Crude Oil Prices and Exchange Rate in India: Evidence from Toda and Yamamoto approach

Authors

  • Akhil Sharma Department of Accounting and Finance Central University of Himachal Pradesh
  • Abdul Rishad Department of Accounting and Finance Central University of Himachal Pradesh
  • Vikas Kumar Department of Accounting and Finance Central University of Himachal Pradesh

Keywords:

Oil price, exchange rate, causality, Toda and Yamamoto, rupee volatility.

Abstract

India is one of the fastest growing
economies with a tremendous increase in
the import of its oil resources. It imports
around 80% of its oil resources which
constitutes a thirdof the total import of the
country. The unfavourable movement of
oil price creates issues like inflation,
economic instability and slumped growth
in the economy. The objective of this
paper is to analyse the dynamic
relationship between oil price fluctuation
and rupee dollar exchange rate by using
daily time series data from 16th February,
2015 to 1st February 2018.To investigate
the causal relationship, the study
employed innovative and advanced
version of Granger non-causality test
proposed by Toda and Yamamoto (1995).
The results of Granger non-causality test
indicate that there is a unidirectional
causality running from oil price to exchange rate, not vice versa. This result is substantiated by the movement of rupee exchange rate during the period of study.

References

Abosedra, S., Baghestani, H. (2004). “On the predictive accuracy of

crude oil futures prices.†Energy Policy, 32(12), pp. 1389–1393.

https://doi.org/10.1016/S0301-4215(03)00104-6

Abounoori, A. A., Nazarian, R., Amiri, A. (2014). “Oil Price Pass-

Through into Domestic Inflation: The Case of Iran.â€

International Journal of Energy Economics and Policy, 4(4), pp.

–669.

Akram, Q. F. (2009). “Commodity prices, interest rates and the dollar.â€

Energy Economics,31(6), pp. 838–851.

https://doi.org/10.1016/j.eneco.2009.05.016

Ali Ahmed, H. J., Bashar, O. H. M. N., Wadud, I. K. M. M. (2012).

“The transitory and permanent volatility of oil prices: What

implications are there for the US industrial production?†Applied

Energy, 92, pp. 447–455.

https://doi.org/10.1016/j.apenergy.2011.11.013

Ali Ahmed, H. J., Wadud, I. K. M. M. (2011). “Role of oil price shocks

on macroeconomic activities: An SVAR approach to the

Malaysian economy and monetary responses.†Energy Policy,

(12), pp. 8062–8069.

https://doi.org/10.1016/j.enpol.2011.09.067

Alquist, R., Guénette, J. D. (2014). “A blessing in disguise: The

implications of high global oil prices for the North American

market.†Energy Policy, 64, pp. 49–57.

https://doi.org/10.1016/j.enpol.2013.07.002

Amano, R., Van Norden, S. (1998). “Oil prices and the rise and fall of

the US real exchange rate.†Journal of International Money and

Finance, 17(2), pp. 299–316. https://doi.org/10.1016/S0261-

(98)00004-7

Aziz, M. I. A. (2009). Oil Price & Exchange Rate: A Comparative

Study between Net Oil Exporting and Net Oil Importing

Countries.

Baffes, J., Kose, M. A., Ohnsorge, F., Stocker, M. (2015). The great

plunge in oil prices: Causes, consequences and policy

responses.

Basher, S. A., Haug, A. A., Sadorsky, P. (2012). “Oil prices, exchange

rates and emerging stock marketsâ€. Energy Economics, 34(1),

pp. 227–240.

https://doi.org/10.1016/j.eneco.2011.10.005

Bénassy-Quéré, A., Mignon, V., Penot, A. (2007). “China and the

relationship between the oil price and the dollar.†Energy Policy,

(11), pp. 5795–5805.

https://doi.org/10.1016/j.enpol.2007.05.035

Blomberg, S. B., Harris, E. S. (1995). “The Commodity-Consumer

Price Connection: Fact or Fable?†Economic Policy Review,

(3), pp. 21–38.

Brahmasrene, T., Huang, J. C., Sissoko, Y. (2014). “Crude oil prices

and exchange rates: Causality, variance decomposition and

impulse response.†Energy Economics, 44, pp. 407–412.

https://doi.org/10.1016/j.eneco.2014.05.011

Chaudhuri, K., Daniel, B. C. (1998). “Long-run equilibrium real

exchange rates and oil prices.†Economics Letters, 58(2), pp.

