Azhar - Maksum, Dompak - PASARIBU, Ade Fatma LUBIS, Rina - BUKIT


The purpose of this study is to analyze the role of macroeconomic variables of Bank Indonesia Certificate (SBI) and Exchange Rate on systematic risk (BETA) in the banking sector. This type of research is quantitative research and based on the level of explanation. Data analysis method used is Structural Equation Model (SEM). The data used are annual secondary data of 24 issuers in 2007-2015 in 207 times of observations in cross-sectional banking firms listed on the Indonesia Stock Exchange (SBI). The results show interest rates (SBI) and exchange rates (KURS) have a negative and significant effect on systematic risk.


Bank Indonesia Certificate, Exchange Rate, Systematic Risk


Alghifari, E. S. (2013). The Effect of Systematic Risk on Company Performance and Its Impact on Corporate Values (Study on Food and Beverage Companies on the Indonesia Stock Exchange 2007-2011). Journal of Management & Business Sciences, pp.1-16.

Baillie, R. T., & McMahon, P. C. (1990). The foreign exchange market: Theory and econometric evidence. Cambridge University Press. p.125.

Chen , N. F. (1983). Some Empirical Tests of Arbitrage Pricing. Journal of Finance. 38(1). pp.112-127.

Chen, J. L., & Chen, S. Y. (2011). The influence of profitability on firm value with capital structure as the mediator and firm size and industry as moderators. Investment Management and Financial Innovation, 12(1). pp.121-129

Claude, B. E., Campbell, R. H., & Tadas, E. V. (1996). Political Risk, Economic Risk, and Financial Risk,. Financial Analysis Journal, 35(2). pp.29-46.

David, F. R. (2003). Strategic Management: Cocepts, Ninth Edition, Prentice Hall, Upper Saddle River. p.75.

Dewi, L. E. (2015). Analysis of the Effect of NIM, BOPO, LDR, and NPL on Profitability (Case Study of National Private Commercial Banks Hold on the Indonesia Stock Exchange. E-journal S1 Accounting. 3(1). pp.23-36.

Dhrymes, P.J., Friend,I., & Gultekin, N. B. (1984). A critical reexamination of the empirical evidence on the arbitrage pricing theory. The Journal of Finance, 39(2), pp.323-346.

Dilham, A, Sofiyah, F.R., & Muda, I. (2018). The Internet Marketing Effect on the Customer Loyalty Level with Brand Awareness as Intervening Variables. International Journal of Civil Engineering and Technology. 9(9). pp.681-695.

Durand, D. (1952). Costs of debt and equity funds for business: trends and problems of measurement. In Conference on research in business finance (pp. 215-262). NBER.

Emmons, W. (2000). The Information Content of Treasury Inflation-Indexed Securities. St.Louis: Federal Reserve Bank of St. Louis, p.19.

Erwin, K., Abubakar, E., Muda, I. (2018). The relationship of lending, funding, capital, human resource, asset liability management to non-financial sustainability of rural banks (BPRs) in Indonesia. Journal of Applied Economic Sciences. 56(2). pp.520 – 542.

Gehr,A.J. (1978). Some Test of Arbitrage Pricing Theory. Journal of the Midwest Finance association, pp.91-105.

Ghasemi,A.,& Rostami,M.(2016). Determinants of interest rate spread in banking industry. Ecoforum Journal, 5(1).

Hamzah, A. (2005). Macroeconomic Analysis, Industry and Company Characteristics of Beta Sharia Stocks. National Accounting Symposium VIII Solo. (pp. 367-378).

Haryanto, M.D., & Riyatno. (2007). Effect of Bank Indonesia Certificate Interest Rate and Exchange Rate on the Systematic Risk of Company Shares on the JSX. Journal of Finance and Business. 5(1). pp.24-40.

Husnan, S. (2001). Basics of Portfolio Theory and Securities Analysis. Yogyakarta: UPP AMP YKPN.

Jogiyanto, H. (2010). Portfolio Theory and Investment Analysis. Yogyakarta: BPFE. p.34.

Kanwal, S., & Nadeem, M. (2013). The impact of macroeconomic variables on the profitability of listed commercial banks in Pakistan. European journal of business and social sciences, 2(9), pp.186-201.

Kesuma,S.I., Maryunianta, Y & Muda, I, (2018). Evaluation of Irrigation System to Support Implementation of Food Security Policy. International Journal of Civil Engineering and Technology.9(9). pp.600-614.

Lutfi, M.,Nazwar, C., & Muda, I (2016). Effects of investment opportunity set, company size and real activity manipulation of issuers in Indonesia Stock Exchange on stock price in Indonesia. International Journal of Economic Research. 13(5). pp.2149-2161.

Mahdaleta, E; Muda, I & Gusnardi (2016). Effects of Capital Structure and Profitability on Corporate Value with Company Size as the Moderating Variable of Manufacturing Companies Listed on Indonesia Stock Exchange. Academic Journal of Economic Studies. 2(3), pp.30–43.

Mosteanu, N.R. (2017). Home Currency Pegged into Euro–Possible Solution for Romanian’s Economy. Ecoforum Journal, 6(3).

Muda, I. (2017). Role of Dividend of Power to Buy Shares in Companies in Indonesia Stock Exchange. Academic Journal of Economic Studies. 3(2), pp.41–47.

Muda, I., Sidauruk, S.H., Siregar, H.S., Nurzaimah. (2018). The effect of corporate social responsibility on company’s value with common effects model, fixed effects model and random effects model approaches. QualityAccess to Success. 19(165). pp.79-90.

