Environmental and Resource Economics Review (자원ㆍ환경경제연구)

Korean Resource Economics Association (한국자원경제학회)
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Impact of Oil Price Shocks on Stock Prices by Industry

국제유가 충격이 산업별 주가에 미치는 영향

  • Lee, Yun-Jung (Institute of Economics and International Trade, Pusan National University) ;
  • Yoon, Seong-Min (Department of Economics, Pusan National University)
  • 이윤정 (부산대학교 경제통상연구원) ;
  • 윤성민 (부산대학교 경제학부)
  • Received : 2022.01.10
  • Accepted : 2022.03.29
  • Published : 2022.06.30
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Abstract

In this paper, we analyzed how oil price fluctuations affect stock price by industry using the non-parametric quantile causality test method. We used weekly data of WTI spot price, KOSPI index, and 22 industrial stock indices from January 1998 to April 2021. The empirical results show that the effect of changes in oil prices on the KOSPI index was not significant, which can be attributed to mixed responses of diverse stock prices in several industries included in the KOSPI index. Looking at the stock price response to oil price by industry, the 9 of 18 industries, including Cloth, Paper, and Medicine show a causality with oil prices, while 9 industries, including Food, Chemical, and Non-metal do not show a causal relationship. Four industries including Medicine and Communication (0.45~0.85), Cloth (0.15~0.45), and Construction (0.5~0.6) show causality with oil prices more than three quantiles consecutively. However, the quantiles in which causality appeared were different for each industry. From the result, we find that the effects of oil price on the stock prices differ significantly by industry, and even in one industry, and the response to oil price changes is different depending on the market situation. This suggests that the government's macroeconomic policies, such as industrial and employment policies, should be performed in consideration of the differences in the effects of oil price fluctuations by industry and market conditions. It also shows that investors have to rebalance their portfolio by industry when oil prices fluctuate.

본 연구에서는 비모수적 분위수 인과관계 검정 방법을 이용하여 국제유가의 변동이 산업별 주가의 움직임에 어떤 영향을 주는지 분석하였다. 본 연구의 분석 대상은 1998년 1월부터 2021년 4월까지 WTI 가격, KOSPI 지수 및 18개 산업별 주가지수의 주별 데이터이다. 비모수 분위수 인과 검정 결과에서 유가 변화가 KOSPI 지수에 미치는 영향은 유의하지 않은 것으로 나타났다. 이는 KOSPI 지수에 포함된 여러 산업의 주가 반응이 서로 다르기 때문이라고 생각된다. 유가 변화에 대한 산업별 주가지수의 반응을 살펴보면, 주식 수익률을 0.1분위부터 0.9분위까지 0.05단위로 나눈 인과관계 결과에서 전체 18개 산업 중 섬유의복, 종이목재, 의약품 등을 포함한 9개 산업에서 인과성이 유의하게 나타났으며, 나머지 9개 산업에서는 유가와의 인과성을 보이지 않았다. 이 산업들 중 세 분위 이상에 걸쳐 연속적으로 인과성이 나타난 산업은 의약품과 통신업(0.45분위 ~ 0.85분위), 섬유의복(0.15분위 ~ 0.45분위), 건설업(0.5분위 ~ 0.6분위) 등 4개 산업으로 인과성이 나타난 구간은 업종마다 차이가 있다. 검정결과를 통해 유가의 변화에 대한 주가 반응에는 산업별로 큰 차이가 있었고, 한 산업에서도 시장 상황에 따라 다르게 나타남을 알 수 있다. 이것은 유가 변화 시기에 투자자들은 포트폴리오를 산업별로 재조정할 필요가 있음을 보여준다. 또한, 정부의 산업정책과 고용정책 등 거시경제정책도 유가 변화 영향이 산업별, 시장 상황별로 차이나는 점을 충분히 고려하여 운영되어야 할 것이다.

Keywords

Acknowledgement

이 논문은 2020년 대한민국 교육부와 한국연구재단의 지원을 받아 수행된 연구임(NRF-2020S1A5B8103268).