–238. https://doi.org/10.1016/S0165-1765(97)00282-6

Clarke, J. A., Mirza, S. (2006). “A comparison of some common

methods for detecting Granger noncausality.†Journal of

Statistical Computation and Simulation, 76(3), pp. 207–231.

Coleman, S., Cuestas, J. C., Mourelle, E. (2011). Investigating the oil

price-exchange rate nexus: Evidence from Africa (Sheffield

Economic Research Paper Series No. 2011015).

Coudert, V., Mignon, V., Penot, A. (2007). “Oil Price and the Dollar.â€

Energy Studies Review, 15(2).

https://doi.org/10.15173/esr.v15i2.508

Dawson, J. C. (2007). “The Effect of Oil Prices on Exchange Rates: A

Case Study of the Dominican Republic.†The Park Place

Economist, XIV.

Dickey, D. A., Fuller, W. A. (1979). “Distribution of the estimators for

autoregressive time series with a unit root.†Journal of the

American Statistical Association, 79(336a), pp. 427–431.

Ding, L., Vo, M. (2012). “Exchange rates and oil prices: A multivariate

stochastic volatility analysis.†The Quarterly Review of

Economics and Finance, 52(1), pp. 15–37.

https://doi.org/10.1016/j.qref.2012.01.003

Doğan, S., Ustaoğlu, M., Demez, S. (2012). “Relationship between Real

Oil Price and Real Exchange Rate: The Case of Turkey.â€

Procedia - Social and Behavioral Sciences, 58, pp. 1293–1300.

https://doi.org/10.1016/j.sbspro.2012.09.1112

Dolado, J. J., Lütkepohl, H. (1996). “Making Wald tests work for

cointegrated VAR systems.†Econometric Reviews, 15(4), pp.

–386.

Ghosh, S. (2011). “Examining crude oil price - Exchange rate nexus for

India during the period of extreme oil price volatility.†Applied

Energy, 88(5), pp. 1886–1889.

https://doi.org/10.1016/j.apenergy.2010.10.043

Golub, S. S. (1983). “Oil Prices and Exchange Rates.†The Economic

Journal, 93(371), pp. 576.

https://doi.org/10.2307/2232396

Granger, C. W. (1969). “Investigating causal relations by econometric

models and cross-spectral methods.†Econometrica, pp. 424–

Granger, C. W., Newbold, P. (1974). “Spurious regressions in

econometrics.†Journal of Econometrics, 2(2), pp. 111–120.

Gutierrez, C. E. C., Souza, R. C., Guillén, O. T. D. C. (2009). “Selection

of Optimal Lag Length in Cointegrated VAR Models with Weak

Form of Common Cyclical Features.†Brazilian Review of

Econometrics, 29(1).

Habib, M. M., Bützer, S., Stracca, L. (2016). “Global Exchange Rate

Configurations: Do Oil Shocks Matter?†IMF Economic Review,

(3), pp. 443–470.

https://doi.org/10.1057/imfer.2016.9

Hamilton, J. (2015). “Demand factors in the collapse of oil prices.â€

Retrieved from http://econbrowser.com/archives/2015/01

/demand-factors-in-the-collapse-of-oil-prices

Hamilton, J. D. (2003). “What is an oil shock?†Journal of

Econometrics, 113(2), pp. 363–398.

https://doi.org/10.1016/S0304-4076(02)00207-5

Hendry, D. F. (1995). Dynamic econometrics. London: Oxford

University Press.

Holodny, E. (2016). “Here’s one reason why Saudi Arabia is happy to

take the pain of low oil prices.†Retrieved from

https://www.businessinsider.in/Heres-one-reason-why-Saudi-

Arabia-is-happy-to-take-the-pain-of-low-oilprices/

articleshow/50490378.cms

Huang, A. Y., Tseng, Y. H. (2010). “Is crude oil price affected by the

US dollar exchange rate.†International Research Journal of

Finance and Economics, 58(4), pp. 109–120.

