IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/107613.html
   My bibliography  Save this paper

Safe Haven or Hedge: Diversification Abilities of Asset Classes in Pakistan

Author

Listed:
  • Imran, Zulfiqar Ali
  • Ahad, Muhammad

Abstract

This study compares the safe haven properties of asset classes of real estate (house, plot and residential), gold, dollar, and oil against equity returns in Pakistan for the period January 2011-December 2020. We employ the wavelet coherence to encapsulate the overall dependence and correlation of asset classes. Our results show the dependence is weaker (stronger) in short (long) term investment horizon. We also study the potential of diversification at the tail of returns distribution by applying wavelet value-at-risk (VaR) framework that reveals the degree of co-movement between gold and equity returns greatly affects the portfolio risk followed by residential property and oil. Our findings are beneficial for the individual investor, fund managers and financial advisors looking for the optimal portfolio combination that hedge the excessive negative movements in equity returns subject to the heterogeneity in the investment horizon.

Suggested Citation

  • Imran, Zulfiqar Ali & Ahad, Muhammad, 2021. "Safe Haven or Hedge: Diversification Abilities of Asset Classes in Pakistan," MPRA Paper 107613, University Library of Munich, Germany, revised 02 May 2021.
    • Handle: RePEc:pra:mprapa:107613
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/107613/1/MPRA_paper_107613.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kim Hiang Liow, 2006. "Dynamic relationship between stock and property markets," Applied Financial Economics, Taylor & Francis Journals, vol. 16(5), pages 371-376.
    2. Daniel C. Quan & Sheridan Titman, 1999. "Do Real Estate Prices and Stock Prices Move Together? An International Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(2), pages 183-207, June.
    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. Dimitrios Gounopoulos & Kyriaki Kosmidou & Dimitrios Kousenidis & Victoria Patsika, 2019. "The investigation of the dynamic linkages between real estate market and stock market in Greece," The European Journal of Finance, Taylor & Francis Journals, vol. 25(7), pages 647-669, May.
    5. Sjaastad, Larry A., 2008. "The price of gold and the exchange rates: Once again," Resources Policy, Elsevier, vol. 33(2), pages 118-124, June.
    6. Pershin, Vitaly & Molero, Juan Carlos & de Gracia, Fernando Perez, 2016. "Exploring the oil prices and exchange rates nexus in some African economies," Journal of Policy Modeling, Elsevier, vol. 38(1), pages 166-180.
    7. Apergis, Nicholas, 2014. "Can gold prices forecast the Australian dollar movements?," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 75-82.
    8. Robin Brooks & Marco Del Negro, 2006. "Firm-Level Evidence on International Stock Market Comovement," Review of Finance, European Finance Association, vol. 10(1), pages 69-98.
    9. Imran Yousaf & Shoaib Ali, 2020. "Integration between real estate and stock markets: new evidence from Pakistan," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 13(5), pages 887-900, April.
    10. Pat Wilson & John Okunev & Guy Ta, 1994. "Are Real Estate and Securities Markets Integrated? Some Australian Evidence," Working Paper Series 42, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
    11. Muhammad Umar & Moin Akhtar & Muhammad Shafiq & Zia-Ur-Rehman Rao, 2019. "Impact of monetary policy on house prices: case of Pakistan," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 13(3), pages 503-512, December.
    12. Joseph Gyourko & Donald B. Keim, "undated". "What Does the Stock Market Tell Us About Real Estate Returns? (Revision of 18-91) (Reprint 030)," Rodney L. White Center for Financial Research Working Papers 11-92, Wharton School Rodney L. White Center for Financial Research.
    13. Samuelson, Paul A., 1967. "General Proof that Diversification Pays*," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 2(1), pages 1-13, March.
    14. Sari, Ramazan & Hammoudeh, Shawkat & Soytas, Ugur, 2010. "Dynamics of oil price, precious metal prices, and exchange rate," Energy Economics, Elsevier, vol. 32(2), pages 351-362, March.
    15. Pakko, Michael R., 2004. "A spectral analysis of the cross-country consumption correlation puzzle," Economics Letters, Elsevier, vol. 84(3), pages 341-347, September.
    16. J. Tobin, 1958. "Liquidity Preference as Behavior Towards Risk," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 25(2), pages 65-86.
    17. Zhang, Hui Jun & Dufour, Jean-Marie & Galbraith, John W., 2016. "Exchange rates and commodity prices: Measuring causality at multiple horizons," Journal of Empirical Finance, Elsevier, vol. 36(C), pages 100-120.
