IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v133y2021ics037842662100234x.html
   My bibliography  Save this article

Determinants and predictability of commodity producer returns

Author

Listed:
  • Wang, Qiao
  • Balvers, Ronald

Abstract

We derive stock returns for firms producing nonrenewable commodities employing the investment-based asset pricing approach. By identifying the appropriate time-varying discount rate the investment-based approach allows an alternative test of the Hotelling Valuation Principle. The empirical results support the principle and enable predicting returns from sorting firms into quintiles by expected return, producing a 16–20% realized difference between top and bottom quintile. The return differences cannot be explained by standard risk factors or a commodity-specific factor, suggesting that an important risk factor is still missing from standard models. The approach permits cost-of-capital estimation that circumvents identifying systematic risk factors.

Suggested Citation

  • Wang, Qiao & Balvers, Ronald, 2021. "Determinants and predictability of commodity producer returns," Journal of Banking & Finance, Elsevier, vol. 133(C).
  • Handle: RePEc:eee:jbfina:v:133:y:2021:i:c:s037842662100234x
    DOI: 10.1016/j.jbankfin.2021.106278
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S037842662100234X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2021.106278?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. Ivo Welch & Amit Goyal, 2008. "A Comprehensive Look at The Empirical Performance of Equity Premium Prediction," Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1455-1508, July.
    2. Cooper, Ian A. & Nyborg, Kjell G., 2006. "The value of tax shields IS equal to the present value of tax shields," Journal of Financial Economics, Elsevier, vol. 81(1), pages 215-225, July.
    3. Lin, Xiaoji, 2012. "Endogenous technological progress and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 103(2), pages 411-427.
    4. Restoy, Fernando & Rockinger, G Michael, 1994. "On Stock Market Returns and Returns on Investment," Journal of Finance, American Finance Association, vol. 49(2), pages 543-556, June.
    5. Laura Xiaolei Liu & Toni M. Whited & Lu Zhang, 2009. "Investment-Based Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1105-1139, December.
    6. Fama, Eugene F & French, Kenneth R, 1988. "Permanent and Temporary Components of Stock Prices," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 246-273, April.
    7. Da, Zhi & Huang, Dayong & Yun, Hayong, 2017. "Industrial Electricity Usage and Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(1), pages 37-69, February.
    8. Yang, Fan, 2013. "Investment shocks and the commodity basis spread," Journal of Financial Economics, Elsevier, vol. 110(1), pages 164-184.
    9. Adelman, M A, 1990. "Mineral Depletion, with Special Reference to Petroleum," The Review of Economics and Statistics, MIT Press, vol. 72(1), pages 1-10, February.
    10. Lu Zhang, 2017. "The Investment CAPM," European Financial Management, European Financial Management Association, vol. 23(4), pages 545-603, September.
    11. Cynthia Lin, C.-Y. & Wagner, Gernot, 2007. "Steady-state growth in a Hotelling model of resource extraction," Journal of Environmental Economics and Management, Elsevier, vol. 54(1), pages 68-83, July.
    12. Gaudet, Gerard & Khadr, Ali M, 1991. "The Evolution of Natural Resource Prices under Stochastic Investment Opportunities: An Intertemporal Asset-Pricing Approach," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(2), pages 441-455, May.
    13. Pindyck, Robert S, 1978. "The Optimal Exploration and Production of Nonrenewable Resources," Journal of Political Economy, University of Chicago Press, vol. 86(5), pages 841-861, October.
    14. 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.
    15. Miller, Merton H & Upton, Charles W, 1985. "A Test of the Hotelling Valuation Principle," Journal of Political Economy, University of Chicago Press, vol. 93(1), pages 1-25, February.
    16. Daskalaki, Charoula & Kostakis, Alexandros & Skiadopoulos, George, 2014. "Are there common factors in individual commodity futures returns?," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 346-363.
    17. Gregory M. Ellis & Robert Halvorsen, 2002. "Estimation of Market Power in a Nonrenewable Resource Industry," Journal of Political Economy, University of Chicago Press, vol. 110(4), pages 883-899, August.
