Skip to main content
Log in

Integrating the DEMATEL with the analytic network process for effective decision-making

  • Original Paper
  • Published:
Central European Journal of Operations Research Aims and scope Submit manuscript

Abstract

One of the most advanced and complex multi-criteria decision-making methods is the analytic network process (ANP). This method supports modelling dependencies and feedback between elements in the network, while most other methods do not support this feature. For this reason, the ANP is one of the most appropriate methods for making decisions in the fields characterised by existing dependencies of higher-level elements on lower-level elements, such as the higher education field. However, the implementation of the ANP can be problematic, as it is characterised by highly complex and time-consuming processes, and users’ occasional misunderstandings of some ANP steps. Also, conducting the ANP requires a specific decision-making problem structure, which is a cluster-node structure in the form of a network. To assist with problem structuring and decrease some of the problematic ANP implementation characteristics, specific methods, such as the decision-making trial and evaluation laboratory (DEMATEL) and interpretative structural modelling, have been chosen and integrated with the ANP. This paper focuses on the integration and analysis of the DEMATEL with the ANP. A literature review of how these two methods have been used together is given. Additionally, a new way of integrating these two methods (with two variants) is proposed and evaluated. According to the survey results, new ways of integrating the ANP and the DEMATEL decrease the complexity of the decision-making process, reduce the duration of the decision-making process, and increase users’ understanding of the method. The research methodology used in this paper is the design science research process.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Attri R, Dev N, Sharma V (2013) Interpretive structural modelling (ISM) approach: an overview. Res J Manag Sci 2(2):3–8. https://doi.org/10.1108/01443579410062086

    Google Scholar 

  • Begičević N (2008) Višekriterijski modeli odlučivanja u strateškom planiranju uvođenja e-učenja. University of Zagreb, Faculty of organization and informatics, Doktorski rad

    Google Scholar 

  • Begicevic Redep N, Klacmer Calopa M, Bockaj J (2015) Decision making on human resource capacity in the higher education institutions. In: ICERI2015 proceedings. IATED, pp 2514–2524

  • Chang B, Chang CW, Wu CH (2011) Fuzzy DEMATEL method for developing supplier selection criteria. Expert Syst Appl 38(3):1850–1858. https://doi.org/10.1016/j.eswa.2010.07.114

    Article  Google Scholar 

  • Creswell JW (2014) Research design: qualitative, quantitative, and mixed methods approaches. In: Knight V, Young J, Koscielak K (eds.) Research design qualitative quantitative and mixed methods approaches, 4th edn. SAGE Publications, Inc, Thousand Oaks, California, USA

  • Divjak B (2017) Webpage od the project development of a methodological framework for strategic decision-making in higher education—a case of open and distance learning (ODL) implementation. Retrieved 7 January 2017, from http://higherdecision.foi.hr/

  • Gölcük İ, Baykasoğlu A (2016) An analysis of DEMATEL approaches for criteria interaction handling within ANP. Expert Syst App006C 46:346–366. https://doi.org/10.1016/j.eswa.2015.10.041

    Article  Google Scholar 

  • Hammond J, Keeney R, Raiffa H (1999) Smart choices: a practical guide to making better decisions. Harvard Business School Press, Boston

    Google Scholar 

  • Harker PT, Vargas LG (1987) The theory of ratio scale estimation: Saaty’s analytic hierarchy process. Manag Sci 33(11):1383–1403. https://doi.org/10.1287/mnsc.33.11.1383

    Article  Google Scholar 

  • Kadoić N, Begičević Ređep N, Divjak B (2016) E-learning decision making: methods and methodologies. In: Re-imagining learning scenarios, vol Conference. European Distance and E-Learning Network, Budapest, p 24

  • Kadoić N, Begičević Ređep N, Divjak B (2017a) A new method for strategic decision-making in higher education. Central Eur J Oper Res 1:1. https://doi.org/10.1007/s10100-017-0497-4

    Google Scholar 

  • Kadoić N, Begičević Ređep N, Divjak B (2017b) Decision making with the analytic network process. In: Kljajić Borštnar M, Zadnik Stirn L, Žerovnik J, Drobne S (eds) SOR 17 proceedings. Slovenia Society Informatika—Section for Operational Research, Bled, Ljubljana, pp 180–186

    Google Scholar 

  • Kadoić N, Begičević Ređep N, Divjak B (2017c) Structuring e-learning multi-criteria decision making problems. In: Billjanović P (ed) Proceedings of 40th jubilee international convention, MIPRO 2017. Croatian Society for Information and Communication Technology, Electronics and Microelectronics—MIPRO, Opatija, pp 811–817. https://doi.org/10.23919/MIPRO.2017.7973514

    Google Scholar 

  • Kadoić N, Divjak B, Begičević Ređep N (2017d) Effective strategic decision making on open and distance education issues. In: Volungeviciene A, Szűcs A (eds) Diversity matters!. European Distance and E-Learning Network, Jönköping, pp 224–234

    Google Scholar 

  • Lee WS, Huang AY, Chang YY, Cheng CM (2011) Analysis of decision making factors for equity investment by DEMATEL and analytic network process. Expert Syst Appl 38(7):8375–8383. https://doi.org/10.1016/j.eswa.2011.01.027

    Article  Google Scholar 

  • Lin CL, Hsieh MS, Tzeng GH (2010) Evaluating vehicle telematics system by using a novel MCDM techniques with dependence and feedback. Expert Syst Appl 37(10):6723–6736. https://doi.org/10.1016/j.eswa.2010.01.014

