Multiple Criteria Decision Model Suggestion for Determination of Technological Innovation of Logistic Firms
Abstract
Abstract. The purpose of this study is to develop a model for determination of technological innovation level of logistic firms. The suggested model is used on the ranking of logistic firms listed in 2015 Fortune 500 Turkey according to their technological innovation levels. With this purpose, the study is conducted in two phases. In this first phase, a multiple criteria decision model is developed using Delphi Method to be used in determination of technological innovation levels of logistic firms. In the second phase, the suggested model is tested using Analytical Hierarchy Process (AHP), TOPSIS, VIKOR and Bord a method in order. Study findings show that the suggested model is applicable and can be used for determination of technological innovation level of logistic firms. Additionally, according to analysis results; it is concluded that “radical innovation” is the main criterion and “big data” is the most important sub-criterion. C firm is determined as having the highest level of technological innovation level.
Keywords. Logistics, Innovation, Technological Innovation, Delphi Method, AHP, TOPSIS, VIKOR, Borda.
JEL. O31, O35, Q55.
References
Acar, Z. (2010). Teknolojik Yetenek Yatırımlarının İşletmelerin Lojistik Hizmet Performansı Üzerine Etkileri.Akdeniz İİBF Dergisi, 20, 121-140.
Agus, F., Sholeh, R., & Hatta, H. R. (2014).Fuzzy Analytical Hierarchy Process for Land Sustainability Analysis Compared to Analytical Hierarchy Process.1st International Conference on Science and Technology for Sustainability, 1, 15-23.
Ahn, J., De Weck, O.L., & Steele, M. (2014).Credibility Assessment of Models and Sİmulations Based on NASA’s Models and Simulation Stadard Using the Delphi Method.System Engineering, 17(2), 237-247. doi. 10.1002/sys.21266
Antowicz, M. (2014). Logistic Innovation in Transport.Scientific Journal of Logistics, 10(1), 21-30.
Bellingkrodt, A., & Wallenburg, C. M. (2013). The Role of External Relationship for LSP Innovativeness: A Contingency Approach.Journal of Business Logistics, 34(3), 209-221. doi. 10.1111/jbl.12020
Busse, C., & Wallenburg, C. M. (2014). Firm-Level Innovation Management at Logistics Service Providers: An Exploration. International Journal of Logistics Research and Applications, 17(5), 396-419. doi. 10.1080/13675567.2013.871509
Casifo, S., Graziano, A.D. &Pappalardo, G. (2013).Using the Delphi Method to Evaluate Opinions of Public Transport Managers on Bus Safety.Safety Science, 57, 254-263. doi. 10.1016/j.ssci.2013.03.001
Chiu, W.Y., Tzeng, G. H., & Li, H.L. (2013).A New Hybrid MCDM Model Combining DANP with VIKOR to Improve e-store Business. Knowledge-Based Systems, 37, 48-61. doi 10.1016/j.knosys.2012.06.017
Day, J., & Bobeva, M. (2005).A Generic Toolkit for the Successful Management of Delphi Studies. Electronic Journal of Business Research Methods, 3(2), 103-116.
De Martino, M., Errichiello, L., Marasco, A.,&Morvillo, A. (2013).Logistics Innovation in Seaports: An Inter-Organizational Perspective. Research in Transportation Business&Management, 8, 123-133. doi. 10.1016/j.rtbm.2013.05.001
Gargaras, A. & Mugiene, I. (2013). Innovations of Information Management in Logistical Service Providing Companies. Rural Development Proceedings, 141-145.
Germain, R. (1996). The Role of Context and Structure in Radical and Incremental Logistics Innovation Adoption.Journal of Business Research, 35, 117-127. doi. 10.1016/0148-2963(95)00053-4
Glenn R.R., Genchev, S.E., & Daugherty, P.J. (2005). The Role of Resource Commitment and Innovation in Reverse Logistics Performance. International Journal of Physical Distribution & Logistics Management, 35(4), 233-257. doi. 10.1108/09600030510599913
Grawe, S.J. (2009). Logistics Innovation: A Literature-Based Conceptual Framework. The International Journal of Logistics Management, 20(3), 360-377. doi. 10.1108/09574090911002823
Ho, L.H., & Chang, P. Y. (2015). Innovation Capabilities, Service Capabilities and Corporate Performance in Logistics Services. International Journal of Organizational Innovation, 7(3), 24-33.
