IDEAS home Printed from https://ideas.repec.org/a/gam/jrisks/v8y2020i3p86-d400179.html
   My bibliography  Save this article

Exchange Rate, Gold Price, and Stock Market Nexus: A Quantile Regression Approach

Author

Listed:
  • Rizwan Ali

    (Lahore Business School, The University of Lahore, Lahore 54100, Pakistan)

  • Inayat Ullah Mangla

    (Department of Finance and Commercial Law, Western Michgan University, Kalamazoo, MI 49008, USA)

  • Ramiz Ur Rehman

    (School of Management, Xi’an Polytechnic University, Xi’an 710048, China)

  • Wuzhao Xue

    (School of Economics and Management, Xidian University, Xi’an 710126, China)

  • Muhammad Akram Naseem

    (Lahore Business School, The University of Lahore, Lahore 54100, Pakistan)

  • Muhammad Ishfaq Ahmad

    (Lahore Business School, The University of Lahore, Lahore 54100, Pakistan)

Abstract

In this study, we examine an empirical relationship between stock market volatility with the exchange rate and gold prices of an emerging market, “Pakistan”, employing daily and monthly data (PSX-100 Index) covering from 2001: Q3 to 2018: Q2. The study explains the average stock returns by applying MGARCH. Further, it investigates that the volatility in the exchange rate (Rs/US $) and gold prices remain equally strong in bearish and bullish conditions of the stock market by using a quantile regression approach (2001–2018). Additionally, the sample period is divided into two split samples that cover (2001–2007) and (2008–2018) respectively, based on global financial crises and applied similar analysis. The overall results show the negative impact of the exchange rate and gold price volatility on the stock market performance daily (monthly), supporting the argument that the stock market considers the exchange rate and gold price fluctuations as an adverse indicator and reacts negatively.

