IDEAS home Printed from https://ideas.repec.org/a/eee/jocoma/v29y2023ics2405851322000630.html
   My bibliography  Save this article

Does commodity price uncertainty matter for the cost of credit? Evidence from developing and advanced economies

Author

Listed:
  • Bermpei, Theodora
  • Karadimitropoulou, Aikaterini
  • Triantafyllou, Athanasios
  • Alshalahi, Jebreel

Abstract

In this study, we focus on the effect of commodity price uncertainty on the cost of bank credit for a broad sample of loans traced to firms operating in developing and advanced economies. Using loan-level data for the 1990–2019 period, we find novel evidence that commodity price uncertainty, as estimated by a Bayesian Dynamic Factor Model, increases the cost of bank loans particularly for commodity dependent firms operating in developing countries vis-à-vis commodity dependent firms operating in advanced economies. In a further analysis, when examining the effect of group specific commodity price uncertainty on cost of borrowing, we find that agricultural price uncertainty significantly increases the cost of credit of commodity dependent firms operating in developing economies. We also find that commodity price uncertainty rises the cost of bank credit more for loans traced to firms locating in bank-based countries as compared to loans granted to firms operating in market-based economies, suggesting that the financial structure of a country could play an important role in passing through the borrowing costs to firms. Lastly, we also find that the effect of commodity price uncertainty is more pronounced for smaller firms operating in developing countries as opposed to smaller firms operating in developed countries. All in all, the above evidence provides useful policy implications, particularly, for the longevity of corporate sector operating in developing countries whereby the local financial structure poses serious threats to firms’ future earnings.

