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Data Driven Decision Analysis in Bank Financial Management with Goal Programming Model

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Advances in Visual Informatics (IVIC 2017)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 10645))

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Abstract

Financial management is important to the companies such as banks and financial institutions in managing the assets and liabilities. In optimizing the financial management, different goals have to be achieved simultaneously such as asset accumulation, liability reduction, equity, earning, profitability and total goal achievement. Therefore, goal programming model is introduced to solve the multiple objectives decision making problem in financial management. The objective of this study is to develop a goal programming model to optimize and compare the financial management of the banks in Malaysia based on the benchmark target value for each goal. In this study, six goals such as total assets, total liability, equity, profitability, earnings and total goal achievements are investigated for the period from year 2012 until 2016. The results of this study show that all banks are able to achieve the goal for total asset and equity. Moreover, the target value of equity can be increased further for all banks in future. This study is significant because it helps to determine the potential improvement on total liability, profit, earnings and total goal achievement for each bank in order to achieve the benchmark target value for future development.

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References

  1. Arewa, A., Owoputi, J.A., Torbira, L.L.: Financial statement management, liability reduction and asset accumulation: an application of goal programming model to a nigerian bank. Int. J. Finan. Res. 4(4), 83–90 (2013)

    Google Scholar 

  2. Kosmidou, K., Zopounidis, C.: A multi objective methodology for bank asset liability management. In: Pardalos, P.M., Tsitsiringos, V.K. (eds.) Financial Engineering, E-commerce and Supply Chain. APOP, vol. 70, pp. 139–151. Kluwer Academic Publishers, Dordrecht (2002). doi:10.1007/978-1-4757-5226-7_9

    Chapter  Google Scholar 

  3. Moradi, M., Janatifar, H.: Ranking of financial strategies based on linear goal programming and VIKOR. Int. J. Bus. Manag. Econ. 1(1), 16–23 (2014)

    Google Scholar 

  4. Chambers, D., Charnes, A.: Inter temporal analysis and optimization of bank portfolios. Manag. Sci. 7(11), 393–409 (1961)

    Article  Google Scholar 

  5. Naderi, S., Minouei, M., Gashti, H.P.: Asset and liability optimal management mathematical modeling for bank. J. Basic Appl. Sci. Res. 3(1), 484–493 (2013)

    Google Scholar 

  6. Charnes, A., Cooper, W.W., Ferguson, R.O.: Optimal estimation of executive compensation by linear programming. Manag. Sci. 1(2), 138–151 (1955)

    Article  MATH  MathSciNet  Google Scholar 

  7. Zaloom, V., Tolga, A., Chu, H.: Bank funds management by goal programming. Comput. Ind. Eng. 11(1–4), 132–135 (1986)

    Article  Google Scholar 

  8. Lam, W.S., Lam, W.H.: Strategic decision making in portfolio management with goal programming model. Am. J. Oper. Manag. Inf. Syst. 1(1), 34–38 (2016)

    Google Scholar 

  9. Lam, W.S., Jaaman, S.H., Ismail, H.: Portfolio optimization in enhanced index tracking with goal programming approach. In: The 2014 UKM FST Postgraduate Colloquium, vol. 1614, pp. 968–972. AIP Publishing, New York (2014)

    Google Scholar 

  10. Agarana, M.C., Bishop, S.A., Odetunmibi, O.A.: Optimization of banks loan portfolio management using goal programming technique. Int. J. Res. Appl. Natl. Soc. Sci. 2(8), 43–52 (2014)

    Google Scholar 

  11. Mohammadi, R., Sherafati, M.: Optimization of bank liquidity management using goal programming and fuzzy AHP. Res. J. Recent Sci. 4(6), 53–61 (2015)

    Google Scholar 

  12. Giokas, D., Vassiloglou, M.: A goal programming model for bank assets and liabilities. Eur. J. Oper. Res. 50, 48–60 (1991)

    Article  Google Scholar 

  13. Halim, B.A., Karim, H.A., Fahami, N.A., Mahad, N.F., Nordin, S.K.S., Hassan, N.: Bank financial statement management using a goal programming model. Procedia – Soc. Behav. Sci. 211, 498–504 (2015)

    Article  Google Scholar 

  14. Zografidou, E., Petridis, K., Petridis, N., Arabatzis, G.: A financial approach to renewable energy production in Greece using goal programming. Renew. Energy 108, 37–51 (2017)

    Article  MATH  Google Scholar 

  15. Polat, O., Mutlu, Ö., Özgörmüş, E.: A goal programming model for assembly line balancing problem type 2 under workload constraint. In: The 2015 Northeast Decision Sciences Conference, Cambridge, MA (2015)