Suggested Citation

  • Rizwan Ali & Inayat Ullah Mangla & Ramiz Ur Rehman & Wuzhao Xue & Muhammad Akram Naseem & Muhammad Ishfaq Ahmad, 2020. "Exchange Rate, Gold Price, and Stock Market Nexus: A Quantile Regression Approach," Risks, MDPI, vol. 8(3), pages 1-16, August.
  • Handle: RePEc:gam:jrisks:v:8:y:2020:i:3:p:86-:d:400179
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-9091/8/3/86/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-9091/8/3/86/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Baur, Dirk G. & McDermott, Thomas K., 2010. "Is gold a safe haven? International evidence," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1886-1898, August.
    2. Mensi, Walid & Beljid, Makram & Boubaker, Adel & Managi, Shunsuke, 2013. "Correlations and volatility spillovers across commodity and stock markets: Linking energies, food, and gold," Economic Modelling, Elsevier, vol. 32(C), pages 15-22.
    3. Raza, Naveed & Jawad Hussain Shahzad, Syed & Tiwari, Aviral Kumar & Shahbaz, Muhammad, 2016. "Asymmetric impact of gold, oil prices and their volatilities on stock prices of emerging markets," Resources Policy, Elsevier, vol. 49(C), pages 290-301.
    4. Dirk G. Baur & Brian M. Lucey, 2010. "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold," The Financial Review, Eastern Finance Association, vol. 45(2), pages 217-229, May.
    5. Schwert, G William, 2002. "Tests for Unit Roots: A Monte Carlo Investigation," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 5-17, January.
    6. An-Sing Chen & James Wuh Lin, 2014. "The relation between gold and stocks: an analysis of severe bear markets," Applied Economics Letters, Taylor & Francis Journals, vol. 21(3), pages 158-170, February.
    7. Masih, Rumi & Peters, Sanjay & De Mello, Lurion, 2011. "Oil price volatility and stock price fluctuations in an emerging market: Evidence from South Korea," Energy Economics, Elsevier, vol. 33(5), pages 975-986, September.
    8. Leung, Henry & Schiereck, Dirk & Schroeder, Florian, 2017. "Volatility spillovers and determinants of contagion: Exchange rate and equity markets during crises," Economic Modelling, Elsevier, vol. 61(C), pages 169-180.
    9. El Hedi Arouri, Mohamed & Lahiani, Amine & Nguyen, Duc Khuong, 2015. "World gold prices and stock returns in China: Insights for hedging and diversification strategies," Economic Modelling, Elsevier, vol. 44(C), pages 273-282.
    10. Tsai, I-Chun, 2012. "The relationship between stock price index and exchange rate in Asian markets: A quantile regression approach," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(3), pages 609-621.
    11. Walid, Chkili & Chaker, Aloui & Masood, Omar & Fry, John, 2011. "Stock market volatility and exchange rates in emerging countries: A Markov-state switching approach," Emerging Markets Review, Elsevier, vol. 12(3), pages 272-292, September.
    12. Aye, Goodness C. & Carcel, Hector & Gil-Alana, Luis A. & Gupta, Rangan, 2017. "Does gold act as a hedge against inflation in the UK? Evidence from a fractional cointegration approach over 1257 to 2016," Resources Policy, Elsevier, vol. 54(C), pages 53-57.
    13. Beckmann, Joscha & Berger, Theo & Czudaj, Robert, 2015. "Does gold act as a hedge or a safe haven for stocks? A smooth transition approach," Economic Modelling, Elsevier, vol. 48(C), pages 16-24.
    14. Caporale, Guglielmo Maria & Hunter, John & Menla Ali, Faek, 2014. "On the linkages between stock prices and exchange rates: Evidence from the banking crisis of 2007–2010," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 87-103.
    15. Hock Tsen Wong, 2019. "Volatility spillovers between real exchange rate returns and real stock price returns in Malaysia," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 131-149, January.
    16. Tule, Moses & Dogo, Mela & Uzonwanne, Godfrey, 2018. "Volatility of stock market returns and the naira exchange rate," Global Finance Journal, Elsevier, vol. 35(C), pages 97-105.
    17. Iqbal, Javed, 2017. "Does gold hedge stock market, inflation and exchange rate risks? An econometric investigation," International Review of Economics & Finance, Elsevier, vol. 48(C), pages 1-17.
    18. Le, Thai-Ha & Chang, Youngho, 2016. "Dynamics between strategic commodities and financial variables: Evidence from Japan," Resources Policy, Elsevier, vol. 50(C), pages 1-9.
    19. Areli Bermudez Delgado, Nancy & Bermudez Delgado, Estefanía & Saucedo, Eduardo, 2018. "The relationship between oil prices, the stock market and the exchange rate: Evidence from Mexico," The North American Journal of Economics and Finance, Elsevier, vol. 45(C), pages 266-275.
    20. 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.
    21. Bampinas, Georgios & Panagiotidis, Theodore, 2015. "Are gold and silver a hedge against inflation? A two century perspective," International Review of Financial Analysis, Elsevier, vol. 41(C), pages 267-276.