Suggested Citation

  • Bermpei, Theodora & Karadimitropoulou, Aikaterini & Triantafyllou, Athanasios & Alshalahi, Jebreel, 2023. "Does commodity price uncertainty matter for the cost of credit? Evidence from developing and advanced economies," Journal of Commodity Markets, Elsevier, vol. 29(C).
  • Handle: RePEc:eee:jocoma:v:29:y:2023:i:c:s2405851322000630
    DOI: 10.1016/j.jcomm.2022.100306
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S2405851322000630
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jcomm.2022.100306?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Simona Delle Chiaie & Laurent Ferrara & Domenico Giannone, 2022. "Common factors of commodity prices," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(3), pages 461-476, April.
    2. Graham, John R. & Li, Si & Qiu, Jiaping, 2008. "Corporate misreporting and bank loan contracting," Journal of Financial Economics, Elsevier, vol. 89(1), pages 44-61, July.
    3. Procasky, William J. & Ujah, Nacasius U., 2016. "Terrorism and its impact on the cost of debt," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 253-266.
    4. Eberhardt, Markus & Presbitero, Andrea F., 2021. "Commodity prices and banking crises," Journal of International Economics, Elsevier, vol. 131(C).
    5. Varangis, Panos & Larson, Don, 1996. "Dealing with commodity price uncertainty," Policy Research Working Paper Series 1667, The World Bank.
    6. Carlo Altavilla, 2004. "Do EMU Members Share the Same Business Cycle?," Journal of Common Market Studies, Wiley Blackwell, vol. 42(5), pages 869-896, December.
    7. Jeong-Bon Kim & Byron Song & Judy Tsui, 2013. "Auditor size, tenure, and bank loan pricing," Review of Quantitative Finance and Accounting, Springer, vol. 40(1), pages 75-99, January.
    8. Saif-Alyousfi, Abdulazeez Y.H. & Saha, Asish & Md-Rus, Rohani & Taufil-Mohd, Kamarun Nisham, 2021. "Do oil and gas price shocks have an impact on bank performance?," Journal of Commodity Markets, Elsevier, vol. 22(C).
    9. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    10. Khoo, Joye & Cheung, Adrian (Wai Kong), 2021. "Does geopolitical uncertainty affect corporate financing? Evidence from MIDAS regression," Global Finance Journal, Elsevier, vol. 47(C).
    11. Tiago V. De V. Cavalcanti & Kamiar Mohaddes & Mehdi Raissi, 2015. "Commodity Price Volatility and the Sources of Growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(6), pages 857-873, September.
    12. Thorsten Beck & Asli Demirguc-Kunt & Luc Laeven & Ross Levine, 2008. "Finance, Firm Size, and Growth," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(7), pages 1379-1405, October.
    13. Trung Duc Tran, 2021. "The macroeconomic effects of commodity price uncertainty," CAMA Working Papers 2021-09, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    14. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    15. Alaali, Fatema, 2020. "The effect of oil and stock price volatility on firm level investment: The case of UK firms," Energy Economics, Elsevier, vol. 87(C).
    16. Hayo, Bernd & Kutan, Ali M. & Neuenkirch, Matthias, 2012. "Communication matters: US monetary policy and commodity price volatility," Economics Letters, Elsevier, vol. 117(1), pages 247-249.
    17. Reint Gropp & Florian Heider, 2010. "The Determinants of Bank Capital Structure," Review of Finance, European Finance Association, vol. 14(4), pages 587-622.
    18. Hamilton, James D., 2003. "What is an oil shock?," Journal of Econometrics, Elsevier, vol. 113(2), pages 363-398, April.
    19. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    20. John Elder & Apostolos Serletis, 2010. "Oil Price Uncertainty," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(6), pages 1137-1159, September.
    21. Hasan, Iftekhar & Hoi, Chun Keung (Stan) & Wu, Qiang & Zhang, Hao, 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Journal of Financial Economics, Elsevier, vol. 113(1), pages 109-130.
    22. Chen, Jun & King, Tao-Hsien Dolly, 2014. "Corporate hedging and the cost of debt," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 221-245.
    23. Peisen Liu & Houjian Li & Shoujun Huang, 2018. "Bank competition and the cost of debt: the role of state ownership and firm size," Applied Economics Letters, Taylor & Francis Journals, vol. 25(13), pages 951-957, July.
    24. Henriques, Irene & Sadorsky, Perry, 2011. "The effect of oil price volatility on strategic investment," Energy Economics, Elsevier, vol. 33(1), pages 79-87, January.