    18. Bredin, Don & Conlon, Thomas & Potì, Valerio, 2015. "Does gold glitter in the long-run? Gold as a hedge and safe haven across time and investment horizon," International Review of Financial Analysis, Elsevier, vol. 41(C), pages 320-328.
    19. Joseph Gyourko & Donald B. Keim, 1992. "What Does the Stock Market Tell Us About Real Estate Returns?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 20(3), pages 457-485, September.
    20. Berben, Robert-Paul & Jansen, W. Jos, 2005. "Comovement in international equity markets: A sectoral view," Journal of International Money and Finance, Elsevier, vol. 24(5), pages 832-857, September.
    21. Dirk G Baur & Kristoffer Glover, 2012. "The Destruction of a Safe Haven Asset?," Working Paper Series 174, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
    22. Capie, Forrest & Mills, Terence C. & Wood, Geoffrey, 2005. "Gold as a hedge against the dollar," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(4), pages 343-352, October.
    23. Mark, Joy, 2011. "Gold and the US dollar: Hedge or haven?," Finance Research Letters, Elsevier, vol. 8(3), pages 120-131, September.
    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. Bouri, Elie & Shahzad, Syed Jawad Hussain & Roubaud, David & Kristoufek, Ladislav & Lucey, Brian, 2020. "Bitcoin, gold, and commodities as safe havens for stocks: New insight through wavelet analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 77(C), pages 156-164.
    26. Reboredo, Juan C., 2012. "Modelling oil price and exchange rate co-movements," Journal of Policy Modeling, Elsevier, vol. 34(3), pages 419-440.
    27. Reboredo, Juan C., 2013. "Is gold a safe haven or a hedge for the US dollar? Implications for risk management," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2665-2676.
    28. Brian Lucey & Edel Tully, 2005. "Seasonality, Risk And Return In Daily COMEX Gold And Silver Data 1982-2002," The Institute for International Integration Studies Discussion Paper Series iiisdp057, IIIS.
    29. Bekiros, Stelios & Boubaker, Sabri & Nguyen, Duc Khuong & Uddin, Gazi Salah, 2017. "Black swan events and safe havens: The role of gold in globally integrated emerging markets," Journal of International Money and Finance, Elsevier, vol. 73(PB), pages 317-334.
    30. 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.
    31. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    32. Klein, Tony, 2017. "Dynamic correlation of precious metals and flight-to-quality in developed markets," Finance Research Letters, Elsevier, vol. 23(C), pages 283-290.
    33. Reboredo, Juan C. & Rivera-Castro, Miguel A., 2014. "Can gold hedge and preserve value when the US dollar depreciates?," Economic Modelling, Elsevier, vol. 39(C), pages 168-173.
    34. Candelon, Bertrand & Piplack, Jan & Straetmans, Stefan, 2008. "On measuring synchronization of bulls and bears: The case of East Asia," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1022-1035, June.
    35. Bisharat Hussain Chang & Suresh Kumar Oad Rajput & Pervez Ahmed & Zafar Hayat, 2020. "Does Gold Act as a Hedge or a Safe Haven? Evidence from Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 59(1), pages 69-80.
    36. Patrick J. Wilson & John Okunev, 1999. "Long-Term Dependencies and Long Run non-Periodic Co-Cycles: Real Estate and Stock Markets," Journal of Real Estate Research, American Real Estate Society, vol. 18(2), pages 257-278.
    37. Beckmann, Joscha & Czudaj, Robert & Pilbeam, Keith, 2015. "Causality and volatility patterns between gold prices and exchange rates," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 292-300.
    38. Pukthuanthong, Kuntara & Roll, Richard, 2011. "Gold and the Dollar (and the Euro, Pound, and Yen)," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 2070-2083, August.
    39. 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.
    40. David G McMillan, 2012. "Long-run stock price-house price relation: evidence from an ESTR model," Economics Bulletin, AccessEcon, vol. 32(2), pages 1737-1746.
    41. A'Hearn, Brian & Woitek, Ulrich, 2001. "More international evidence on the historical properties of business cycles," Journal of Monetary Economics, Elsevier, vol. 47(2), pages 321-346, April.
    42. Ji, Qiang & Zhang, Dayong & Zhao, Yuqian, 2020. "Searching for safe-haven assets during the COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 71(C).
    43. Lee, Hsiu-Chuan & Hsu, Chih-Hsiang & Lee, Yun-Huan, 2016. "Location of trade, return comovements, and diversification benefits: Evidence from Asian country ETFs," The North American Journal of Economics and Finance, Elsevier, vol. 37(C), pages 279-296.
