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Improvement on the Efficiency of Technology Companies in Malaysia with Data Envelopment Analysis Model

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Book cover Advances in Visual Informatics (IVIC 2017)

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

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Abstract

Efficiency evaluation is vital as it is able to determine the financial performance of the companies. Efficiency describes how well the companies in utilizing their inputs to generate outputs. The objective of this study is to propose a financial ratio based Data Envelopment Analysis (DEA) model to evaluate and compare the efficiency of listed technology companies in Malaysia for the period of 2011–2015. In DEA model, the efficiency is defined as the ratio of sum-weighted outputs to sum-weighted inputs. In this study, LINGO software is used to solve the DEA model. The results of this study indicate that ELSOFT, GTRONIC, KESM, MPI and VITROX are ranked as efficient technology companies in Malaysia. Besides that, the potential improvement for each inefficient company can be identified based on the benchmark efficient companies. This study is significant because it helps to identify the efficient technology companies which can serve as benchmarks to other inefficient companies for further improvement. Moreover, it is a pioneer study of proposing DEA model with financial ratio to evaluate and compare the efficiency of technology companies in Malaysia.

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References

  1. Sohn, S.Y., Moon, T.H.: Decision tree based on data envelopment analysis for effective technology commercialization. Expert Syst. Appl. 26(2), 279–284 (2004)

    Article  Google Scholar 

  2. 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 

  3. Řepková, I.: Banking efficiency determinants in the Czech banking sector. Procedia Econ. Financ. 23, 191–196 (2015)

    Article  Google Scholar 

  4. Charnes, A., Cooper, W.W., Rhodes, E.: Measuring the efficiency of decision making units. Eur. J. Oper. Res. 2(6), 429–444 (1978)

    Article  MATH  MathSciNet  Google Scholar 

  5. Mohamad, N.H., Said, F.: Measuring the performance of 100 largest listed companies in Malaysia. Afr. J. Bus. Manag. 4(13), 3178–3190 (2010)

    MathSciNet  Google Scholar 

  6. Sillah, B.M.S., Harrathi, N.: Bank efficiency analysis: Islamic banks versus conventional banks in the Gulf Cooperation Council countries 2006–2012. Int. J. Financ. Res. 6(4), 143–150 (2015)

    Article  Google Scholar 

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

    Google Scholar 

  8. 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 

  9. Bursa Malaysia, Company Announcements—Bursa Malaysia Market. http://www.bursamalaysia.com/market/listed-companies/company-announcements/#/?category=all. Accessed 15 May 2017

  10. Ong, P.L., Kamil, A.A.: Data envelopment analysis for stocks selection on Bursa Malaysia. Arch. Appl. Sci. Res. 2(5), 11–35 (2010)

    Google Scholar 

  11. Dalfard, V.M., Sohrabian, A., Najafabadi, A.M., Alvani, J.: Performance evaluation and prioritization of leasing companies using the super efficiency data envelopment analysis model. Acta Polytechnica Hungarica 9(3), 183–194 (2012)

    Google Scholar 

  12. Mohamad, N.H., Said, F.: Using super-efficient DEA model to evaluate the business performance in Malaysia. World Appl. Sci. J. 17(9), 1167–1177 (2012)

    Google Scholar 

  13. Arsad, R., Abdullah, M.N., Alias, S.: A ranking efficiency unit by restrictions using DEA models. In: AIP Conference Proceedings, vol. 1635, no. 1, pp. 266–273 (2014)

    Google Scholar 

  14. Rahmani, I., Barati, B., Dalfard, V.M., Shirkouhi, H.: Nonparametric frontier analysis models for efficiency evaluation in insurance industry: a case study of Iranian insurance market. Neural Comput. Appl. 24(5), 1153–1161 (2014)

    Article  Google Scholar 

  15. Zamani, L., Beegam, R., Borzoian, S.: Portfolio selection using data envelopment analysis (DEA): a case of select Indian investment companies. Int. J. Curr. Res. Acad. Rev. 2(4), 50–55 (2014)