    25. Ferrara, Laurent & Karadimitropoulou, Aikaterini & Triantafyllou, Athanasios, 2021. "Commodity price uncertainty comovement: Does it matter for global economic growth?," Essex Finance Centre Working Papers 30945, University of Essex, Essex Business School.
    26. Irina Balteanu & Aitor Erce, 2018. "Linking Bank Crises and Sovereign Defaults: Evidence from Emerging Markets," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 66(4), pages 617-664, December.
    27. Headey, Derek & Fan, Shenggen, 2010. "Reflections on the global food crisis: How did it happen? How has it hurt? And how can we prevent the next one?," Research reports 165, International Food Policy Research Institute (IFPRI).
    28. Karadimitropoulou, Aikaterini & León-Ledesma, Miguel, 2013. "World, country, and sector factors in international business cycles," Journal of Economic Dynamics and Control, Elsevier, vol. 37(12), pages 2913-2927.
    29. Kyle Jurado & Sydney C. Ludvigson & Serena Ng, 2015. "Measuring Uncertainty," American Economic Review, American Economic Association, vol. 105(3), pages 1177-1216, March.
    30. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    31. John R. Graham & Daniel A. Rogers, 2002. "Do Firms Hedge in Response to Tax Incentives?," Journal of Finance, American Finance Association, vol. 57(2), pages 815-839, April.
    32. Punzi, Maria Teresa, 2019. "The impact of energy price uncertainty on macroeconomic variables," Energy Policy, Elsevier, vol. 129(C), pages 1306-1319.
    33. Johan Karlsson, 2021. "Firm size and growth barriers: a data-driven approach," Small Business Economics, Springer, vol. 57(3), pages 1319-1338, October.
    34. M. Ayhan Kose & Christopher Otrok & Charles H. Whiteman, 2003. "International Business Cycles: World, Region, and Country-Specific Factors," American Economic Review, American Economic Association, vol. 93(4), pages 1216-1239, September.
    35. Froot, Kenneth A & Scharfstein, David S & Stein, Jeremy C, 1993. "Risk Management: Coordinating Corporate Investment and Financing Policies," Journal of Finance, American Finance Association, vol. 48(5), pages 1629-1658, December.
    36. Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-248, April.
    37. Sosa-Padilla, César, 2018. "Sovereign defaults and banking crises," Journal of Monetary Economics, Elsevier, vol. 99(C), pages 88-105.
    38. Ceballos, Francisco & Hernandez, Manuel A. & Minot, Nicholas & Robles, Miguel, 2017. "Grain Price and Volatility Transmission from International to Domestic Markets in Developing Countries," World Development, Elsevier, vol. 94(C), pages 305-320.
    39. Don Bredin & John Elder & Stilianos Fountas, 2010. "The Effects of Uncertainty about Oil Prices in G-7," Working Papers 200840, Geary Institute, University College Dublin.
    40. Beck, Thorsten & Levine, Ross, 2002. "Industry growth and capital allocation:*1: does having a market- or bank-based system matter?," Journal of Financial Economics, Elsevier, vol. 64(2), pages 147-180, May.
    41. Stephanou, Constantinos & Mendoza, Juan Carlos, 2005. "Credit risk measurement under Basel II : an overview and implementation issues for developing countries," Policy Research Working Paper Series 3556, The World Bank.
    42. Alexander Sarris & Piero Conforti & Adam Prakash, 2011. "The use of organized commodity markets to manage food import price instability and risk," Agricultural Economics, International Association of Agricultural Economists, vol. 42(1), pages 47-64, January.
    43. Yili Lian, 2018. "Bank competition and the cost of bank loans," Review of Quantitative Finance and Accounting, Springer, vol. 51(1), pages 253-282, July.
    44. Fernández, Andrés & González, Andrés & Rodríguez, Diego, 2018. "Sharing a ride on the commodities roller coaster: Common factors in business cycles of emerging economies," Journal of International Economics, Elsevier, vol. 111(C), pages 99-121.
    45. Obstfeld, Maurice, 1994. "Evaluating risky consumption paths: The role of intertemporal substitutability," European Economic Review, Elsevier, vol. 38(7), pages 1471-1486, August.
    46. repec:zbw:bofrdp:2014_003 is not listed on IDEAS
    47. Christopher Gilbert & Wyn Morgan, 2010. "Has food price volatility risen?," Department of Economics Working Papers 1002, Department of Economics, University of Trento, Italia.
    48. Levy, Brian, 1993. "Obstacles to Developing Indigenous Small and Medium Enterprises: An Empirical Assessment," The World Bank Economic Review, World Bank, vol. 7(1), pages 65-83, January.
