IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/88899.html
   My bibliography  Save this paper

How do Stock Prices and Metal Prices Contribute to Economic Activity in Turkey? The Importance of Linear and Non-linear ARDL

Author

Listed:
  • Tursoy, Turgut
  • Faisal, Faisal
  • Berk, Niyazi
  • Shahbaz, Muhammad

Abstract

This study explores the association between stock prices, metal prices and economic activity, i.e. industrial production, for the Turkish economy for the period 1896M1-2016M12. The linear and non-linear analysis is conducted by applying the autoregressive distributed lag (ARDL) and non-linear autoregressive distributed lag (NARDL) approaches. The combined cointegration approach is applied to test the robustness of the ARDL and NARDL approaches. The FMOLS, DOLS and CCR regressions are applied to examine the long-run effect of stock prices and metal prices on economic activity. The empirical results reveal that metal and stock prices have a positive impact on economic activity. Metal prices have a negative impact and economic activity has positive effects on stock prices. Furthermore, the NARDL model corroborates the findings obtained from the ARDL model. This paper presents policy guidelines to utilise metals as an economic tool to boost economic activity and stock prices.

Suggested Citation

  • Tursoy, Turgut & Faisal, Faisal & Berk, Niyazi & Shahbaz, Muhammad, 2018. "How do Stock Prices and Metal Prices Contribute to Economic Activity in Turkey? The Importance of Linear and Non-linear ARDL," MPRA Paper 88899, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:88899
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/88899/1/MPRA_paper_88899.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Roll, Richard & Ross, Stephen A, 1980. "An Empirical Investigation of the Arbitrage Pricing Theory," Journal of Finance, American Finance Association, vol. 35(5), pages 1073-1103, December.
    2. Robert Johnson & Luc Soenen, 2009. "Commodity Prices and Stock Market Behavior in South American Countries in the Short Run," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 45(4), pages 69-82, July.
    3. Mauricio Zeballos & Carlos del Carpio, 2015. "Metal Returns, Stock Returns and Stock Market Volatility," Revista Economía, Fondo Editorial - Pontificia Universidad Católica del Perú, vol. 38(75), pages 101-122.
    4. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    5. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    6. Holly, Sean & Hashem Pesaran, M. & Yamagata, Takashi, 2011. "The spatial and temporal diffusion of house prices in the UK," Journal of Urban Economics, Elsevier, vol. 69(1), pages 2-23, January.
    7. Peter Boswijk, H., 1994. "Testing for an unstable root in conditional and structural error correction models," Journal of Econometrics, Elsevier, vol. 63(1), pages 37-60, July.
    8. Shawkat Hammoudeh & Ramazan Sari & Bradley T. Ewing, 2009. "Relationships Among Strategic Commodities And With Financial Variables: A New Look," Contemporary Economic Policy, Western Economic Association International, vol. 27(2), pages 251-264, April.
    9. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    10. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    11. Sadorsky, Perry, 2014. "Modeling volatility and correlations between emerging market stock prices and the prices of copper, oil and wheat," Energy Economics, Elsevier, vol. 43(C), pages 72-81.
