Calculation of Value-at-Risk Variance-Covariance with the Approach of Simple Cash Portfolio, Factor Models and Cash Flow

https://doi.org/10.47194/orics.v1i1.20

Authors

Keywords:

Value at Risk, variance-covariance, simple cash portfolio, factor models, cash flow.

Abstract

One way to calculate Value-at-Risk (VaR) is the variation-covariance method. The calculation of VaR covariance assumes stock data is normally distributed. The data needed to calculate VaR by the variance-covariance method is the covariance matrix of Bank Danamon and Bank Mandiri stock data. The main topics discussed in this paper are calculating VaR covariance with a simple cash portfolio approach, factor models and cash flow. For comparison of the use of the three approaches Backtesting, the backtest results indicate that the factor model is the best method.  

References

Dowd, K. 2002. An Introduction to Market Risk Measurement. Chichester, New York: John Wiley & Sons.

Fabozzi, F. J. 2000. Manajemen Investasi, Edisi Pertama. Jakarta: Salemba.

Jogiyanto. 2007. Teori Portofolio dan Analisis Investasi. Yogyakarta: BPFE.

Klienbaum, D. G., Kuper, L.L.and Muller, K.E. 1988. Applied Regresssion and Other Multivariabel Methods, Second Edition. Boston: PWS-KENT Publising Company.

Mood, A.M., Graybill, F.A. and Boes, D. C. 1963. Introduction to the Theory of Statistics, Third Edition. New York: McGraw Hill Book Company.

Ruppert, D. 2004. Statistics and Finance an Introduction. New York: Springer.

Redhead, K. 1997. Financial Derivatives: An Introduction to Future, Forwards, Options and Swaps. Prentice Hall Europe.

Sudjana. 2005. Metoda Statistika. Bandung: Tarsito.

Sukono, Subartini, B., Napitupulu, H., Hidayat, Y., Putra, A.S., and Bon, A.T. 2019. Value-at-Risk and Modified Value-at-Risk under Asset Liability by Using Time Series Approach. Proceedings of the International Conference on Industrial Engineering and Operations Management, Bangkok, Thailand, March 5-7, 2019, 2106-2117.

Sulaiman, W. 2003. Statistik Nonparametrik, Contoh Kasus dan Pemecahannya dengan SPSS. Yogyakarta: Andi.

Walpole, R.E. and Myers, R.H. 1978. Ilmu Peluang dan Statistika untuk Insinyur dan Ilmuwan. Terjemahan oleh R.K. Sembiring. 1986. Bandung: Institut Teknologi Bandung.

Published

2020-02-05

How to Cite

Ghazali, P. L., Riaman, R., & Ulfatmi, R. (2020). Calculation of Value-at-Risk Variance-Covariance with the Approach of Simple Cash Portfolio, Factor Models and Cash Flow. Operations Research: International Conference Series, 1(1), 19–24. https://doi.org/10.47194/orics.v1i1.20