    18. Zapata, Hector O. & Detre, Joshua D. & Hanabuchi, Tatsuya, 2012. "Historical Performance of Commodity and Stock Markets," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 44(3), pages 1-19, August.
    19. Menzie D. Chinn & Olivier Coibion, 2014. "The Predictive Content of Commodity Futures," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 34(7), pages 607-636, July.
    20. Ratti, Ronald A. & Vespignani, Joaquin L., 2015. "Commodity prices and BRIC and G3 liquidity: A SFAVEC approach," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 18-33.
    21. Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
    22. Soren T. Anderson & Ryan Kellogg & Stephen W. Salant, 2018. "Hotelling under Pressure," Journal of Political Economy, University of Chicago Press, vol. 126(3), pages 984-1026.
    23. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    24. Gary B. Gorton & Fumio Hayashi & K. Geert Rouwenhorst, 2013. "The Fundamentals of Commodity Futures Returns," Review of Finance, European Finance Association, vol. 17(1), pages 35-105.
    25. Harold Hotelling, 1931. "The Economics of Exhaustible Resources," Journal of Political Economy, University of Chicago Press, vol. 39, pages 137-137.
    26. 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.
    27. William A. Brock, 1982. "Asset Prices in a Production Economy," NBER Chapters, in: The Economics of Information and Uncertainty, pages 1-46, National Bureau of Economic Research, Inc.
    28. Acharya, Viral V. & Lochstoer, Lars A. & Ramadorai, Tarun, 2013. "Limits to arbitrage and hedging: Evidence from commodity markets," Journal of Financial Economics, Elsevier, vol. 109(2), pages 441-465.
    29. Stephen L. McDonald, 1994. "The Hotelling Principle and In-Ground Values of Oil Reserves: Why the Principle Over-Predicts Actual Values," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 1-18.
    30. Lin, Xiaoji & Zhang, Lu, 2013. "The investment manifesto," Journal of Monetary Economics, Elsevier, vol. 60(3), pages 351-366.
    31. Margaret E. Slade & Henry Thille, 1997. "Hotelling Confronts CAPM: A Test of the Theory of Exhaustible Resources," Canadian Journal of Economics, Canadian Economics Association, vol. 30(3), pages 685-708, August.
    32. Shiu-Sheng Chen, 2016. "Commodity prices and related equity prices," Canadian Journal of Economics, Canadian Economics Association, vol. 49(3), pages 949-967, August.
    33. Morris A. Adelman, 1993. "Modelling World Oil Supply," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 1-32.
    34. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    35. Margaret E. Slade & Henry Thille, 2009. "Whither Hotelling: Tests of the Theory of Exhaustible Resources," Annual Review of Resource Economics, Annual Reviews, vol. 1(1), pages 239-259, September.
    36. Margaret E. Slade, 1984. "Tax Policy and the Supply of Exhaustible Resources: Theory and Practice," Land Economics, University of Wisconsin Press, vol. 60(2), pages 133-147.
    37. Juhani T Linnainmaa & Michael R Roberts, 2018. "The History of the Cross-Section of Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2606-2649.
    38. Huang, Darien & Kilic, Mete, 2019. "Gold, platinum, and expected stock returns," Journal of Financial Economics, Elsevier, vol. 132(3), pages 50-75.
    39. Yanbo Jin & Philippe Jorion, 2006. "Firm Value and Hedging: Evidence from U.S. Oil and Gas Producers," Journal of Finance, American Finance Association, vol. 61(2), pages 893-919, April.
    40. Slade, Margaret E., 1982. "Trends in natural-resource commodity prices: An analysis of the time domain," Journal of Environmental Economics and Management, Elsevier, vol. 9(2), pages 122-137, June.
    41. John J. McCall, 1982. "The Economics of Information and Uncertainty," NBER Books, National Bureau of Economic Research, Inc, number mcca82-1, March.
    42. Peter Tufano, 1998. "The Determinants of Stock Price Exposure: Financial Engineering and the Gold Mining Industry," Journal of Finance, American Finance Association, vol. 53(3), pages 1015-1052, June.
    43. Robert S. Harris & John J. Pringle, 1985. "Risk-Adjusted Discount Rates-Extensions From The Average-Risk Case," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 8(3), pages 237-244, September.