References

  1. 강인철, "국제 원유가격의 변동이 주식시장의 변동에 미치는 영향에 관한 연구", 「금융공학연구」, 제11권 제2호, 2012, pp. 23~43. https://doi.org/10.35527/KFEDOI.2012.11.2.002
  2. 고희운.강상훈, "원유가격 충격이 한국 주식시장에 미치는 영향 및 헤지 비율 분석", 「금융공 학연구」, 제16권 제4호, 2017, pp. 25~52.
  3. 박동욱.장병기, "국제유가가 석유화학관련기업의 주가에 미치는 영향", 「Journal of the Korean Data Analysis Society」, 제13권 제1호, 2011, pp. 415~426.
  4. 박동욱.장병기, "주가에 대한 유가의 영향력 변화: 업종별 분석을 중심으로", 「Journal of The Korean Data Analysis Society」, 제18권 제2호, 2016, pp. 783~798.
  5. 전지홍.이창민.이상림, "원유가격 변동이 주가에 미치는 영향: 산업별 차이를 중심으로", 2016 재무금융 관련 5개 학회 학술연구발표회, 천안, 2016년 5월, pp. 2426~2452.
  6. 정기호, "원유가격에 대한 환율의 인과관계: 비모수 분위수검정 접근", 한국데이터정보과학회지, 제28권 제2호, 2017, pp. 361~369.
  7. 정준환.김형건, "유가충격에 따른 국내 주식시장의 업종별 효과에 관한 연구", 「산업경제연구」, 제24권 제6호, 2011, pp. 3589~3610.
  8. 주영찬.박성용, "분위수회귀분석을 이용한 유가 변동성에 대한 산업별 주식시장의 이질적 반응 분석", 「경영과 정보연구」, 제38권 제3호, 2019, pp. 1~19.
  9. Aggarwal, R., A. Akhigbe, and S. K. Mohanty, "Oil price shocks and transportation firm asset prices," Energy Economics, Vol. 34, 2012, pp. 1370~1379. https://doi.org/10.1016/j.eneco.2012.05.001
  10. Alamgir, F., and S. B. Amin, "The nexus between oil price and stock market: evidence from South Asia," Energy Reports, Vol. 7, 2021, pp. 693~703. https://doi.org/10.1016/j.egyr.2021.01.027
  11. Alsalman, Z., "Oil price uncertainty and the U.S. stock market analysis based on a GARCHin-mean VAR model," Energy Economics, Vol. 59, 2016, pp. 251~260. https://doi.org/10.1016/j.eneco.2016.08.015
  12. Apergis, N., and S. M. Miller, "Do structural oil-market shocks affect stock prices?" Energy Economics, Vol. 31, 2009, pp. 569~575. https://doi.org/10.1016/j.eneco.2009.03.001
  13. Arouri, M. E. H., "Does crude oil move stock markets in Europe? A sector investigation," Economic Modelling, Vol. 28, 2011, pp. 1716~1725. https://doi.org/10.1016/j.econmod.2011.02.039
  14. Arouri, M. E. H., and D. K. Nguyen, "Oil prices, stock markets and portfolio investment: evidence from sector analysis in Europe over the last decade," Energy Policy, Vol. 38, 2010, pp. 4528~4539. https://doi.org/10.1016/j.enpol.2010.04.007
  15. Bacon, R. W., "Rockets and feathers: the asymmetric speed of adjustment of UK retail gasoline prices to cost changes," Energy Economics, Vol. 13, 1991, pp. 211~218. https://doi.org/10.1016/0140-9883(91)90022-R
  16. Balcilar, M., S. Bekiros, and R. Gupta, "The role of news-based uncertainty indices in predicting oil markets: a hybrid nonparametric quantile causality method," Empirical Economics, Vol. 53, 2016, pp. 879~889. https://doi.org/10.1007/s00181-016-1150-0
  17. Basher, S. A., A. A. Haug, and P. Sadorsky, "Oil prices, exchange rates and emerging stock markets," Energy Economics, Vol. 34, 2012, pp. 227~240. https://doi.org/10.1016/j.eneco.2011.10.005
  18. Bernanke, B. S., M. Gertler, and M. Watosn, "Systematic monetary policy and the effects of oil price shocks," Brookings Papers on Economic Activity, Vol. 1, 1997, pp. 91~142. https://doi.org/10.2307/2534702
  19. Bhatia, V., and S. Basu, "Causality-in-quantiles between crude oil and stock markets: evidence from emerging economies," Finance Research Letters, Vol. 40, 2021, 101736. https://doi.org/10.1016/j.frl.2020.101736
