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The importance of distinguishing between precious and industrial metals when investing in mining stocks

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  • Lazzarino, Marco
  • Berrill, Jenny
  • Šević, Aleksandar

Abstract

We investigate the sensitivity of world mining stocks to precious and industrial metals by adding a metal factor to the CAPM and Fama-French models. We find that metals are fundamental in explaining mining stocks' returns and more influential than Fama-French factors. We also find that metals are more significant for stocks of precious than industrial metals and the effect is stronger for firms domiciled in developed markets. The market factor is more relevant for stocks of industrial metals. Our results suggest that investors should treat mining stocks differently and need to distinguish between precious and industrial metals.

Suggested Citation

  • Lazzarino, Marco & Berrill, Jenny & Šević, Aleksandar, 2022. "The importance of distinguishing between precious and industrial metals when investing in mining stocks," Resources Policy, Elsevier, vol. 78(C).
    • Handle: RePEc:eee:jrpoli:v:78:y:2022:i:c:s0301420722002501
    DOI: 10.1016/j.resourpol.2022.102802
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    as
    1. Ing-Haw Cheng & Wei Xiong, 2014. "Financialization of Commodity Markets," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 419-441, December.
    2. Choudhry, Taufiq & Hassan, Syed S. & Shabi, Sarosh, 2015. "Relationship between gold and stock markets during the global financial crisis: Evidence from nonlinear causality tests," International Review of Financial Analysis, Elsevier, vol. 41(C), pages 247-256.
    3. Xi Shen & Kanchana Chokethaworn & Chukiat Chaiboonsri, 2013. "The dependence structure analysis among gold price, stock price index of gold mining companies and Shanghai composite index," The Empirical Econometrics and Quantitative Economics Letters, Faculty of Economics, Chiang Mai University, vol. 2(4), pages 53-64, December.
    4. Robert Faff & David Hillier, 2004. "An International Investigation of the Factors that Determine Conditional Gold Betas," The Financial Review, Eastern Finance Association, vol. 39(3), pages 473-488, August.
    5. Blake, David & Caulfield, Tristan & Ioannidis, Christos & Tonks, Ian, 2014. "Improved inference in the evaluation of mutual fund performance using panel bootstrap methods," Journal of Econometrics, Elsevier, vol. 183(2), pages 202-210.
    6. Louis K.C. Chan & Jason Karceski & Josef Lakonishok, 1999. "On Portfolio Optimization: Forecasting Covariances and Choosing the Risk Model," NBER Working Papers 7039, National Bureau of Economic Research, Inc.
    7. repec:dau:papers:123456789/14980 is not listed on IDEAS
    8. Tan, Xueping & Geng, Yong & Vivian, Andrew & Wang, Xinyu, 2021. "Measuring risk spillovers between oil and clean energy stocks: Evidence from a systematic framework," Resources Policy, Elsevier, vol. 74(C).
    9. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    10. 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.
    11. Erten, Bilge & Ocampo, José Antonio, 2013. "Super Cycles of Commodity Prices Since the Mid-Nineteenth Century," World Development, Elsevier, vol. 44(C), pages 14-30.
    12. Ntantamis, Christos & Zhou, Jun, 2015. "Bull and bear markets in commodity prices and commodity stocks: Is there a relation?," Resources Policy, Elsevier, vol. 43(C), pages 61-81.
    13. Rehman, Mobeen Ur & Shahzad, Syed Jawad Hussain & Ahmad, Nasir & Vo, Xuan Vinh, 2021. "Dependence among metals and mining companies of the US and Europe during normal and crises periods," Resources Policy, Elsevier, vol. 73(C).
    14. Vidal-García, Javier & Vidal, Marta, 2014. "Seasonality and idiosyncratic risk in mutual fund performance," European Journal of Operational Research, Elsevier, vol. 233(3), pages 613-624.
    15. Schneeweiss, H. & Mathes, H., 1995. "Factor Analysis and Principal Components," Journal of Multivariate Analysis, Elsevier, vol. 55(1), pages 105-124, October.
    16. Creti, Anna & Joëts, Marc & Mignon, Valérie, 2013. "On the links between stock and commodity markets' volatility," Energy Economics, Elsevier, vol. 37(C), pages 16-28.
    17. Grinblatt, Mark & Titman, Sheridan D, 1989. "Mutual Fund Performance: An Analysis of Quarterly Portfolio Holdings," The Journal of Business, University of Chicago Press, vol. 62(3), pages 393-416, July.
    18. Fama, Eugene F. & French, Kenneth R., 2012. "Size, value, and momentum in international stock returns," Journal of Financial Economics, Elsevier, vol. 105(3), pages 457-472.
