Journal of Economics and Financial Analysis, 2 (2), pp. 1-27, [2018]
URI: https://ojs.tripaledu.com/jefa/article/view/36/35

Factors Influencing Cryptocurrency Prices: Evidence from Bitcoin, Ethereum, Dash, Litcoin, and Monero



DOI: http://dx.doi.org/10.1991/jefa.v2i2.a16

Abstract

This paper examines factors that influence prices of most common five cryptocurrencies such as Bitcoin, Ethereum, Dash, Litecoin, and Monero over 2010-2018 using weekly data. The study employs ARDL technique and documents several findings. First, cryptomarket-related factors such as market beta, trading volume, and volatility appear to be significant determinant for all five cryptocurrencies both in short- and long-run. Second, attractiveness of cryptocurrencies also matters in terms of their price determination, but only in long-run. This indicates that formation (recognition) of the attractiveness of cryptocurrencies are subjected to time factor. In other words, it travels slowly within the market. Third, SP500 index seems to have weak positive long-run impact on Bitcoin, Ethereum, and Litcoin, while its sign turns to negative losing significance in short-run, except Bitcoin that generates an estimate of -0.20 at 10% significance level.
Lastly, error-correction models for Bitcoin, Etherem, Dash, Litcoin, and Monero show that cointegrated series cannot drift too far apart, and converge to a long-run equilibrium at a speed of 23.68%, 12.76%, 10.20%, 22.91%, and 14.27% respectively.

Keywords

Cryptocurrency; Bitcoin; Ethereum; Cointegration; ARDL Bound Test; Error Correction Model; Cryptocurrency Price Analysis; Cryptocurrency Value Analysis; Cryptocurrency index; Cryptocurrency Price Determinants; Cryptocurrency price dynamics.

JEL Classification

G12, D40, C51, C59.

Full Text:


References

Bouoiyour, J., and Selmi, R. (2016). Bitcoin: A beginning of a new phase? Economics Bulletin, 36, 1430–40.

Brill, A., and Keene, L. (2014). Cryptocurrencies: The Next Generation of Terrorist Financing? Defence Against Terrorism Review, 6(1), 7-30.

Chiu, J., and Koeppl, T. (2017). The Economics of Cryptocurrencies - Bitcoin and Beyond. Bank of Canada.

Chu, J. Chan, S., Nadarajah, S., and Osterrieder, J. (2017). GARCH Modelling of Cryptocurrencies. Journal of Risk and Financial Management, 10 (17), 1-15. doi:10.3390/jrfm10040017

Dyhrberg, A. (2016). Hedging capabilities of Bitcoin. Is it the virtual gold? Finance Research Letters, 16, 139–44.

El Bahrawy, A., and Alessandretti, L. (2017). Evolutionary dynamics of the cryptocurrency market. Royal Society Open Science, 4(170623), http://dx.doi.org/10.1098/rsos.170623

Katsiampa, P. (2017). Volatility estimation for Bitcoin: A comparison of GARCH models. Economics Letters, 158, 3–6.

Letra, I.J.S. (2016). What drives cryptocurrency value? A volatility and predictability analysis. Available online: https://www.repository.utl.pt/handle/10400.5/12556 (accessed on 15 December 2017).

Nakamoto, S. (2008). Bitcoin: A Peer-to-Peer Electronic Cash System. Unpublished manuscript. Retrieved at http://pdos.csail.mit.edu/6.824/papers/bitcoin.pdf.

Newey, W., and West, K. (1987). A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix. Econometrica, 55(3), 703-08.

Pesaran, M.H., Shin, Y., and Smith, R.J. (2001). Bounds Testing Approaches to the Analysis of Level Relationships. Journal of Applied Econometrics, 16(3), 289-326.

Polasik, M., Piotrowska, A., Wisniewski, T.P., Kotkowski, R., and Lightfoot, G. (2015). Price Fluctuations and the Use of Bitcoin: An Empirical Inquiry. International Journal of Electronic Commerce, 20(1), 9-49

Poyser, O. (2017). Exploring the determinants of Bitcoin’s price: an application of Bayesian Structural Time Series. Dissertation.

Schwarz, G.E. (1978), Estimating the dimension of a model. Annals of Statistics, 6(2), 461–464, doi:10.1214/aos/1176344136.

Sovbetov, Y., and Saka, H. (2018). Does it take two to tango: Interaction between Credit Default Swaps and National Stock Indices. Journal of Economics and Financial Analysis, 2(1), pp. 129-149.

Yermack, D. (2013). Is Bitcoin a real currency? An economic appraisal. NBER Working Paper Series, No: 19747. doi:10.3386/w19747




Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.