  20. Borenstein, S., A. C. Cameron, and R. Gilbert, "Do gasoline prices respond asymmetrically to crude oil price changes?" The Quarterly Journal of Economics, Vol. 112, 1997, pp. 305~339. https://doi.org/10.1162/003355397555118
  21. Boyer, M. M., and D. Filion, "Common and fundamental factors in stock returns of Canadian oil and gas companies," Energy Economics, Vol. 29, 2007, pp. 428~453. https://doi.org/10.1016/j.eneco.2005.12.003
  22. Broadstock, D. C., and G. Filis, "Oil price shocks and stock market returns: new evidence from the United States and China," Journal of International Financial Markets, Institutions and Money, Vol. 33, 2014, pp. 417~433. https://doi.org/10.1016/j.intfin.2014.09.007
  23. Broadstock, D. C., H. Cao, and D. Zhang, "Oil shocks and their impact on energy related stocks in China," Energy Economics, Vol. 34, 2012, pp. 1888~1895. https://doi.org/10.1016/j.eneco.2012.08.008
  24. Cameron, K., and O. Schnusenberg, "Oil prices, SUVs, and Iraq: an investigation of automobile manufacturer oil price sensitivity," Energy Economics, Vol. 31, 2009, pp. 375~381. https://doi.org/10.1016/j.eneco.2008.12.003
  25. Caporale, G. M., F. M. Ali, and N. Spagnolo, "Oil price uncertainty and sectoral stock returns in China: a time-varying approach," China Economic Review, Vol. 34, 2015, pp. 311~321. https://doi.org/10.1016/j.chieco.2014.09.008
  26. Catik, A. N., G. H. Kisla, and C. Akdeniz, "Time-varying impact of oil prices on sectoral stock returns: evidence from Turkey," Resources Policy, Vol. 69, 2020, 101845. https://doi.org/10.1016/j.resourpol.2020.101845
  27. Chen, N. F., R. Roll, and S. A. Ross, "Economic forces and the stock market," The Journal of Business, Vol. 59, 1986, pp. 383~403. https://doi.org/10.1086/296344
  28. Cong, R. G., Y. M. Wei, J. L. Jiao, and Y. Fan, "Relationships between oil price shocks and stock market: an empirical analysis from China," Energy Policy, Vol. 36, 2008, pp. 3544~3553. https://doi.org/10.1016/j.enpol.2008.06.006
  29. Dohner, R. S., "Energy prices, economic activity and inflation: survey of issues and results," In K. A. Mork (Ed.), Energy Prices, Inflation and Economic Activity. Ballinger, Cambridge, MA., 1981.
  30. Edelstein, P., and L. Kilian, "How sensitive are consumer expenditures to retail energy prices?" Journal of Monetary Economics, Vol. 56, 2009, pp. 766~779. https://doi.org/10.1016/j.jmoneco.2009.06.001
  31. El-Sharif, I., D. Brown, B. Burton, B. Nixon, and A. Russell, "Evidence on the nature and extent of the relationship between oil prices and equity values in the UK," Energy Economics, Vol. 27, 2005, pp. 819~830. https://doi.org/10.1016/j.eneco.2005.09.002
  32. Elyasiani, E., I. Mansur, and B. Odusami, "Oil price shocks and industry stock returns," Energy Economics, Vol. 33, 2011, pp. 966~974. https://doi.org/10.1016/j.eneco.2011.03.013
  33. Fried, E. R., and C. L. Schultze (Eds.), Higher Oil Prices and the World Economy: Adjustment Problem, The Brookings Institution, Washington, D.C., 1975.