    Google Scholar 

  16. Price, J.E., Haddock, M.D., Brock, H.R.: College Accounting, 10th edn. Macmillan/McGraw-Hill, New York (1993)

    Google Scholar 

  17. Ablanedo-Rosas, J.H., Gao, H., Zheng, X., Alidaee, B., Wang, H.: A study of the relative efficiency of Chinese ports: a financial ratio-based data envelopment analysis approach. Expert Syst. 27(5), 349–362 (2010)

    Article  Google Scholar 

  18. Östring, P.: Profit-Focused Supplier Management. Am. Manag. Assoc. Int., United State (2003)

    Google Scholar 

  19. Fraser, L., Ormiston, A.: Understanding Financial Statements. Pearson Prentice Hall, Upper Saddle River (2004)

    Google Scholar 

  20. Ercan, M.K., Ban, U.: Financial Management. Fersa Publication, Gazi Copy Purchaser, Ankara (2005)

    Google Scholar 

  21. Akguc, O.: Financial Statement Analysis, 13th edn. Arayis Publication, Istanbul (2010)

    Google Scholar 

  22. Sofianopoulou, S.: Manufacturing cells efficiency evaluation using data envelopment analysis. J. Manuf. Technol. Manag. 17(2), 224–238 (2006)

    Article  Google Scholar 

  23. Parthiban, P., Zubar, H.A., Katakar, P.: Vendor selection problem: a multi-criteria approach based on strategic decisions. Int. J. Prod. Res. 51(5), 1535–1548 (2013)

    Article  Google Scholar 

  24. Martic, M.M., Novakovic, M.S., Baggia, A.: Data envelopment analysis - basic models and their utilization. Organizacija 42(2), 37–43 (2009)

    Article  Google Scholar 

  25. 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 

  26. 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 

  27. 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 

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

    Google Scholar 

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

    Google Scholar 

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

    Google Scholar 

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Acknowledgements

The authors express gratitude to the research grant project number FRGS/1/2015/SG04/UTAR/02/3 for the support.

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Authors and Affiliations

  1. Department of Physical and Mathematical Science, Faculty of Science, Universiti Tunku Abdul Rahman, Kampar Campus, Jalan Universiti, Bandar Barat, 31900, Kampar, Perak, Malaysia

    Lam Weng Hoe, Lam Weng Siew & Liew Kah Fai

  2. Centre for Mathematical Sciences, Universiti Tunku Abdul Rahman, Kampar Campus, Jalan Universiti, Bandar Barat, 31900, Kampar, Perak, Malaysia

    Lam Weng Hoe, Lam Weng Siew & Liew Kah Fai

  3. Centre for Business and Management, Universiti Tunku Abdul Rahman, Kampar Campus, Jalan Universiti, Bandar Barat, 31900, Kampar, Perak, Malaysia

    Lam Weng Hoe & Lam Weng Siew

Authors
  1. Lam Weng Hoe
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  2. Lam Weng Siew
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  3. Liew Kah Fai
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Corresponding author

Correspondence to Lam Weng Hoe .

Editor information

Editors and Affiliations

  1. Universiti Kebangsaan Malaysia, Bangi, Selangor, Malaysia

    Halimah Badioze Zaman

  2. University of Cambridge, Cambridge, United Kingdom

    Peter Robinson

  3. Dublin City University, Dublin, Ireland

    Alan F. Smeaton

  4. National Central University, Jhongli, Taiwan

    Timothy K. Shih

  5. Carlos III University of Madrid, Madrid, Spain

    Sergio Velastin

  6. Toyo University, Kawagoe, Japan

    Tada Terutoshi

  7. Universiti Kebangsaan Malaysia, Bangi, Selangor, Malaysia

    Azizah Jaafar

  8. Universiti Kebangsaan Malaysia, Bangi, Selangor, Malaysia

    Nazlena Mohamad Ali

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Hoe, L.W., Siew, L.W., Fai, L.K. (2017). Improvement on the Efficiency of Technology Companies in Malaysia with Data Envelopment Analysis 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_2

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  • DOI: https://doi.org/10.1007/978-3-319-70010-6_2

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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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