    44. Tobin, James, 1969. "A General Equilibrium Approach to Monetary Theory," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 1(1), pages 15-29, February.
    45. Baur, Dirk G., 2014. "Gold mining companies and the price of gold," Review of Financial Economics, Elsevier, vol. 23(4), pages 174-181.
    46. Jonathan B. Berk & Richard C. Green & Vasant Naik, 1999. "Optimal Investment, Growth Options, and Security Returns," Journal of Finance, American Finance Association, vol. 54(5), pages 1553-1607, October.
    47. Shanken, Jay, 1992. "On the Estimation of Beta-Pricing Models," Review of Financial Studies, Society for Financial Studies, vol. 5(1), pages 1-33.
    48. Jacobs, Heiko & Müller, Sebastian, 2020. "Anomalies across the globe: Once public, no longer existent?," Journal of Financial Economics, Elsevier, vol. 135(1), pages 213-230.
    49. Gurdip Bakshi & Xiaohui Gao & Alberto G. Rossi, 2019. "Understanding the Sources of Risk Underlying the Cross Section of Commodity Returns," Management Science, INFORMS, vol. 65(2), pages 619-641, February.
    50. John Livernois, 2009. "On the Empirical Significance of the Hotelling Rule," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 3(1), pages 22-41, Winter.
    51. Goncalves, Andrei & Xue, Chen & Zhang, Lu, 2017. "Aggregation, Capital Heterogeneity, and the Investment CAPM," Working Paper Series 2017-19, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    52. Saqib Khan & Zeigham Khokher & Timothy Simin, 2017. "The Information Content of a Nonlinear Macro-Finance Model for Commodity Prices," Review of Financial Studies, Society for Financial Studies, vol. 30(8), pages 2818-2850.
    53. Gonzalo Cortazar & Cristobal Millard & Hector Ortega & Eduardo S. Schwartz, 2019. "Commodity Price Forecasts, Futures Prices, and Pricing Models," Management Science, INFORMS, vol. 65(9), pages 4141-4155, September.
    54. Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
    55. Litzenberger, Robert H & Rabinowitz, Nir, 1995. "Backwardation in Oil Futures Markets: Theory and Empirical Evidence," Journal of Finance, American Finance Association, vol. 50(5), pages 1517-1545, December.
    56. Cox, John C & Ingersoll, Jonathan E, Jr & Ross, Stephen A, 1985. "An Intertemporal General Equilibrium Model of Asset Prices," Econometrica, Econometric Society, vol. 53(2), pages 363-384, March.
    57. 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.
    58. Bianchi, Robert J. & Drew, Michael E. & Fan, John Hua, 2016. "Commodities momentum: A behavioral perspective," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 133-150.
    59. Cenesizoglu, Tolga & Timmermann, Allan, 2012. "Do return prediction models add economic value?," Journal of Banking & Finance, Elsevier, vol. 36(11), pages 2974-2987.
    60. Lu Zhang, 2005. "The Value Premium," Journal of Finance, American Finance Association, vol. 60(1), pages 67-103, February.
    61. Beckmann, Joscha & Belke, Ansgar & Czudaj, Robert, 2014. "Does global liquidity drive commodity prices?," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 224-234.
    62. 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).
    63. Cochrane, John H, 1996. "A Cross-Sectional Test of an Investment-Based Asset Pricing Model," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 572-621, June.
    64. Cochrane, John H, 1991. "Production-Based Asset Pricing and the Link between Stock Returns and Economic Fluctuations," Journal of Finance, American Finance Association, vol. 46(1), pages 209-237, March.
    65. Marta Szymanowska & Frans Roon & Theo Nijman & Rob Goorbergh, 2014. "An Anatomy of Commodity Futures Risk Premia," Journal of Finance, American Finance Association, vol. 69(1), pages 453-482, February.
    66. Robert D. Cairns and Graham A. Davis, 2001. "Adelman's Rule and the Petroleum Firm," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 31-54.
    67. Cairns, Robert D. & Van Quyen, Nguyen, 1998. "Optimal Exploration for and Exploitation of Heterogeneous Mineral Deposits," Journal of Environmental Economics and Management, Elsevier, vol. 35(2), pages 164-189, March.
    68. Alexander David, 2019. "Exploration Activity, Long-run Decisions, and the Risk Premium in Energy Futures," Review of Financial Studies, Society for Financial Studies, vol. 32(4), pages 1536-1572.