    12. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    13. Ho, Sin-Yu, 2017. "The Macroeconomic Determinants of Stock Market Development: Evidence from South Africa," MPRA Paper 76493, University Library of Munich, Germany.
    14. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    15. Elder, John & Miao, Hong & Ramchander, Sanjay, 2012. "Impact of macroeconomic news on metal futures," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 51-65.
    16. Soytas, Ugur & Sari, Ramazan & Hammoudeh, Shawkat & Hacihasanoglu, Erk, 2009. "World oil prices, precious metal prices and macroeconomy in Turkey," Energy Policy, Elsevier, vol. 37(12), pages 5557-5566, December.
    17. 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.
    18. Husam Rjoub & Turgut Türsoy & Nil Günsel, 2009. "The effects of macroeconomic factors on stock returns: Istanbul Stock Market," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 26(1), pages 36-45, March.
    19. Paul Kim & Tomohiro Ando, 2012. "Oil and metal price movements and BRIC macro-economy: an empirical analysis," International Journal of Business and Globalisation, Inderscience Enterprises Ltd, vol. 8(2), pages 187-206.
    20. Nicholas Apergis & Christina Christou & James E. Payne, 2014. "Precious metal markets, stock markets and the macroeconomic environment: a FAVAR model approach," Applied Financial Economics, Taylor & Francis Journals, vol. 24(10), pages 691-703, May.
    21. Graham Elliott & Michael Jansson & Elena Pesavento, 2005. "Optimal Power for Testing Potential Cointegrating Vectors With Known Parameters for Nonstationarity," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 34-48, January.
    22. Phillips, Peter C B & Ouliaris, S, 1990. "Asymptotic Properties of Residual Based Tests for Cointegration," Econometrica, Econometric Society, vol. 58(1), pages 165-193, January.
    23. Pesaran, Mohammad Hashem & Holly, Sean & Dees, Stephane & Smith, L. Vanessa, 2007. "Long Run Macroeconomic Relations in the Global Economy," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 1, pages 1-20.
    24. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    25. Turgut Tursoy & Faisal FAISAL, 2016. "Causality between stock price and GDP in Turkey: An ARDL Bounds Testing Approach," Romanian Statistical Review, Romanian Statistical Review, vol. 64(4), pages 3-19, December.
    26. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    27. Panas, E., 2001. "Long memory and chaotic models of prices on the London Metal Exchange," Resources Policy, Elsevier, vol. 27(4), pages 235-246, December.
    28. Ho, Sin-Yu, 2017. "The Macroeconomic Determinants of Stock Market Development: Evidence from Malaysia," MPRA Paper 77232, University Library of Munich, Germany.
    29. Holly, Sean & Jones, Natasha, 1997. "House prices since the 1940s: Cointegration, demography and asymmetries," Economic Modelling, Elsevier, vol. 14(4), pages 549-565, October.
    30. Tursoy, Turgut & Faisal, Faisal, 2018. "The impact of gold and crude oil prices on stock market in Turkey: Empirical evidences from ARDL bounds test and combined cointegration," Resources Policy, Elsevier, vol. 55(C), pages 49-54.
    31. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    32. Christian Bayer & Christoph Hanck, 2013. "Combining non-cointegration tests," Journal of Time Series Analysis, Wiley Blackwell, vol. 34(1), pages 83-95, January.
    33. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    Full references (including those not matched with items on IDEAS)