    19. John M. Griffin, 2002. "Are the Fama and French Factors Global or Country Specific?," Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 783-803.
    20. Sjaastad, Larry A., 2008. "The price of gold and the exchange rates: Once again," Resources Policy, Elsevier, vol. 33(2), pages 118-124, June.
    21. Blose, Laurence E. & Shieh, Joseph C. P., 1995. "The impact of gold price on the value of gold mining stock," Review of Financial Economics, Elsevier, vol. 4(2), pages 125-139.
    22. Faff, Robert & Chan, Howard, 1998. "A test of the intertemporal CAPM in the Australian equity market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 8(2), pages 175-188, June.
    23. Deren Caliskan & Mohammad Najand, 2016. "Stock market returns and the price of gold," Journal of Asset Management, Palgrave Macmillan, vol. 17(1), pages 10-21, January.
    24. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    25. Valcarcel, Victor J. & Vivian, Andrew J. & Wohar, Mark E., 2017. "Predictability and underreaction in industry-level returns: Evidence from commodity markets," Journal of Commodity Markets, Elsevier, vol. 6(C), pages 1-15.
    26. Amihud, Yakov & Mendelson, Haim, 1989. " The Effects of Beta, Bid-Ask Spread, Residual Risk, and Size on Stock Returns," Journal of Finance, American Finance Association, vol. 44(2), pages 479-486, June.
    27. Lutz Kilian & Cheolbeom Park, 2009. "The Impact Of Oil Price Shocks On The U.S. Stock Market," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(4), pages 1267-1287, November.
    28. De Santis, Giorgio & imrohoroglu, Selahattin, 1997. "Stock returns and volatility in emerging financial markets," Journal of International Money and Finance, Elsevier, vol. 16(4), pages 561-579, August.
    29. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    30. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119, Decembrie.
    31. van Dijk, Mathijs A., 2011. "Is size dead? A review of the size effect in equity returns," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3263-3274.
    32. Ciner, Cetin & Gurdgiev, Constantin & Lucey, Brian M., 2013. "Hedges and safe havens: An examination of stocks, bonds, gold, oil and exchange rates," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 202-211.
    33. Silvennoinen, Annastiina & Thorp, Susan, 2013. "Financialization, crisis and commodity correlation dynamics," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 24(C), pages 42-65.
    34. John M. Griffin & Patrick J. Kelly & Federico Nardari, 2010. "Do Market Efficiency Measures Yield Correct Inferences? A Comparison of Developed and Emerging Markets," Review of Financial Studies, Society for Financial Studies, vol. 23(8), pages 3225-3277, August.
    35. Zhang, Yue, 2015. "The securitization of gold and its potential impact on gold stocks," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 309-326.
    36. Brown, Stephen J, et al, 1992. "Survivorship Bias in Performance Studies," Review of Financial Studies, Society for Financial Studies, vol. 5(4), pages 553-580.
    37. Fama, Eugene F & French, Kenneth R, 1996. "Multifactor Explanations of Asset Pricing Anomalies," Journal of Finance, American Finance Association, vol. 51(1), pages 55-84, March.
    38. Faff, Robert, 2001. "A Multivariate Test of a Dual-Beta CAPM: Australian Evidence," The Financial Review, Eastern Finance Association, vol. 36(4), pages 157-174, November.
    39. Asl, Mahdi Ghaemi & Canarella, Giorgio & Miller, Stephen M., 2021. "Dynamic asymmetric optimal portfolio allocation between energy stocks and energy commodities: Evidence from clean energy and oil and gas companies," Resources Policy, Elsevier, vol. 71(C).
    40. Umar, Zaghum & Hussain Shahzad, Syed Jawad & Kenourgios, Dimitris, 2019. "Hedging U.S. metals & mining Industry's credit risk with industrial and precious metals," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    41. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    42. Lessard, Donald R, 1973. "International Portfolio Diversification: A Multivariate Analysis for a Group of Latin American Countries," Journal of Finance, American Finance Association, vol. 28(3), pages 619-633, June.
    43. Xu, Xiaoqing Eleanor & Fung, Hung-Gay, 2005. "Cross-market linkages between U.S. and Japanese precious metals futures trading," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(2), pages 107-124, April.
    44. John Elder & Hyun J. Jin, 2009. "Fractional Integration in Commodity Futures Returns," The Financial Review, Eastern Finance Association, vol. 44(4), pages 583-602, November.