    22. Kanjilal, Kakali & Ghosh, Sajal, 2014. "Income and price elasticity of gold import demand in India: Empirical evidence from threshold and ARDL bounds test cointegration," Resources Policy, Elsevier, vol. 41(C), pages 135-142.
    23. Jain, Anshul & Biswal, P.C., 2016. "Dynamic linkages among oil price, gold price, exchange rate, and stock market in India," Resources Policy, Elsevier, vol. 49(C), pages 179-185.
    24. Shahbaz, Muhammad & Tahir, Mohammad Iqbal & Ali, Imran & Rehman, Ijaz Ur, 2014. "Is gold investment a hedge against inflation in Pakistan? A co-integration and causality analysis in the presence of structural breaks," The North American Journal of Economics and Finance, Elsevier, vol. 28(C), pages 190-205.
    25. Singhal, Shelly & Ghosh, Sajal, 2016. "Returns and volatility linkages between international crude oil price, metal and other stock indices in India: Evidence from VAR-DCC-GARCH models," Resources Policy, Elsevier, vol. 50(C), pages 276-288.
    26. 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.
    27. Ewing, Bradley T. & Malik, Farooq, 2016. "Volatility spillovers between oil prices and the stock market under structural breaks," Global Finance Journal, Elsevier, vol. 29(C), pages 12-23.
    28. Mun, Kyung-Chun, 2007. "Volatility and correlation in international stock markets and the role of exchange rate fluctuations," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 17(1), pages 25-41, February.
    29. Hock Tsen Wong, 2019. "Real Exchange Rate Returns And Real Stock Price Returns In The Stock Market Of Malaysia," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 64(05), pages 1319-1349, December.
    30. Dornbusch, Rudiger & Fischer, Stanley, 1980. "Exchange Rates and the Current Account," American Economic Review, American Economic Association, vol. 70(5), pages 960-971, December.
    31. Kumar, Satish, 2017. "On the nonlinear relation between crude oil and gold," Resources Policy, Elsevier, vol. 51(C), pages 219-224.
    32. Bouri, Elie & Jain, Anshul & Biswal, P.C. & Roubaud, David, 2017. "Cointegration and nonlinear causality amongst gold, oil, and the Indian stock market: Evidence from implied volatility indices," Resources Policy, Elsevier, vol. 52(C), pages 201-206.
    33. Pesaran, M. Hashem, 2015. "Time Series and Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780198759980.
    34. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    35. Husam RJOUB & Irfan CIVCIR & Nil Gunsel RESATOGLU, 2017. "Micro and Macroeconomic Determinants of Stock Prices: The Case of Turkish Banking Sector," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 150-166, March.
    36. Akkoc, Ugur & Civcir, Irfan, 2019. "Dynamic linkages between strategic commodities and stock market in Turkey: Evidence from SVAR-DCC-GARCH model," Resources Policy, Elsevier, vol. 62(C), pages 231-239.
    37. Reboredo, Juan C., 2013. "Is gold a hedge or safe haven against oil price movements?," Resources Policy, Elsevier, vol. 38(2), pages 130-137.
    38. Leung, Y. H. & Schröder, F. & Schiereck, D., 2017. "Volatility spillovers and determinants of contagion: Exchange rate and equity markets during crises," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 85069, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    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. Bani-Khalaf, Omar & Taspinar, Nigar, 2022. "Oil and gold return spillover and stock market elasticity during COVID-19 pandemic: A comparative study between the stock markets of oil-exporting countries and oil-importing countries in the Middle E," Resources Policy, Elsevier, vol. 79(C).
    2. Parminder KAUR & Ravi SINGLA, 2023. "Asymmetric Effects of Commodity Prices on Stock Returns of BRICS Countries," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 145-164, March.
    3. Cui xiaozhong, & Yen-Ku, Kuo & Maneengam, Apichit & Cong, Phan The & Quynh, Nguyen Ngoc & Ageli, Mohammed Moosa & Wisetsri, Worakamol, 2022. "Covid-19 and oil and gold price volatilities: Evidence from China market," Resources Policy, Elsevier, vol. 79(C).
    4. Muhammad Sheraz & Imran Nasir, 2021. "Information-Theoretic Measures and Modeling Stock Market Volatility: A Comparative Approach," Risks, MDPI, vol. 9(5), pages 1-20, May.
    5. Zeravan Abdulmuhsen Asaad & Amjad Saber Al-Delawi & Omed Rafiq Fatah & Awaz Mohamed Saleem, 2023. "Oil Exports, Political Issues, and Stock Market Nexus," International Journal of Energy Economics and Policy, Econjournals, vol. 13(1), pages 362-373, January.
    6. Zeravan Abdulmuhsen Asaad, 2021. "Oil Price, Gold Price, Exchange Rate and Stock Market in Iraq Pre-During COVID19 Outbreak: An ARDL Approach," International Journal of Energy Economics and Policy, Econjournals, vol. 11(5), pages 562-571.
    7. Zeravan Abdulmuhsen Asaad & Amjad Saber Al-Delawi, 2022. "Iraqi Stock Exchange Reactions to the Oil price, Covid-19 Aftermath, and the Saudi Stock Exchange Movements pre-during Vaccination Program," International Journal of Energy Economics and Policy, Econjournals, vol. 12(5), pages 18-30, September.