Huang, R. D., Masulis, R. W., Stoll, H. R. (1996). “Energy shocks and

financial markets.†Journal of Futures Markets, 16(1), pp. 1–27.

https://doi.org/10.1002/(SICI)1096-9934(199602) 16:1<1::AIDFUT1>

0.CO;2-Q

Huang, Y., Guo, F. (2007). “The role of oil price shocks on China’s real

exchange rate.†China Economic Review, 18(4), pp. 403–416.

https://doi.org/10.1016/j.chieco.2006.02.003

Husain, A. M., Arezki, R., Breuer, P., Haksar, V., Helbling, T., Medas,

P., Sommer, M. (2015). Global implications of lower oil prices.

(Staff Discussion Notes No. 15/15).

Ivanov, V., Kilian, L. (2005). “A practitioner’s guide to lag order

selection for VAR impulse response analysis.†Studies in

Nonlinear Dynamics & Econometrics, 9(1).

Kargi, B. (2014). “The Effects of Oil Prices on Inflation and Growth:

Time Series Analysis in Turkish Economy.†International

Journal of Economics and Research, 5(2), pp. 29–36.

Kaygusuz, K. (2007). “Energy for Sustainable Development: Key Issues

and Challenges.†Energy Sources, Part B: Economics, Planning,

and Policy, 2(1), pp. 73–83.

https://doi.org/10.1080/15567240500402560

Kennedy, C. (2015). “India Becomes 3rd Largest Oil Importer.â€

Retrieved from https://oilprice.com/Energy/Crude-Oil/India-

Becomes-3rd-Largest-Oil-Importer.html

Krugman, P. (1980). Oil and the Dollar. Cambridge, MA.

https://doi.org/10.3386/w0554

Krugman, P. (1983a). “Oil and the dollar.†In J. Bhandari and Putnam

(Eds.), Economic interdependence and flexible exchange rates.

MIT Press.

Krugman, P. (1983b). “Oil shocks and exchange rate dynamics.†In J.

A. Frankel (Ed.), Exchange rates and international

macroeconomics. University of Chicago Press.

Liew, V. K. (2004). “Which lag length selection criteria should we

employ?†Economics Bulletin., 3(33), pp. 1–9.

Lizardo, R. A., Mollick, A. V. (2010). “Oil price fluctuations and U.S.

dollar exchange rates.†Energy Economics, 32(2), pp. 399–408.

https://doi.org/10.1016/j.eneco.2009.10.005

Lütkepohl, H. (1993). “Testing for causation between two variables in

higher-dimensional VAR Models.†In Studies in Applied

Econometrics, pp. 75–91.

https://doi.org/10.1007/978-3-642-51514-9_4

MacDonald, R. (1998). “What determines real exchange rates?†Journal

of International Financial Markets, Institutions and Money,

(2), pp. 117–153. https://doi.org/10.1016/S1042-

(98)00028-6

Misati, R. N., Nyamongo, E. M., Mwangi, I. (2013). “Commodity price

shocks and inflation in a net oil-importing economy.†OPEC

Energy Review, 37(2), pp. 125–148.

https://doi.org/10.1111/opec.12010

Mussa, M. L. (1984). “The Theory of Exchange Rate Determination.â€

In J. F. O. Bilson and R. C. Marston (Eds.), Exchange Rate

Theory and Practice, pp. 13–78. University of Chicago Press.

Narayan, P. K., Narayan, S., Prasad, A. (2008). “Understanding the oil price-exchange rate nexus for the Fiji islands.†Energy

Economics, 30(5), pp. 2686–2696.

https://doi.org/10.1016/j.eneco.2008.03.003

Narayan, P. K., Narayan, S., Smyth, R. (2008). “Are oil shocks

permanent or temporary? Panel data evidence from crude oil and

NGL production in 60 countries.†Energy Economics, 30(3), pp.

–936.

https://doi.org/10.1016/j.eneco.2007.07.005

Nelson, C. R., Plosser, C. R. (1982). “Trends and random walks in

macroeconmic time series.†Journal of Monetary Economics,

(2), pp. 139–162. https://doi.org/10.1016/0304-3932(82)

-5

Phillips, P. C., Perron, P. (1988). “Testing for a unit root in time series

regression.†Biometrika, 75(2), pp. 335–346.