    Article  Google Scholar 

  • Michnik J (2013) Weighted influence non-linear gauge system (WINGS)-An analysis method for the systems of interrelated components. Eur J Oper Res 228(3):536–544. https://doi.org/10.1016/j.ejor.2013.02.007

    Article  Google Scholar 

  • Ölçer MG (2013) DEMATEL ve ANP Yaklaşımları Kullanılarak Hesap Çizelgelerine Dayalı Bir Karar Destek Sistemi Geliştirilmesi. Fen Bilimleri Enstitüsü 167

  • Ou Yang YP, Shieh HM, Tzeng GH (2013) A VIKOR technique based on DEMATEL and ANP for information security risk control assessment. Inf Sci 232:482–500. https://doi.org/10.1016/j.ins.2011.09.012

    Article  Google Scholar 

  • Peffers K, Tuunanen T, Gengler CE, Rossi M, Hui W, Virtanen V, Bragge J (2006) The design science research process: a model for producing and presenting information systems research. In: Proceedings of design research in information systems and technology DESRIST’06, 24, pp 83–106. http://doi.org/10.2753/MIS0742-1222240302

  • Saaty TL (2001) Decision making with dependence and feedback: the analytic network process: the organization and prioritization of complexity (second and). RWS Publications, New York

    Google Scholar 

  • Saaty TL (2008) Decision making with the analytic hierarchy process. Int J Serv Sci 1(1):83–98

    Google Scholar 

  • Saaty TL, Cillo B (2008) A dictionary of complex decision using the analytic network process, the encyclicon, vol 2, 2nd edn. RWS Publications, Pittsburgh

    Google Scholar 

  • Shao J, Taisch M, Ortega M, Elisa D (2014) Application of the DEMATEL method to identify relations among barriers between green products and consumers. In: 17th European roundtable on sustainable consumption and production—ERSCP 2014, pp 1029–1040. https://core.ac.uk/download/pdf/42968750.pdf. Accessed 15 Dec 2018

  • Shih-Hsi Y, Wang CC, Teng L-Y, Hsing YM, Yin Shih-Hsi (2012) Application of DEMATEL, ISM, and ANP for key success factor (KSF) complexity analysis in R&D alliance. Sci Res Essays 7(19):1872–1890. https://doi.org/10.5897/SRE11.2252

    Google Scholar 

  • Springer (n.d.) Spearman rank correlation coefficient. In: The concise encyclopedia of statistics. Springer, New York, pp 502–505. http://doi.org/10.1007/978-0-387-32833-1_379

  • Sumrit D, Anuntavoranich P (2013) Using DEMATEL method to analyze the causal relations on technological innovation capability evaluation factors in thai technology-based firms. Int Trans J Eng Manag Appl Sci Technol 4(2):81–103

    Google Scholar 

  • Tsai WH, Chou WC (2009) Selecting management systems for sustainable development in SMEs: a novel hybrid model based on DEMATEL, ANP, and ZOGP. Expert Syst Appl 36(1):1444–1458. https://doi.org/10.1016/j.eswa.2007.11.058

    Article  Google Scholar 

  • Lu MT, Lin SW (2010) Application of DEMATEL and ANP to investigate strategic drivers for green innovation. The 11th Asia Pacific Industrial Engineering and Management Systems Conference, vol 7, pp 3–8. http://www.apiems.org/archive/apiems2010/pdf/GD/106.pdf

  • Vaishnavi V, Kuechler B (2004) Design science research in information systems overview of design science research. Ais. https://doi.org/10.1007/978-1-4419-5653-8

    Google Scholar 

  • Vujanović D, Momčilović V, Bojović N, Papić V (2012) Evaluation of vehicle fleet maintenance management indicators by application of DEMATEL and ANP. Expert Syst Appl 39(12):10552–10563. https://doi.org/10.1016/j.eswa.2012.02.159

    Article  Google Scholar 

  • Wu WW (2008) Choosing knowledge management strategies by using a combined ANP and DEMATEL approach. Expert Syst Appl 35(3):828–835. https://doi.org/10.1016/j.eswa.2007.07.025

    Article  Google Scholar 

  • Yang JL, Tzeng GH (2011) An integrated MCDM technique combined with DEMATEL for a novel cluster-weighted with ANP method. Expert Syst Appl 38(3):1417–1424. https://doi.org/10.1016/j.eswa.2010.07.048

    Article  Google Scholar 

  • Yang Y, Shieh H, Leu J, Tzeng G-H (2008) A novel hybrid MCDM model combined with DEMATEL and ANP with applications. Int J Oper Res 5(3):160–168

    Google Scholar 

Download references

Acknowledgements

The work presented in this paper has been supported by the Croatian Science Foundation under the project, ‘Development of a methodological framework for strategic decision-making in higher education—a case of open and distance learning (ODL) implementation’. Project Number: IP-2014-09-7854. Details about the project can be found at the project website, http://higherdecision.foi.hr/en. This paper is a journal version of the paper, ‘Decision-Making with the Analytic Network Process’, which was presented at the SOR 2017 Conference.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Nikola Kadoić.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kadoić, N., Divjak, B. & Begičević Ređep, N. Integrating the DEMATEL with the analytic network process for effective decision-making. Cent Eur J Oper Res 27, 653–678 (2019). https://doi.org/10.1007/s10100-018-0601-4

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10100-018-0601-4

Keywords

Navigation