    8. Abdulrazak Nur Mohamed & Idiris Sid Ali Mohamed, 2023. "Precious Metals and Oil Price Dynamics," International Journal of Energy Economics and Policy, Econjournals, vol. 13(6), pages 119-128, November.
    9. Zeinedini, Sh & Karimi, M. Sh & Khanzadi, A., 2022. "Impact of global oil and gold prices on the Iran stock market returns during the Covid-19 pandemic using the quantile regression approach," Resources Policy, Elsevier, vol. 76(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. Akkoc, Ugur & Civcir, Irfan, 2019. "Dynamic linkages between strategic commodities and stock market in Turkey: Evidence from SVAR-DCC-GARCH model," Resources Policy, Elsevier, vol. 62(C), pages 231-239.
    2. Tiwari, Aviral Kumar & Mishra, Bibhuti Ranjan & Solarin, Sakiru Adebola, 2021. "Analysing the spillovers between crude oil prices, stock prices and metal prices: The importance of frequency domain in USA," Energy, Elsevier, vol. 220(C).
    3. Raza, Naveed & Jawad Hussain Shahzad, Syed & Tiwari, Aviral Kumar & Shahbaz, Muhammad, 2016. "Asymmetric impact of gold, oil prices and their volatilities on stock prices of emerging markets," Resources Policy, Elsevier, vol. 49(C), pages 290-301.
    4. Morema, Kgotso & Bonga-Bonga, Lumengo, 2018. "The impact of oil and gold price fluctuations on the South African equity market: volatility spillovers and implications for portfolio management," MPRA Paper 87637, University Library of Munich, Germany.
    5. Evrim Mandacı, Pınar & Cagli, Efe Çaglar & Taşkın, Dilvin, 2020. "Dynamic connectedness and portfolio strategies: Energy and metal markets," Resources Policy, Elsevier, vol. 68(C).
    6. Naeem, Muhammad Abubakr & Qureshi, Fiza & Arif, Muhammad & Balli, Faruk, 2021. "Asymmetric relationship between gold and Islamic stocks in bearish, normal and bullish market conditions," Resources Policy, Elsevier, vol. 72(C).
    7. İrfan Civcir & Uğur Akkoç, 2021. "Dynamic volatility linkages and hedging between commodities and sectoral stock returns in Turkey: Evidence from SVAR‐cDCC‐GARCH model," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 1978-1992, April.
    8. Ke Chen & Meng Wang, 2017. "Does Gold Act as a Hedge and a Safe Haven for China’s Stock Market?," IJFS, MDPI, vol. 5(3), pages 1-18, August.
    9. Bouoiyour, Jamal & Selmi, Refk & Wohar, Mark E., 2018. "Measuring the response of gold prices to uncertainty: An analysis beyond the mean," Economic Modelling, Elsevier, vol. 75(C), pages 105-116.
    10. Mighri, Zouheir & Ragoubi, Hanen & Sarwar, Suleman & Wang, Yihan, 2022. "Quantile Granger causality between US stock market indices and precious metal prices," Resources Policy, Elsevier, vol. 76(C).
    11. Wang, Xinya & Lucey, Brian & Huang, Shupei, 2022. "Can gold hedge against oil price movements: Evidence from GARCH-EVT wavelet modeling," Journal of Commodity Markets, Elsevier, vol. 27(C).
    12. Dong, Xiyong & Li, Changhong & Yoon, Seong-Min, 2021. "How can investors build a better portfolio in small open economies? Evidence from Asia’s Four Little Dragons," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    13. Thi Hong Van Hoang & Amine Lahiani & David Heller, 2016. "Is gold a hedge against inflation? New evidence from a nonlinear ARDL approach," Post-Print hal-02012307, HAL.
    14. Syed Jawad Hussain Shahzad & Naveed Raza & David Roubaud & Jose Arreola Hernandez & Stelios Bekiros, 2019. "Gold as Safe Haven for G-7 Stocks and Bonds: A Revisit," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 17(4), pages 885-912, December.
    15. Hoang, Thi Hong Van & Lahiani, Amine & Heller, David, 2016. "Is gold a hedge against inflation? New evidence from a nonlinear ARDL approach," Economic Modelling, Elsevier, vol. 54(C), pages 54-66.
    16. Yingying Xu & Chi-Wei Su & Jaime Ortiz, 2021. "Is gold a useful hedge against inflation across multiple time horizons?," Empirical Economics, Springer, vol. 60(3), pages 1175-1189, March.
    17. Dimitriou, Dimitrios & Kenourgios, Dimitris & Simos, Theodore, 2020. "Are there any other safe haven assets? Evidence for “exotic” and alternative assets," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 614-628.
    18. Othman, Nurhuda & Masih, Mansur, 2018. "Granger-causality between palm oil, gold and stocks (islamic and conventional): Malaysian evidence based on ARDL approach," MPRA Paper 106777, University Library of Munich, Germany.
    19. Saif Siddiqui & Preeti Roy, 2019. "Predicting Volatility and Dynamic Relation Between Stock Market, Exchange Rate and Select Commodities," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 67(6), pages 1597-1611.
    20. Xie He & Tetsuya Takiguchi & Tadahiro Nakajima & Shigeyuki Hamori, 2020. "Spillover effects between energies, gold, and stock: the United States versus China," Energy & Environment, , vol. 31(8), pages 1416-1447, December.

    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:gam:jrisks:v:8:y:2020:i:3:p:86-:d:400179. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.