    44. Qureshi, Saba & Rehman, Ijaz Ur & Qureshi, Fiza, 2018. "Does gold act as a safe haven against exchange rate fluctuations? The case of Pakistan rupee," Journal of Policy Modeling, Elsevier, vol. 40(4), pages 685-708.
    45. Kateryna Anatoliyevna Kopyl & John Byong-Tek Lee, 2016. "How safe are the safe haven assets?," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 30(4), pages 453-482, November.
    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. Zulfiqar Ali Imran & Muhammad Ahad, 2022. "Safe-haven investments against stock returns in Pakistan: a role of real estate, gold, oil and US dollar," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 16(1), pages 167-189, February.
    2. Qureshi, Saba & Rehman, Ijaz Ur & Qureshi, Fiza, 2018. "Does gold act as a safe haven against exchange rate fluctuations? The case of Pakistan rupee," Journal of Policy Modeling, Elsevier, vol. 40(4), pages 685-708.
    3. O'Connor, Fergal A. & Lucey, Brian M. & Batten, Jonathan A. & Baur, Dirk G., 2015. "The financial economics of gold — A survey," International Review of Financial Analysis, Elsevier, vol. 41(C), pages 186-205.
    4. Raza Syed Ali & Shah Nida & Ali Muhammad & Shahbaz Muhammad, 2021. "Do Exchange Rates Fluctuations Influence Gold Price in G7 Countries? New Insights from a Nonparametric Causality-in-Quantiles Test," Zagreb International Review of Economics and Business, Sciendo, vol. 24(2), pages 37-57.
    5. Imran Yousaf & Shoaib Ali, 2020. "Integration between real estate and stock markets: new evidence from Pakistan," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 13(5), pages 887-900, April.
    6. Azimli, Asil, 2022. "Degree and structure of return dependence among commodities, energy stocks and international equity markets during the post-COVID-19 period," Resources Policy, Elsevier, vol. 77(C).
    7. 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).
    8. Lin, Fu-Lai & Chen, Yu-Fen & Yang, Sheng-Yung, 2016. "Does the value of US dollar matter with the price of oil and gold? A dynamic analysis from time–frequency space," International Review of Economics & Finance, Elsevier, vol. 43(C), pages 59-71.
    9. 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).
    10. 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.
    11. 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.
    12. Śmiech, Sławomir & Papież, Monika, 2017. "In search of hedges and safe havens: Revisiting the relations between gold and oil in the rolling regression framework," Finance Research Letters, Elsevier, vol. 20(C), pages 238-244.
    13. Liu, Min & Lee, Chien-Chiang, 2022. "Is gold a long-run hedge, diversifier, or safe haven for oil? Empirical evidence based on DCC-MIDAS," Resources Policy, Elsevier, vol. 76(C).
    14. Tsangyao Chang & Xiao-lin Li & Stephen M. Miller & Mehmet Balcilar & Rangan Gupta, 2013. "The Co-Movement and Causality between the U.S. Real Estate and Stock Markets in the Time and Frequency Domains," Working papers 2013-34, University of Connecticut, Department of Economics.
    15. Azimli, Asil, 2024. "Is gold a safe haven for the U.S. dollar during extreme conditions?," International Economics, Elsevier, vol. 177(C).
    16. Beckmann, Joscha & Czudaj, Robert & Pilbeam, Keith, 2015. "Causality and volatility patterns between gold prices and exchange rates," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 292-300.
    17. Wen, Fenghua & Tong, Xi & Ren, Xiaohang, 2022. "Gold or Bitcoin, which is the safe haven during the COVID-19 pandemic?," International Review of Financial Analysis, Elsevier, vol. 81(C).
    18. Wang, Kuan-Min & Lee, Yuan-Ming, 2022. "Is gold a safe haven for exchange rate risks? An empirical study of major currency countries," Journal of Multinational Financial Management, Elsevier, vol. 63(C).
    19. Youssef, Manel & Mokni, Khaled, 2021. "Oil-gold nexus: Evidence from regime switching-quantile regression approach," Resources Policy, Elsevier, vol. 73(C).
    20. Pierdzioch, Christian & Risse, Marian & Rohloff, Sebastian, 2016. "Are precious metals a hedge against exchange-rate movements? An empirical exploration using bayesian additive regression trees," The North American Journal of Economics and Finance, Elsevier, vol. 38(C), pages 27-38.

    More about this item

    Keywords

    Equity; Real Estate; Oil; Gold; US Dollar; Diversification; Pakistan.;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • Q02 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Commodity Market

    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:107613. 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.