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Aleksandra Górna & Alicja Szabelska-Beręsewicz & Marek Wieruszewski & Monika Starosta-Grala & Zygmunt Stanula & Anna Kożuch & Krzysztof Adamowicz, 2023. "Predicting Post-Production Biomass Prices," Energies, MDPI, vol. 16(8), pages 1-16, April.
    2. Li, Yi & Liu, Tianya & Xu, Jinpeng, 2023. "Analyzing the economic, social, and technological determinants of renewable and nonrenewable electricity production in China: Findings from time series models," Energy, Elsevier, vol. 282(C).
    3. Fuchs, Jasper M. & v. Bodelschwingh, Hilmar & Lange, Alexander & Paul, Carola & Husmann, Kai, 2022. "Quantifying the consequences of disturbances on wood revenues with Impulse Response Functions," Forest Policy and Economics, Elsevier, vol. 140(C).
    4. Banaś, Jan & Utnik-Banaś, Katarzyna, 2021. "Evaluating a seasonal autoregressive moving average model with an exogenous variable for short-term timber price forecasting," Forest Policy and Economics, Elsevier, vol. 131(C).
    5. Álvarez-Díaz, Marcos & González-Gómez, Manuel & Otero-Giráldez, María Soledad, 2018. "Main determinants of export-oriented bleached eucalyptus kraft pulp (BEKP) demand from the north-western regions of Spain," Forest Policy and Economics, Elsevier, vol. 96(C), pages 112-119.
    6. Adewuyi, Adeolu & Ogebe, Joseph O. & Oshota, Sebil, 2021. "The role of exchange rate and relative import price on sawnwood import demand in Africa: Evidence from modified heterogeneous panel data methods," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Byoungki Kim & Phouphet Kyophilavong & Kenji Nozaki & Teerawat Charoenrat, 2022. "Does the Export-led Growth Hypothesis Hold for Myanmar?," Global Business Review, International Management Institute, vol. 23(1), pages 48-60, February.
    2. Jani Bekő, 2003. "Causality between exports and economic growth: empirical estimates for slovenia," Prague Economic Papers, Prague University of Economics and Business, vol. 2003(2), pages 169-186.
    3. Kalaitzi, Athanasia Stylianou & Chamberlain, Trevor William, 2021. "The validity of the export-led growth hypothesis: some evidence from the GCC," LSE Research Online Documents on Economics 106586, London School of Economics and Political Science, LSE Library.
    4. Jordan Shan & Fiona Sun, 1998. "On the export-led growth hypothesis for the little dragons: An empirical reinvestigation," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 26(4), pages 353-371, December.
    5. Isabel Cortes-Jimenez & Manuela Pulina, 2006. "Tourism and Growth: Evidence for Spain and Italy," ERSA conference papers ersa06p128, European Regional Science Association.
    6. László Kónya & Jai Pal Singh, 2006. "Exports, Imports and Economic Growth in India," Working Papers 2006.06, School of Economics, La Trobe University.
    7. Mehmet Balcilar & Zeynel Ozdemir, 2013. "The export-output growth nexus in Japan: a bootstrap rolling window approach," Empirical Economics, Springer, vol. 44(2), pages 639-660, April.
    8. Alimi, Santos R. & Muse, Bernard O., 2012. "Export - led growth or growth – driven exports? Evidence from Nigeria," MPRA Paper 53468, University Library of Munich, Germany.
    9. Asmawi Hashim & Norimah Rambeli & Norasibah Abdul Jalil & Normala Zulkifli & Emilda Hashim & Noor Al-Huda Abdul Karim, 2019. "Does Export Led Growth Hypothesis Hold Under World Crisis Recovery Regime in Malaysia?," Research in World Economy, Research in World Economy, Sciedu Press, vol. 10(5), pages 9-19, December.
    10. Ioanna Konstantakopoulou, 2017. "The aggregate exports-GDP relation under the prism of infrequent trend breaks and multi-horizon causality," International Economics and Economic Policy, Springer, vol. 14(4), pages 661-689, October.
    11. Ioanna Konstantakopoulou, 2016. "New evidence on the Export-led-growth hypothesis in the Southern Euro-zone countries (1960-2014)," Economics Bulletin, AccessEcon, vol. 36(1), pages 429-439.
    12. Adeel Saleem & Maqbool H. Sial & Ahmed Raza Cheema, 2023. "Does an asymmetric nexus exist between exports and economic growth in Pakistan? Recent evidence from a nonlinear ARDL approach," Economic Change and Restructuring, Springer, vol. 56(1), pages 297-326, February.
    13. Tang, Chor Foon & Lai, Yew Wah, 2011. "The Stability of Export-led Growth Hypothesis: Evidence from Asia's Four Little Dragons," MPRA Paper 27962, University Library of Munich, Germany.
    14. Abdus Samad, 2011. "Exploring Exports and Economic Growth Causality in Algeria," Journal of Economics and Behavioral Studies, AMH International, vol. 2(3), pages 92-96.
    15. Cortes-Jimenez, Isabel & Pulina, Manuela, 2006. "A further step into the ELGH and TLGH for Spain and Italy," Natural Resources Management Working Papers 12137, Fondazione Eni Enrico Mattei (FEEM).
    16. Fugarolas, Guadalupe & Mañalich, Isis & Matesanz, David, 2007. "Are Exports Causing Growth? Evidence On International Trade Expansion In Cuba, 1960-2004," MPRA Paper 6323, University Library of Munich, Germany.
    17. Titus O. Awokuse, 2003. "Is the export-led growth hypothesis valid for Canada?," Canadian Journal of Economics, Canadian Economics Association, vol. 36(1), pages 126-136, February.
    18. Maryam Almasifard & Sasan Torabzadeh Khorasani, 2017. "Relationship Between Domestic Production in Agricultural and Industrial Sectors and Purchasing Power by Controlling for International Trade Variables (Iran)," International Journal of Economics and Financial Issues, Econjournals, vol. 7(4), pages 244-253.
    19. Fakhri J. Hasanov & Muhammad Javid & Frederick L. Joutz, 2022. "Saudi Non-Oil Exports before and after COVID-19: Historical Impacts of Determinants and Scenario Analysis," Sustainability, MDPI, vol. 14(4), pages 1-38, February.
    20. Russell Davidson & Victoria Zinde‐Walsh, 2017. "Advances in specification testing," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 50(5), pages 1595-1631, December.

    More about this item

    Keywords

    Forecasts for German forest sector; Forest sector models; VECM; Raw timber; German timber market;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
    • L73 - Industrial Organization - - Industry Studies: Primary Products and Construction - - - Forest Products
    • Q23 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Forestry

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:foreco:v:26:y:2017:i:c:p:30-45. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/701775/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.