Hong, Y.P., Kim, Y. & Cin, B.C. (2015).Product-Service System and Firm Performance: The Mediating Role of Product and Process Technological Innovation. Emerging Markets Finance & Trade, 51, 975-984. doi. 10.1080/1540496X.2015.1061388
Hui-Ying, Z. & Shang, L. (2015).Intellectual Capital and Technological Innovation: The Mediating Role of Supply Chain Learning. International Journal of Innovation Science, 7(3),199-210. doi. 10.1260/1757-2223.7.3.199
Jadidi, O., Hong, T.S., Firouzi, F., Yusuff, R.M. & Zulkifli, N. (2008). TOPSIS and Fuzzy Multi-objective Model Integration for Supplier Selection Problem. Journal of Achievements in Materials and Manufacturing Engineering, 31(2), 762-769.
Jorm, A.F. (2015). Using the Delphi Expert Consensus Method in Mental Health Research.Australian & New Zealand Journal of Psychiatry, 49(10), 887-897. doi. 10.1177/0004867415600891
Kabir, G. & Hasin, M.A.A. (2013).Integrating Modified Delphi Method with Fuzzy AHP for Optimal Power Substation Location Selection. International Journal of MulticriteriaDecison Making, 3(4), 381- 398. doi. 10.1504/IJMCDM.2013.056654
Kandampully, J. (2002). Innovation as the Core Competency of a Service Organisation: The Role of Technology, Knowledge and Networks. European Journal of Innovation Management, 5(1), 18-26. doi. 10.1108/14601060210415144
Kang, D. & Park, Y. (2014). Review-based Measurement of Customer Satisfaction in Mobile Service: Sentiment Analysis and VIKOR Approach. Expert Systems with Applications, 41, 1041-1050. doi. 10.1016/j.eswa.2013.07.101
Karacaoğlu, Ö. C. (2009). ÖğretmenlerinSınıfİçiYeterliklerineİlişkinBirAraştırma (Ankara İliÖrneği). Elektronik Sosyal Bilimler Dergisi, Güz–2009, 8(30), 63–79.
Kardaras, D.M., Mamakou, X.J., Karakostas, B. & Gkourakoukis, G. (2013).An Approach to Hotel Services Dynamic Pricing Based on the Delphi Method and Fuzzy Cognitive Maps. International Federation for Information Processing, 412, 557-566. doi. 10.1007/978-3-642-41142-7_56
Kauko, K. &Palmroos, P. (2014).The Delphi Method in Forecasting Financial Markets- An Experimental Study.International Journal of Forecasting, 30, 313-327. doi. 10.1016/j.ijforecast.2013.09.007
Lee, V. H., Ooi, K.B., Chong, A. Y.L. &Seow, C. (2014).Creating Technological Innovation via Green Supply Chain Management: An Empirical Analysis.Expert Systems with Applications, 41, 6983-6994. doi. 10.1016/j.eswa.2014.05.022
Lin, C.Y. (2006). Influencing Factors on the Innovation in Logistics Technologies for Logistics Service Providers in Taiwan. The Journal of American Academy of Business, 9(2), 257-263.
Lin, C-Y. (2008). Determinants of The Adoption of Technological Innovations by Logistics Service Providers in China. International Journal of Technology Management & Sustainable Development, 7(1), 19-38. doi. 10.1386/ijtm.7.1.19_1
Lin, C.Y. &Ho, Y.H. (2008).An Empirical Study on Logistics Service Providers’ Intention to Adopt Green Innovations.Journal of Technology Management & Innovation, 3(1), 17-26.
Momeni, M., Maleki, M. H. &Afshari, M. A. (2011).A Fuzzy MCDM Approach Evaluating Listed Private Banks in Tehran Stock Exchange Based on Balanced Scorecard. International Journal of Business Administration, 2(1), 80-97. doi. 10.5430/ijba.v2n1p80
Oke, A. (2007). Innovation Types and Innovation Management Practices in Service Companies.International Journal of Operations and Production Management, 27, 564-587. doi. 10.1108/01443570710750268
Opricovic, S. &Tzeng, G.H. (2004).Compromise Solution by MCDM Methods: A Comparative Analysis of VIKOR and TOPSIS. European Journal of Operational Research, 156, 445-455. doi. 10.1016/S0377-2217(03)00020-1
Opricovic, S. &Tzeng, G.H. (2007).Extended VIKOR Method in Comparison with Outranking Methods”, European Journal of Operational Research, 178, 514-529. doi. 10.1016/j.ejor.2006.01.020
Panayides, P.M. (2006). Enhancing Innovation Capability Through Relationship Management and Implications for Performance. European Journal of Innovation Management, 9(4),466-483.10.1108/14601060610707876
Peker, İ., Ar, İ. M. &Yilmaz, E. (2015).Borsaİstanbul’da (BIST) İşlemGörenLojistikFirmalarınTeknolojikYenilikDüzeylerininBelirlenmesi.IV.UlusalLojistik and TedarikZinciriKongresiBildirilerKitabı, Gümüşhane, pp. 118-128.