  34. Gupta, K., "Oil price shocks, competition, and oil & gas stock returns - Global evidence," Energy Economics, Vol. 57, 2016, pp. 140~153. https://doi.org/10.1016/j.eneco.2016.04.019
  35. Hamilton, J. D., "Oil and the macroeconomy since World War II," Journal of Political Economy, Vol. 91, 1983, pp. 228~248. https://doi.org/10.1086/261140
  36. Henriques, I., and P. Sadorsky, "Oil prices and the stock prices of alternative energy companies," Energy Economics, Vol. 30, 2008, pp. 998~1010. https://doi.org/10.1016/j.eneco.2007.11.001
  37. Huang, R. D., R. W. Masulis, and H. R. Stoll, "Energy shocks and financial markets," Journal of Futures Markets, Vol. 16, 1996, pp. 1~27. https://doi.org/10.1002/(SICI)1096-9934(199602)16:1<1::AID-FUT1>3.0.CO;2-Q
  38. Jeong, K., W. K. Hardle, and S. Song, "A consistent nonparametric test for causality in quantile," Economic Theory, Vol. 28, 2012, pp. 861~887. https://doi.org/10.1017/S0266466611000685
  39. Jones, C. M., and G. Kaul, "Oil and the stock markets," Journal of Finance, Vol. 51, 1996, pp. 463~491. https://doi.org/10.1111/j.1540-6261.1996.tb02691.x
  40. Kang, S. H., and S. M. Yoon, "The impact of oil price on equity sector volatility in Korea," Journal of Industrial Economics and Business, Vol. 27, 2014, pp. 1527~1545.
  41. Kang, W., F. P. de Gracia, and R. A. Ratti, "Oil price shocks, policy uncertainty, and stock returns of oil and gas corporations," Journal of International Money and Finance, Vol. 70, 2017, pp. 344~359. https://doi.org/10.1016/j.jimonfin.2016.10.003
  42. Karrenbrock, J. D., "The behavior of retail gasoline prices: symmetric or not?" Federal Reserve Bank of St. Louis Review, Vol. 73, 1991, pp. 19~29.
  43. Khan, M. H., J. Ahmed, and M. Mughal, "Dependence between oil price changes and sectoral stock returns in Pakistan: evidence from a quantile regression approach," Energy & Environment, forthcoming, 2021. (DOI: 10.1177/0958305x21997987).
  44. Kilian, L., and C. Park, "The impact of oil price shocks on the U.S. stock market," International Economic Review, Vol. 50, 2009, pp. 1267~1287. https://doi.org/10.1111/j.1468-2354.2009.00568.x
  45. Kristjanpoller, W. D., and D. Concha, "Impact of fuel price fluctuations on airline stock returns," Applied Energy, Vol. 178, 2016, pp. 496~504. https://doi.org/10.1016/j.apenergy.2016.06.089
  46. Kumar, S., S. Managi, and A. Matsuda, "Stock prices of clean energy firms, oil and carbon markets: a vector autoregressive analysis," Energy Economics, Vol. 34, 2012, pp. 215~226. https://doi.org/10.1016/j.eneco.2011.03.002
  47. Lee, B. J., C. W. Yang, and B. N. Huang, "Oil price movements and stock markets revisited: a case of sector stock price indexes in the G-7 countries," Energy Economics, Vol. 34, 2012, pp. 1284~1300. https://doi.org/10.1016/j.eneco.2012.06.004
  48. Lee, K., and S. Ni, "On the dynamic effects of oil price shocks: a study using industry level data," Journal of Monetary Economics, Vol. 49, 2002, pp. 823~852. https://doi.org/10.1016/S0304-3932(02)00114-9
  49. Li, Q., K. Cheng, and X. Yang, "Response pattern of stock returns to international oil price shocks: from the perspective of China's oil industrial chain," Applied Energy, Vol. 185(Part 2), 2017, pp. 1821~1831.