Muda, I; Afrina. A; E. (2019). Influence of human resources to the effect of system quality and information quality on the user satisfaction of accrual-based accounting system (Implementing of adaptive behavior assessment system theory, case in Indonesia). Contaduría y Administración. 63(4). pp.1-25.

Mudrajad, K. (1996). International Financial Management: Introduction to Global Economics and Business. Yogyakarta: PBFE UGM. p.67.

Paranita, S. E. (2007). Analysis of the Effect of Insider Ownership, Debt Policy, Profitability, and Company Size on Company Values. ASSET. 9(2). pp.212-224.

Pohan., N., Badaruddin., R.F Dalimunthe., A. Purwoko., & Muda, I., (2018). The Effects of Human Resource Development and Institutional Arrangements on Performance, Service Quality and Area Development in Indonesia. QualityAccess to Success. 19(163). pp.94-102.

Reilly, F. K. (1992). Investment Third Edition. New York: The Dryden Press. p.76.

Reinganum, M. R. (1981). Misspecification of capital asset pricing: Empirical anomalies based on earnings' yields and market values. Journal of financial Economics, 9(1), pp.19-46.

Repi, S., D, A., & S, M. (2016). Factors Affecting the Corporate Value of the Banking Subsector on the IDX in Facing the MEA. EMBA Journal. 8(1). pp.181-191.

Riaz, S., & Mehar, A. (2013). The impact of Bank Specific and Macroeconomic Indicators on the Profitability of Commercial banks. Romanian Economic Journal, 16(47). pp.93-109.

Roll, R., & Ross, S. A. (1980). An Empirical Investigation of the Arbitrage Pricing Theory. Journal of Finance, 81(1). pp.1073-1103.

Ross, S. A. (1976). The Arbitrage of Capital Asset Pricing. Journal of Economic Thepry, 13(1). pp.341-360.

Russell, F., & Farrell, J. (1987). Modern investments and security analysis. Financial Analysis, McGraw-Hill International Edition, New York. p. 97.

Sadalia, I, M. H. Kautsar, N. Irawati and I, Muda. (2018). Analysis of the efficiency performance of Sharia and conventional banks using stochastic frontier analysis. Banks and Bank Systems, 13(2), pp.27-38. doi: 10.21511/bbs.13(2).2018.03

Sari, M.; A.F.Lubis; A.Maksum; P. Lumbanraja & I.Muda. (2018). The Influence of Organization’s Culture and Internal Control to Corporate Governance and Its Impact on BUMN (State-Owned Enterprises) Corporate Performance In Indonesia, Journal of Applied Economic Sciences, 58(4). pp. 562 – 575.

Selimi, N., & Selimi, V. (2017). The Effects Of Exchange Rate On Economic Growth In The Republic Of Macedonia. Ecoforum Journal, 6(3).

Sharpe, W. F. (1977).The capital asset pricing model: a “multi-beta” interpretation. In Financial Dec Making Under Uncertainty. pp. 127-135.

Sirojuzilam, Hakim, S., & Muda, I. (2016). Identification of factors of failure of Barisan Mountains Agropolitan area development. International Journal of Economic Research. 13(5). pp.2163-2175.

Sofiyah, F.R.,Yulinda & Muda, I, (2018). The Efforts of Small Medium Enterprises (SMEs) Customer Engagement in Improving Customer Relationship Through Social Media Development. International Journal of Civil Engineering and Technology, 9(9). pp.642-657.

Sudiyatno,B.,& Nuswandhari, C. (2009). The Role of Several Economic Indicators in Affecting the Systematic Risk of Manufacturing Companies in the Indonesia Stock Exchange. Journal of Dynamics of Finance and Banking. 22(2). pp.66-81

Suryani, A., Suhadak, & Hidayat, R. R. (2016). Effect of Capital Adequacy Ratio Ratio, Operating Cost Per Operating Income, Loan To Deposit Ratio, Net Interest Margin and Performing Loan Against Return On Assets (Study on Commercial Banks Listed on the Indonesia Stock Exchange. Journal of Business Administration. 33(1). pp.107-113.

Syahyunan, Muda, I, Siregar, H.S, Sadalia, I. & Chandra, G. (2017). The Effect of Learner Index and Income Diversification on The General Bank Stability In Indonesia. Banks and Bank Systems. 12(4). pp.171-184.

Stancheva, V. S. (2017). Exploring the effects of customer portfolio management. Ecoforum Journal, 6(2).

Tandelilin, E. (1997). Determinants of Systematic Risk: The Experience of Some Indonesian Common Stock. Gadjah Mada University Business Review. 14(2). pp.45-57.

Tarmizi, H.B.,Daulay, M & Muda, I. (2016). The influence of population growth, economic growth and construction cost index on the local revenue of tax on acquisition of land and building after the implementation of law no. 28 of 2009. International Journal of Economic Research. 13(5). pp.2285-2295.

Tarmizi, HB., Daulay, M.,& Muda, I. (2017). Impact of The Economic Growth and Acquisition of Land to The Construction Cost Index in North Sumatera.IOP Conference Series : Materials Science and Engineering. p.180.

Wang, C. J. (2014). The Impact of Macroeconomic and Corporate Governance Factors on Firm Value of Taiwanese Green Technology Industry: A Consideration of Differential Slope . International Journal of Economics and Finance; 6(2). pp.157-164.

Weston, J. F., & Copeland, T. E. (1999). Financial Management. Ninth Edition. Vol. 2. Jakarta: Binarupa Aksara. p.56.

Yahya, I, Hasibuan, R.P.S., Z.B.Torong & Muda, I. (2018). Factors That Influence Success Implementation of Government Accounting Standard Based On Acrual In The Government. Journal of Management Information and Decision Sciences.21(1).pp.1-14.

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