    45. Ray Ball & Philip Brown, 1980. "Risk and Return from Equity Investments in the Australian Mining Industry: January 1958 — February 1979," Australian Journal of Management, Australian School of Business, vol. 5(1-2), pages 45-66, April.
    46. Robert Faff & Howard Chan, 1998. "A multifactor model of gold industry stock returns: evidence from the Australian equity market," Applied Financial Economics, Taylor & Francis Journals, vol. 8(1), pages 21-28.
    47. Robert W. Faff, 2003. "Creating Fama and French Factors with Style," The Financial Review, Eastern Finance Association, vol. 38(2), pages 311-322, May.
    48. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    49. Laurence E. Blose & Joseph C.P. Shieh, 1995. "The impact of gold price on the value of gold mining stock," Review of Financial Economics, John Wiley & Sons, vol. 4(2), pages 125-139, March.
    50. Blose, Laurence E., 1996. "Gold price risk and the returns on gold mutual funds," Journal of Economics and Business, Elsevier, vol. 48(5), pages 499-513, December.
    51. Bekaert, Geert & Harvey, Campbell R., 2002. "Research in emerging markets finance: looking to the future," Emerging Markets Review, Elsevier, vol. 3(4), pages 429-448, December.
    52. Bekiros, Stelios & Nguyen, Duc Khuong & Uddin, Gazi Salah & Sjö, Bo, 2016. "On the time scale behavior of equity-commodity links: Implications for portfolio management," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 41(C), pages 30-46.
    53. Victor Fang & Chien-Ting Lin & Warren Poon, 2007. "An examination of Australian gold mining firms’ exposure over the collapse of gold price in the late 1990s," Accounting Research Journal, Emerald Group Publishing, vol. 15(2), pages 37-49, June.
    54. Jones, Charles M & Kaul, Gautam, 1996. "Oil and the Stock Markets," Journal of Finance, American Finance Association, vol. 51(2), pages 463-491, June.
    55. Dar, Arif Billah & Bhanja, Niyati & Paul, Manas, 2019. "Do gold mining stocks behave like gold or equities? Evidence from the UK and the US," International Review of Economics & Finance, Elsevier, vol. 59(C), pages 369-384.
    56. Labys, W. C. & Achouch, A. & Terraza, M., 1999. "Metal prices and the business cycle," Resources Policy, Elsevier, vol. 25(4), pages 229-238, December.
    57. Hossein Asgharian & Marcus Nossman, 2013. "Financial and Economic Integration's Impact on Asian Equity Markets’ Sensitivity to External Shocks," The Financial Review, Eastern Finance Association, vol. 48(2), pages 343-363, May.
    58. Brenes, Esteban R. & Camacho, Arnoldo R. & Ciravegna, Luciano & Pichardo, Caleb A., 2016. "Strategy and innovation in emerging economies after the end of the commodity boom—Insights from Latin America," Journal of Business Research, Elsevier, vol. 69(10), pages 4363-4367.
    59. Chia-Hao Lee & Pei-I Chou, 2012. "Trading Activity and Financial Market Integration," The Financial Review, Eastern Finance Association, vol. 47(3), pages 589-616, August.
    60. Zhang, Yue, 2015. "The securitization of gold and its potential impact on gold stocks," LIDAM Reprints LFIN 2015001, Université catholique de Louvain, Louvain Finance (LFIN).
    61. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    62. Eugene F. Fama & Kenneth R. French, 2004. "The Capital Asset Pricing Model: Theory and Evidence," Journal of Economic Perspectives, American Economic Association, vol. 18(3), pages 25-46, Summer.
    63. Christie-David, Rohan & Chaudhry, Mukesh & Koch, Timothy W., 2000. "Do macroeconomics news releases affect gold and silver prices?," Journal of Economics and Business, Elsevier, vol. 52(5), pages 405-421.
    64. Chan, Louis K C & Karceski, Jason & Lakonishok, Josef, 1999. "On Portfolio Optimization: Forecasting Covariances and Choosing the Risk Model," Review of Financial Studies, Society for Financial Studies, vol. 12(5), pages 937-974.
    65. Simpson, Marc W. & Ramchander, Sanjay, 2008. "An inquiry into the economic fundamentals of the Fama and French equity factors," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 801-815, December.
    66. Davidson, Sinclair & Faff, Robert & Hillier, David, 2003. "Gold factor exposures in international asset pricing," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 13(3), pages 271-289, July.
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    More about this item

    Keywords

    Mining stocks; Metals; Factor models;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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