    49. Beck, Thorsten & Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2006. "The influence of financial and legal institutions on firm size," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2995-3015, November.
    50. Isha Agarwal & Rupa Duttagupta & Andrea F. Presbitero, 2020. "Commodity Prices And Bank Lending," Economic Inquiry, Western Economic Association International, vol. 58(2), pages 953-979, April.
    51. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    52. Fiorella De Fiore & Harald Uhlig, 2011. "Bank Finance versus Bond Finance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(7), pages 1399-1421, October.
    53. Thorsten Beck & Asli Demirguc-Kunt & Ross Levine, 2005. "SMEs, Growth, and Poverty: Cross-Country Evidence," Journal of Economic Growth, Springer, vol. 10(3), pages 199-229, September.
    54. Hasan, Iftekhar & Wu, Qiang & Zhang, Hao & Hoi, Chun-Keung (Stan), 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Bank of Finland Research Discussion Papers 3/2014, Bank of Finland.
    55. repec:eme:ijlma0:ijlma-04-2014-0033 is not listed on IDEAS
    56. Soojin Jo, 2014. "The Effects of Oil Price Uncertainty on Global Real Economic Activity," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(6), pages 1113-1135, September.
    57. Amolegbe, Khadijat B. & Upton, Joanna & Bageant, Elizabeth & Blom, Sylvia, 2021. "Food price volatility and household food security: Evidence from Nigeria," Food Policy, Elsevier, vol. 102(C).
    58. Lin, Chih-Yung & Tsai, Wei-Che & Hasan, Iftekhar & Tuan, Le Quoc, 2018. "Private benefits of control and bank loan contracts," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 324-343.
    59. Tan, Zhibo & Yao, Yang & Wei, Shang-Jin, 2015. "Financial structure, corporate savings and current account imbalances," Journal of International Money and Finance, Elsevier, vol. 54(C), pages 142-167.
    60. Waisman, Maya & Ye, Pengfei & Zhu, Yun, 2015. "The effect of political uncertainty on the cost of corporate debt," Journal of Financial Stability, Elsevier, vol. 16(C), pages 106-117.
    61. Peter Dadalt & Gerald D. Gay & Jouahn Nam, 2002. "Asymmetric information and corporate derivatives use," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 22(3), pages 241-267, March.
    62. DeMarzo, Peter M. & Duffie, Darrell, 1991. "Corporate financial hedging with proprietary information," Journal of Economic Theory, Elsevier, vol. 53(2), pages 261-286, April.
    63. Anthony N. Rezitis & Konstantinos S. Stavropoulos, 2010. "Supply response and price volatility in the Greek broiler market," Agribusiness, John Wiley & Sons, Ltd., vol. 26(1), pages 25-48.
    64. Levine, Ross, 1991. "Stock Markets, Growth, and Tax Policy," Journal of Finance, American Finance Association, vol. 46(4), pages 1445-1465, September.
    65. Guido Wolswijk, 2006. "Determinants of Mortgage Debt Growth in EU Countries," European Journal of Housing Policy, Taylor and Francis Journals, vol. 6(2), pages 131-149, August.
    66. Badev, Anton & Beck, Thorsten & Vado, Ligia & Walley, Simon, 2014. "Housing finance across countries : new data and analysis," Policy Research Working Paper Series 6756, The World Bank.
    67. Smith, Clifford W. & Stulz, René M., 1985. "The Determinants of Firms' Hedging Policies," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(4), pages 391-405, December.
    68. Elder, John, 2018. "Oil Price Volatility: Industrial Production And Special Aggregates," Macroeconomic Dynamics, Cambridge University Press, vol. 22(3), pages 640-653, April.
    69. Fiorella De Fiore & Harald Uhlig, 2011. "Bank Finance versus Bond Finance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(7), pages 1399-1421, October.
    70. Triantafyllou, Athanasios & Dotsis, George, 2017. "Option-implied expectations in commodity markets and monetary policy," Journal of International Money and Finance, Elsevier, vol. 77(C), pages 1-17.
    71. Wruck, Karen Hopper, 1994. "Financial policy, internal control, and performance Sealed Air Corporation's leveraged special dividend," Journal of Financial Economics, Elsevier, vol. 36(2), pages 157-192, October.
    72. Campbell, Tim S & Kracaw, William A, 1990. "Corporate Risk Management and the Incentive Effects of Debt," Journal of Finance, American Finance Association, vol. 45(5), pages 1673-1686, December.
    73. Ashraf, Badar Nadeem & Shen, Yinjie, 2019. "Economic policy uncertainty and banks’ loan pricing," Journal of Financial Stability, Elsevier, vol. 44(C).