    69. Balvers, Ronald J & Cosimano, Thomas F & McDonald, Bill, 1990. "Predicting Stock Returns in an Efficient Market," Journal of Finance, American Finance Association, vol. 45(4), pages 1109-1128, 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. Lu Zhang, 2017. "The Investment CAPM," European Financial Management, European Financial Management Association, vol. 23(4), pages 545-603, September.
    2. Calvet, Laurent E. & Betermier, Sebastien & Jo, Evan, 2019. "A Supply and Demand Approach to Equity Pricing," CEPR Discussion Papers 13974, C.E.P.R. Discussion Papers.
    3. Jun Li, 2019. "Explaining Momentum and Value Simultaneously," Management Science, INFORMS, vol. 64(9), pages 4239-4260, September.
    4. Stephen H. Penman & Francesco Reggiani & Scott A. Richardson & İrem Tuna, 2018. "A framework for identifying accounting characteristics for asset pricing models, with an evaluation of book‐to‐price," European Financial Management, European Financial Management Association, vol. 24(4), pages 488-520, September.
    5. Lin, Qi, 2021. "The q5 model and its consistency with the intertemporal CAPM," Journal of Banking & Finance, Elsevier, vol. 127(C).
    6. Jamali, Ibrahim & Yamani, Ehab & Smallwood, Aaron D., 2023. "An investment-based explanation of currency excess returns," Journal of International Money and Finance, Elsevier, vol. 133(C).
    7. Xiaoji Lin & Lu Zhang, 2011. "Covariances versus Characteristics in General Equilibrium," NBER Working Papers 17285, National Bureau of Economic Research, Inc.
    8. Gurdip Bakshi & Xiaohui Gao & Alberto G. Rossi, 2019. "Understanding the Sources of Risk Underlying the Cross Section of Commodity Returns," Management Science, INFORMS, vol. 65(2), pages 619-641, February.
    9. Erica X. N. Li & Dmitry Livdan & Lu Zhang, 2009. "Anomalies," The Review of Financial Studies, Society for Financial Studies, vol. 22(11), pages 4301-4334, November.
    10. Kewei Hou & Haitao Mo & Chen Xue & Lu Zhang, 2019. "Which Factors?," Review of Finance, European Finance Association, vol. 23(1), pages 1-35.
    11. Cao, Viet Nga & Gray, Philip & Zhong, Angel, 2019. "Investment-related anomalies in Australia: Evidence and explanations," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 97-109.
    12. Chuan ‘Chewie’ Ang, Tze & Lam, F.Y. Eric C. & Ma, Tai & Wang, Shujing & Wei, K.C. John, 2019. "What is the real relationship between cash holdings and stock returns?," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 513-528.
    13. Belo, Frederico, 2010. "Production-based measures of risk for asset pricing," Journal of Monetary Economics, Elsevier, vol. 57(2), pages 146-163, March.
    14. Kewei Hou & Chen Xue & Lu Zhang, 2012. "Digesting Anomalies: An Investment Approach," NBER Working Papers 18435, National Bureau of Economic Research, Inc.
    15. David, Joel M. & Schmid, Lukas & Zeke, David, 2022. "Risk-adjusted capital allocation and misallocation," Journal of Financial Economics, Elsevier, vol. 145(3), pages 684-705.
    16. Margaret E. Slade & Henry Thille, 2009. "Whither Hotelling: Tests of the Theory of Exhaustible Resources," Annual Review of Resource Economics, Annual Reviews, vol. 1(1), pages 239-259, September.
    17. Okullo, Samuel J. & Reynès, Frédéric & Hofkes, Marjan W., 2015. "Modeling peak oil and the geological constraints on oil production," Resource and Energy Economics, Elsevier, vol. 40(C), pages 36-56.
    18. Shaun Bond & Chen Xue, 2017. "The Cross Section of Expected Real Estate Returns: Insights from Investment-Based Asset Pricing," The Journal of Real Estate Finance and Economics, Springer, vol. 54(3), pages 403-428, April.
    19. Cujean, Julien & Andrei, Daniel & Fournier, Mathieu, 2019. "The Low-Minus-High Portfolio and the Factor Zoo," CEPR Discussion Papers 14153, C.E.P.R. Discussion Papers.
    20. Lin, Xiaoji, 2012. "Endogenous technological progress and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 103(2), pages 411-427.

    More about this item

    Keywords

    Production-based asset pricing; Commodity price risk; Stock return; Predictability; Hotelling valuation principle; Commodity producers; Nonrenewable resources; Cost of capital determination;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis

    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:jbfina:v:133:y:2021:i:c:s037842662100234x. 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/locate/jbf .

    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.