    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. Tursoy, Turgut & Faisal, Faisal, 2018. "The impact of gold and crude oil prices on stock market in Turkey: Empirical evidences from ARDL bounds test and combined cointegration," Resources Policy, Elsevier, vol. 55(C), pages 49-54.
    2. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2019. "Dynamics of oil price, precious metal prices and the exchange rate in the long-run," Energy Economics, Elsevier, vol. 84(C).
    3. Faisal Faisal & Ruqiya Pervaiz & Nesrin Ozatac & Turgut Tursoy, 2021. "Exploring the relationship between carbon dioxide emissions, urbanisation and financial deepening for Turkey using the symmetric and asymmetric causality approaches," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(12), pages 17374-17402, December.
    4. Angeliki N. Menegaki, 2019. "The ARDL Method in the Energy-Growth Nexus Field; Best Implementation Strategies," Economies, MDPI, vol. 7(4), pages 1-16, October.
    5. Samih Antoine Azar & Angelic Salha, 2017. "The Bias in the Long Run Relation between the Prices of BRENT and West Texas Intermediate Crude Oils," International Journal of Energy Economics and Policy, Econjournals, vol. 7(1), pages 44-54.
    6. Sugra Humbatova & Afag Huseyn & Natig Gadim-Oglu Hajiyev, 2023. "Impact of Oil Factor on Investment: The Case of Azerbaijan," International Journal of Energy Economics and Policy, Econjournals, vol. 13(2), pages 129-148, March.
    7. Chor Foon Tang & Nai-Peng Tey, 2017. "Low fertility in Malaysia: Can it be explained?," Journal of Population Research, Springer, vol. 34(2), pages 101-118, June.
    8. Balsalobre-Lorente, Daniel & Bekun, Festus Victor & Etokakpan, Mfonobong Udom & Driha, Oana M., 2019. "A road to enhancements in natural gas use in Iran: A multivariate modelling approach," Resources Policy, Elsevier, vol. 64(C).
    9. Yongliang Zhang & Md. Qamruzzaman & Salma Karim & Ishrat Jahan, 2021. "Nexus between Economic Policy Uncertainty and Renewable Energy Consumption in BRIC Nations: The Mediating Role of Foreign Direct Investment and Financial Development," Energies, MDPI, vol. 14(15), pages 1-29, August.
    10. Ogali, Oscar I.O. & Okoro, Emeka E. & Olafuyi, Saburi G., 2023. "Assessing consensus on nexus between natural gas consumption and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
    11. Muhammad Shahbaz & Mita Bhattacharya & Khalid Ahmed, 2015. "Growth-Globalisation-Emissions Nexus: The Role of Population in Australia," Monash Economics Working Papers 12-15, Monash University, Department of Economics.
    12. Najid Ahmad & Liangsheng Du & Xian-Liang Tian & Jianlin Wang, 2019. "Chinese growth and dilemmas: modelling energy consumption, CO2 emissions and growth in China," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(1), pages 315-338, January.
    13. Ahmed Samour & Omar Ikbal Tawfik & Magdalena Radulescu & Cristina Florentina Baldan, 2023. "Do Oil Price, Renewable Energy, and Financial Development Matter for Environmental Quality in Oman? Novel Insights from Augmented ARDL Approach," Energies, MDPI, vol. 16(12), pages 1-14, June.
    14. Wang, Yi-Hsien & Lee, Jun-De, 2012. "Estimating the import demand function for China," Economic Modelling, Elsevier, vol. 29(6), pages 2591-2596.
    15. Mallick, Hrushikesh & Mahalik, Mantu Kumar & Sahoo, Manoranjan, 2018. "Is crude oil price detrimental to domestic private investment for an emerging economy? The role of public sector investment and financial sector development in an era of globalization," Energy Economics, Elsevier, vol. 69(C), pages 307-324.
    16. Orazaliyev Kanat & Zhijun Yan & Muhammad Mansoor Asghar & Syed Anees Haider Zaidi & Abdul Sami, 2024. "Gender Inequality and Poverty: The Role of Financial Development in Mitigating Poverty in Pakistan," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 11848-11876, September.
    17. Mamon Adam Maarof & Dildar Haydar Ahmed & Ahmed Samour, 2023. "Fiscal Policy, Oil Price, Foreign Direct Investment, and Renewable Energy—A Path to Sustainable Development in South Africa," Sustainability, MDPI, vol. 15(12), pages 1-16, June.
    18. Turgut Tursoy, 2019. "The interaction between stock prices and interest rates in Turkey: empirical evidence from ARDL bounds test cointegration," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-12, December.
    19. Sakiru Adebola Solarin, 2017. "Disaggregated military expenditure and the debt level in Nigeria," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(4), pages 1687-1705, July.
    20. Wang, Xinghua & Su, Chi-Wei & Xue, Ziru & Xie, Xin, 2023. "Sustainable development goals perspective of natural resources: Does it paves the way for renewable sources of energy? A global case study," Resources Policy, Elsevier, vol. 86(PB).

    More about this item

    Keywords

    Stock Price; Metals Price; Industrial Production; ARDL; NARDL;
    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
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:88899. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.