  50. Li, S. F., H. M. Zhu, and K. Yu, "Oil prices and stock market in China: a sector analysis using panel cointegration with multiple breaks," Energy Economics, Vol. 34, 2012, pp. 1951~1958. https://doi.org/10.1016/j.eneco.2012.08.027
  51. Managi, S., and T. Okimoto, "Does the price of oil interact with clean energy prices in the stock market?" Japan and the World Economy, Vol. 27, 2013, pp. 1~9. https://doi.org/10.1016/j.japwor.2013.03.003
  52. Mehra, Y. P., and J. Petersen, "Oil prices and consumer spending," FRB Richmond Economic Quarterly, Vol. 91, 2005, pp. 53~72.
  53. Mensi, W., A. R. A. Rababa'a, X. V. Vo, and S. H. Kang, "Asymmetric spillover and network connectedness between crude oil, gold, and Chinese sector stock markets," Energy Economics, Vol. 98, 2021, 105262. https://doi.org/10.1016/j.eneco.2021.105262
  54. Moya-Martinez, P., R. Ferrer-Lapena, and F. Escribano-Sotos, "Oil price risk in the Spanish stock market: an industry perspective," Economic Modelling, Vol. 37, 2014, pp. 280~290. https://doi.org/10.1016/j.econmod.2013.11.014
  55. Nandha, M., and R. Faff, "Does oil move equity prices? A global view," Energy Economics, Vol. 30, 2008, pp. 986~997. https://doi.org/10.1016/j.eneco.2007.09.003
  56. Narayan, P. K., and S. S. Sharma, "New evidence on oil price and firm returns," Journal of Banking & Finance, Vol. 35, 2011, pp. 3253~3262. https://doi.org/10.1016/j.jbankfin.2011.05.010
  57. Park, J. W., and R. A. Ratti, "Oil price shocks and stock markets in the U.S. and 13 European countries," Energy Economics, Vol. 30, 2008, pp. 2587~2608. https://doi.org/10.1016/j.eneco.2008.04.003
  58. Rasche, R. H., and J. A. Tatom, "The effects of the new energy regime on economic capacity, production, and prices," Federal Reserve Bank of St. Louis Review, Vol. 59, 1977, pp. 2~12.
  59. Reboredo, J. C., M. A. Rivera-Castro, and A. Ugolini, "Wavelet-based test of co-movement and causality between oil and renewable energy stock prices," Energy Economics, Vol. 61, 2017, pp. 241~252. https://doi.org/10.1016/j.eneco.2016.10.015
  60. Sadorsky, P., "Oil price shocks and stock market activity," Energy Economics, Vol. 21, 1999, pp. 449~469. https://doi.org/10.1016/S0140-9883(99)00020-1
  61. Sadorsky, P., "Risk factors in stock returns of Canadian oil and gas companies," Energy Economics, Vol. 23, 2001, pp. 17~28. https://doi.org/10.1016/S0140-9883(00)00072-4
  62. Wei, C., "Energy, the stock market, and the Putty-Clay investment model," The American Economic Review, Vol. 93, 2003, pp. 311~323. https://doi.org/10.1257/000282803321455313
  63. Xu, B., "Oil prices and UK industry-level stock returns," Applied Economics, Vol. 47, 2015, pp. 2608~2627. https://doi.org/10.1080/00036846.2015.1008760
  64. Zhu, H., Y. Guo, W. You, and Y. Xu, "The heterogeneity dependence between crude oil price changes and industry stock market returns in China: evidence from a quantile regression approach," Energy Economics, Vol. 55, 2016, pp. 30~41. https://doi.org/10.1016/j.eneco.2015.12.027