Pindyck, R. S., Rotemberg, J. J. (1990). “The Excess Co-Movement of

Commodity Prices.†The Economic Journal, 100(403), pp. 1173.

https://doi.org/10.2307/2233966

Pinno, K., Serletis, A. (2013). “Oil Price Uncertainty and Industrial

Production.†The Energy Journal, 34(3).

https://doi.org/10.5547/01956574.34.3.9

Pittis, N. (1999). “Efficient estimation of cointegrating vectors and

testing for causality in vector autoregressions.†Journal of

Economic Surveys, 13(1), pp. 1–35.

Pradhan, R. P., Arvin, M. B., Ghoshray, A. (2015). “The dynamics of

economic growth, oil prices, stock market depth, and other

macroeconomic variables: Evidence from the G-20 countries.â€

International Review of Financial Analysis, 39, pp. 84–95.

https://doi.org/10.1016/j.irfa.2015.03.006

Rafiq, S., Salim, R., Bloch, H. (2009). “Impact of crude oil price

volatility on economic activities: An empirical investigation in

the Thai economy.†Resources Policy, 34(3), pp. 121–132.

https://doi.org/10.1016/j.resourpol.2008.09.001

Rambaldi, A. N., Doran, H. E. (1996). Testing for granger noncasuality

in cointegrated systems made easy.

Reboredo, J. C. (2012). “Modelling oil price and exchange rate comovements.â€

Journal of Policy Modeling, 34(3), pp. 419–440.

https://doi.org/10.1016/j.jpolmod.2011.10.005

Reboredo, J. C., Rivera-Castro, M. A. (2013). “A wavelet

decomposition approach to crude oil price and exchange rate dependence.†Economic Modelling, 32, pp. 42–57.

https://doi.org/10.1016/j.econmod.2012.12.028

Sadorsky, P. (2000). “The empirical relationship between energy futures

prices and exchange rates.†Energy Economics, 22(2), pp. 253–

https://doi.org/10.1016/S0140-9883(99)00027-4

Sadorsky, P. (2003). “The macroeconomic determinants of technology

stock price volatility.†Review of Financial Economics, 12(2),

pp. 191–205.

https://doi.org/10.1016/S1058-3300(02)00071-X

Shaari, M. S., Hussain, N. E., Abdullah, H. (2012). “The Effects of Oil

Price Shocks and Exchange Rate Volatility on Inflation:

Evidence from Malaysia.†International Business Research,

(9). https://doi.org/10.5539/ibr.v5n9p106

Shakya, S. (2015). “The Toda–Yamamoto Approach to Granger

Causality Test.†Retrieved from

http://shishirshakya.blogspot.in/2015/06/the-todayamamotoapproach-

to-granger.html

Throop, A. W. (1993). “A generalized uncovered interest parity model.â€

Federal Reserve of San Francisco Economic Review, (2), pp. 3–

Tiwari, A. K., Dar, A. B., Bhanja, N. (2013). “Oil price and exchange

rates: A wavelet based analysis for India.†Economic Modelling,

, pp. 414–422.

https://doi.org/10.1016/j.econmod.2012.11.043

Toda, H. Y., Yamamoto, T. (1995). “Statistical inference in vector

autoregressions with possibly integrated processes.†Journal of

Econometrics, 66(1–2), pp. 225–250.

Turhan, I., Hacihasanoglu, E., Soytas, U. (2013). “Oil Prices and

Emerging Market Exchange Rates.†Emerging Markets Finance

and Trade, 49, pp. 21–36. https://doi.org/10.2753/REE1540-

X4901S102

Uddin, G. S., Tiwari, A. K., Arouri, M., Teulon, F. (2013). “On the

relationship between oil price and exchange rates: A wavelet

analysis.†Economic Modelling, 35, pp. 502–507.

https://doi.org/10.1016/j.econmod.2013.07.035

Wu, G., Zhang, Y. J. (2014). “Does China factor matter? An

econometric analysis of international crude oil prices.†Energy

Policy, 72, pp. 78–86.

https://doi.org/10.1016/j.enpol.2014.04.026

Zapata, H. O., Rambaldi, A. N. (1997). “Monte Carlo evidence on

cointegration and causation.†Oxford Bulletin of Economics and

Statistics, 59(1), pp. 285–298.

Zhang, Y. J., Fan, Y., Tsai, H. T., Wei, Y. M. (2008). “Spillover effect

of US dollar exchange rate on oil prices.†Journal of Policy

Modeling, 30(6), pp. 973–991.

https://doi.org/10.1016/j.jpolmod.2008.02.002

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Published

2018-11-27