    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. Athanasios Triantafyllou & Dimitrios Bakas & Marilou Ioakimidis, 2023. "Commodity price uncertainty as a leading indicator of economic activity," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 4194-4219, October.
    2. Abiad, Abdul & Qureshi, Irfan A., 2023. "The macroeconomic effects of oil price uncertainty," Energy Economics, Elsevier, vol. 125(C).
    3. Laurent Ferrara & Aikaterina Karadimitropoulou & Athanasios Triantafyllou & Theodora Bermpei, 2022. "Commodity currencies revisited: The role of global commodity price uncertainty," Working Papers hal-04159791, HAL.
    4. Nguyen, Bao H. & Okimoto, Tatsuyoshi & Tran, Trung Duc, 2022. "Uncertainty-dependent and sign-dependent effects of oil market shocks," Journal of Commodity Markets, Elsevier, vol. 26(C).
    5. Bakas, Dimitrios & Triantafyllou, Athanasios, 2018. "The impact of uncertainty shocks on the volatility of commodity prices," Journal of International Money and Finance, Elsevier, vol. 87(C), pages 96-111.
    6. Lin, Boqiang & Wu, Nan, 2022. "Do heterogeneous oil price shocks really have different effects on earnings management?," International Review of Financial Analysis, Elsevier, vol. 79(C).
    7. Jamie L. Cross & Bao H. Nguyen & Trung Duc Tran, 2022. "The role of precautionary and speculative demand in the global market for crude oil," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(5), pages 882-895, August.
    8. Chen, Lingtao & Yuan, Yongna & Zhao, Na, 2022. "The effect of oil price uncertainty on corporate investment in the presence of growth options: Evidence from listed companies in China (1998–2019)," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    9. Gao, Lin & Hitzemann, Steffen & Shaliastovich, Ivan & Xu, Lai, 2022. "Oil volatility risk," Journal of Financial Economics, Elsevier, vol. 144(2), pages 456-491.
    10. Tong Fang & Deyu Miao & Zhi Su & Libo Yin, 2023. "Uncertainty‐driven oil volatility risk premium and international stock market volatility forecasting," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(4), pages 872-904, July.
    11. Chiah, Mardy & Phan, Dinh Hoang Bach & Tran, Vuong Thao & Zhong, Angel, 2022. "Energy price uncertainty and the value premium," International Review of Financial Analysis, Elsevier, vol. 81(C).
    12. Cheng, Dong & Shi, Xunpeng & Yu, Jian & Zhang, Dayong, 2019. "How does the Chinese economy react to uncertainty in international crude oil prices?," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 147-164.
    13. Joëts, Marc & Mignon, Valérie & Razafindrabe, Tovonony, 2017. "Does the volatility of commodity prices reflect macroeconomic uncertainty?," Energy Economics, Elsevier, vol. 68(C), pages 313-326.
    14. Ma, Xiaohan, 2023. "Oil uncertainty and the price-cost markup: Evidence from U.S. data," Energy Economics, Elsevier, vol. 124(C).
    15. Xu, Qinhua & Fu, Buben & Wang, Bin, 2022. "The effects of oil price uncertainty on China’s economy," Energy Economics, Elsevier, vol. 107(C).
    16. Asad Dossani & John Elder, 2024. "Uncertainty and investment: Evidence from domestic oil rigs," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(2), pages 323-340, February.
    17. Chen, Xian & Li, Yang & Xiao, Jihong & Wen, Fenghua, 2020. "Oil shocks, competition, and corporate investment: Evidence from China," Energy Economics, Elsevier, vol. 89(C).
    18. Tunc, Ahmet & Kocoglu, Mustafa & Aslan, Alper, 2022. "Time-varying characteristics of the simultaneous interactions between economic uncertainty, international oil prices and GDP: A novel approach for Germany," Resources Policy, Elsevier, vol. 77(C).
    19. Chen, Jun & King, Tao-Hsien Dolly, 2014. "Corporate hedging and the cost of debt," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 221-245.
    20. Nam, Kyungsik, 2021. "Investigating the effect of climate uncertainty on global commodity markets," Energy Economics, Elsevier, vol. 96(C).

    More about this item

    Keywords

    Commodity price uncertainty; Cost of bank loans; Dynamic factor model; Commodity dependent firms; Developing/emerging countries; Bank-based/market-based financial structure;
    All these keywords.

    JEL classification:

    • Q02 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - General - - - Commodity Market
    • Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy; Animal Welfare Policy
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

    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:jocoma:v:29:y:2023:i:c:s2405851322000630. 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/jcomm .

    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.