Permela, A., Rantasila, K., Porthin, M., Hinkka, V. &Eckhardt, J. (2015).Multi-criteria Evaluation Method for Freight Logistics Innovations.IET Intelligent Transport Systems, 9(6), 662-669. doi. 10.1049/iet-its.2014.0187
Pourjavad, E. &Shirouyehzad, H. (2011).A MCDM Approach for Prioritizing Production Lines: A Case Study. International Journal of Business and Management, 6(10), 221-229.
Qu, Q., Chen, K.Y., Wei, Y.M., Liu, Y., Tsai, S.B. &Dong, W. (2015).Using Hybrid Model to Evaluate Performance of Innovation and Technology Professionals in Marine Logistics Industry.Mathematical Problems in Engineering, 2015, 1-8. doi. 10.1155/2015/361275
Saaty, T.L. (1986). Absolute and Relative Measurement with the AHP, The Most Livable Cities in the United States.Socio-Econ.Plann.Sci, 20(6), 327-331. doi. 10.1016/0038-0121(86)90043-1
Saaty, T.L. (2003). Decision-making with the AHP: Why is the Principal Eigenvector Necessary. European Journal of Operational Research, 145, 85-91. doi. 10.1016/S0377-2217(02)00227-8
Saaty, T.L. (2008). Decision Making with the Analytical Hierarchy Process. Int.J. Services Sciences, 1(1), 83-98. doi. 10.1504/IJSSci.2008.01759
Shih, H. S. (2008). Incremental Analysis for MCDM with an Application to Group TOPSIS.European Journal of Operational Research, 186, 720-734. doi. 10.1016/j.ejor.2007.02.012
Shong-Iee, I. S., Jian-Yu, F.K. & Cui, L. (2014).Assesing the Innovation Competence of a Third-Party Logistics Service Provider: A Survey Approach. Journal of Management Policy and Practice, 15(4), 64-79.
Soosay, C. A. & Hyland, P. W. (2004). Driving Innovation in Logistics: Case Studies in Distribution Centres.Creativity and Innovation Management, 13(1), 41-51 doi. 10.1111/j.1467-8691.2004.00292.x
Srinivas, K. & Krishna, K. (2009). Technological Innovations in the Indian Logistics Industry: The Case of Freight Handling. The IUP Journal of Infrastructure, 7(3-4), 115 -124.
Sumer, U (2008). Lojistik Yönetiminde Yenilikçi Çözümler. www.umutsumer.com, 20.10.2015.
Taşkın, E. (2014). İşletmelerde Yenilik Yönetiminin Önemi.PolitikEkonomik Durum, 202,s-7.
Üreten, S. (2013). Üretim/İşlemler Yönetimi Stratejik Kararlar and Karar Modelleri, Gözden Geçirilmiş 5.Baskı, Gazi Kitabevi, Ankara.
Venkatesh, V. G. (2015). Supplier Selection in Blood Bags Manufacturing Industry Using TOPSIS Model.International Journal of Operational Research, 24(4), 461-487. doi. 10.1504/IJOR.2015.072725
Wagner, S.M. (2008). Innovation Management in the German Transportation Industry.Journal of Business Logistics, 29(2), 215-231. doi. 10.1002/j.2158-1592.2008.tb00093.x
Wagner, S.M. &Sutter, R. (2012). A Qualitative Investigation of Innovation Between Third- Party Logistics Providers and Customers. International Journal of Production Economics, 140, 944-958. doi. 10.1016/j.ijpe.2012.07.018
Wang, Y. L. &Tzeng, g. H. (2012).Brand Marketing for Creating Brand Value Based on MCDM Model Combining DEMATEL with ANP and VIKOR Methods.Expert Systems with Applications, 39, 5600-5615. doi. 10.1016/j.eswa.2011.11.057
Yang, C. C. (2012).Assessing the Moderating Effect of Innovation Capability on the Relationship Between Logistics Service Capability and Firm Performance for Ocean Freight Forwarders.International Journal of Logistics Research and Applications, 15(1), 53-69. doi. 10.1080/13675567.2012.669469
Ziglio, E. (1996). The Delphi Method and its Contribution to Decision-Making.in: Alder M. and Ziglio, E. (Eds.), Gazing into the Oracle, The Delphi Method and Its Application to Social Policy and Public Health. London: Jessica Kingsley Publishers, 3-33.
DOI: http://dx.doi.org/10.1453/jsas.v3i1.724
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