    Google Scholar 

  16. Yahia-Berrouiguet, A., Tissourassi, K.: Application of goal programming model for allocating time and cost in project management: a case study from the company of construction seror. Yugoslav J. Oper. Res. 25(2), 283–289 (2015)

    Article  MATH  MathSciNet  Google Scholar 

  17. Todovic, D., Makajic, N.D., Kostic, S.M., Martic, M.: Police officer scheduling using goal programming. Int. J. Police Strat. Manag. 38, 295–313 (2015)

    Article  Google Scholar 

  18. Choudhary, D., Shankar, R.: A goal programming model for joint decision making of inventory lot-size, supplier selection and carrier selection. Comput. Ind. Eng. 71, 1–9 (2014)

    Article  Google Scholar 

  19. Lam, W.S., Liew, K.F., Lam, W.H.: An empirical comparison on the efficiency of healthcare companies in Malaysia with data envelopment analysis model. Int. J. Serv. Sci. Manag. Eng. 4(1), 1–5 (2017)

    Google Scholar 

  20. Memon, M.A., Tahir, I.M.: Relative efficiency of manufacturing companies in Pakistan using data envelopment analysis. Int. J. Bus. Commer. 1(3), 10–27 (2011)

    Google Scholar 

  21. Lam, W.S., Liew, K.F., Lam, W.H.: Evaluation on the efficiency of healthcare companies in Malaysia with data envelopment analysis model. SCIREA J. Math. 1(1), 95–106 (2016)

    Google Scholar 

  22. Mukta, M.: Efficiency of commercial banks in India: a DEA approach. Pertanika J. Soc. Sci. Humanit. 24(1), 151–170 (2016)

    Google Scholar 

  23. Lam, W.S., Liew, K.F., Lam, W.H.: An empirical investigation on the efficiency of healthcare companies with data envelopment analysis model. Biomed. Stat. Inf. 1(1), 19–23 (2016)

    Google Scholar 

  24. Liew, K.F., Lam, W.S., Lam, W.H.: Financial analysis on the company performance in Malaysia with multi-criteria decision making model. Syst. Sci. Appl. Math. 1(1), 1–7 (2016)

    Google Scholar 

  25. Lam, W.S., Liew, K.F., Lam, W.H.: Evaluation on the financial performance of the Malaysian banks with TOPSIS model. Am. J. Serv. Sci. Manag. 4(2), 11–16 (2017)

    Google Scholar 

  26. Lam, W.S., Lam, W.H.: Portfolio optimization for index tracking problem with mixed-integer programming model. J. Sci. Res. Dev. 2(10), 5–8 (2015)

    Google Scholar 

  27. Lam, W.S., Lam, W.H.: Mathematical modeling of enhanced index tracking with optimization model. J. Numer. Anal. Appl. Math. 1(1), 1–5 (2016)

    Google Scholar 

  28. Lam, W.H., Lam, W.S.: Mathematical modeling of risk in portfolio optimization with mean-extended Gini approach. SCIREA J. Math. 1(2), 190–196 (2016)

    Google Scholar 

  29. Lam, W.S., Jaaman, S.H., Ismail, H.: Enhanced index tracking in portfolio optimization. In: International Conference on Mathematical Sciences and Statistics 2013, vol. 1557, pp. 469–472. AIP Publishing, New York (2013)

    Google Scholar 

  30. Lam, W.S., Jaaman, S.H., Ismail, H.: Index tracking modeling in portfolio optimization mixed integer linear programming. J. Appl. Sci. Agric. 9(18), 47–50 (2014)

    Google Scholar 

  31. Lam, W.S., Jaaman, S.H., Lam, W.H.: A new enhanced index tracking model in portfolio optimization with sum weighted approach. In: The 4th International Conference on Mathematical Sciences 2016, vol. 1830, pp. 1–7. AIP Publishing, New York (2017)

    Google Scholar 

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Correspondence to Lam Weng Siew .

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Siew, L.W., Wai, C.J., Hoe, L.W. (2017). Data Driven Decision Analysis in Bank Financial Management with Goal Programming Model. In: Badioze Zaman, H., et al. Advances in Visual Informatics. IVIC 2017. Lecture Notes in Computer Science(), vol 10645. Springer, Cham. https://doi.org/10.1007/978-3-319-70010-6_63

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  • DOI: https://doi.org/10.1007/978-3-319-70010-6_63

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-70009-0

  • Online ISBN: 978-3-319-70010-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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