Fuzzy DEMATEL Model for Evaluation Criteria of Business Intelligence
Saeed Rouhani, Amir Ashrafi, Samira Afshari
2014
Abstract
In response to an ever increasing competitive environment, today’s organizations intend to utilize business intelligence (BI) in order to promote their decision support. In other words, BI capabilities for enterprise systems would be essential to evaluate the enterprise systems. Hence, the key factors for evaluating intelligence-level of enterprise systems have been determined in past studies. More in this research, the causal relationships between criteria of each factor have been obtained to construct impact-relation map. To this aim, this study presents a new hybrid approach containing fuzzy set theory, and the decision making trial and evaluation laboratory (DEMATEL) method. This study considered six main factors for evaluation of BI for enterprise system include: analytical and intelligent decision-support, providing related experiment and integration with environmental information, optimization and recommended model, reasoning, enhanced decision-making tools, and stakeholders’ satisfaction; and have determined the root or cause criteria in each factor. In general, the outcomes of this study can be used as a basis for roadmap of differentiation of BI capabilities in the form of evaluation criteria. Also, it can provide an effective and useful model by separating criteria into cause group and effect group in an uncertainty environment.
References
- Alter, S. 2004. A Work System View Of Dss In Its Fourth Decade. Decision Support Systems, 38, 319-327.
- Bucher, T., Gericke, A. & Sigg, S. 2009. Process-Centric Business Intelligence. Business Process Management Journal, 15, 408-429.
- Büyüközkan, G. & Çifçi, G. 2012. A Novel Hybrid Mcdm Approach Based On Fuzzy Dematel, Fuzzy Anp And Fuzzy Topsis To Evaluate Green Suppliers. Expert Systems With Applications, 39, 3000-3011.
- Chang, T. H. & Wang, T. C. 2009. Using The Fuzzy Multi-Criteria Decision Making Approach For Measuring The Possibility Of Successful Knowledge Management. Information Sciences, 179, 355-370.
- Cheng, H., Lu, Y.-C. & Sheu, C. 2009. An OntologyBased Business Intelligence Application In A Financial Knowledge Management System. Expert Systems With Applications, 36, 3614-3622.
- Chou, Y. C., Sun, C. C. & Yen, H. Y. 2011. Evaluating The Criteria For Human Resource For Science And Technology (Hrst) Based On An Integrated Fuzzy Ahp And Fuzzy Dematel Approach. Applied Soft Computing.
- Doumpos, M. & Zopounidis, C. 2010. A Multicriteria Decision Support System For Bank Rating. Decision Support Systems, 50, 55-63.
- Duan, Y., Ong, V. K., Xu, M. & Mathews, B. 2011. Supporting Decision Making Process With “Ideal” Software Agents-What Do Business Executives Want? Expert Systems With Applications.
- Fontela, E. & Gabus, A. 1976. The Dematel Observer. Battelle Institute, Geneva Research Center.
- Ghazanfari, M., Jafari, M. & Rouhani, S. 2011. A Tool To Evaluate The Business Intelligence Of Enterprise Systems. Scientia Iranica.
- Gunasekaran, A. & Ngai, E. W. T. 2012. Decision Support Systems For Logistics And Supply Chain Management. Decision Support Systems, 52, 777-778.
- Hu, H. Y., Chiu, S. I., Cheng, C. C. & Yen, T. M. 2011. Applying The Ipa And Dematel Models To Improve The Order-Winner Criteria: A Case Study Of Taiwan's Network Communication Equipment Manufacturing Industry. Expert Systems With Applications, 38, 9674-9683.
- Isik, O., Jones, M. C. & Sidorova, A. 2011. Business Intelligence (Bi) Success And The Role Of Bi Capabilities. Intelligent Systems In Accounting, Finance And Management.
- Kimball, R. & Ross, M. 2002. The Data Warehouse Toolkit: The Complete Guide To Dimensional Modelling. New York Ua.
- Kristianto, Y., Gunasekaran, A., Helo, P. & Sandhu, M. 2012. A Decision Support System For Integrating Manufacturing And Product Design Into The Reconfiguration Of The Supply Chain Networks. Decision Support Systems, 52, 790-801.
- Lee, Y. C., Li, M. L., Yen, T. M. & Huang, T. H. 2010. Analysis Of Adopting An Integrated Decision Making Trial And Evaluation Laboratory On A Technology Acceptance Model. Expert Systems With Applications, 37, 1745-1754.
- Li, S. T., Shue, L. Y. & Lee, S. F. 2008. Business Intelligence Approach To Supporting Strategy-Making Of Isp Service Management. Expert Systems With Applications, 35, 739-754.
- Lin, Y. H., Tsai, K. M., Shiang, W. J., Kuo, T. C. & Tsai, C. H. 2009. Research On Using Anp To Establish A Performance Assessment Model For Business Intelligence Systems. Expert Systems With Applications, 36, 4135-4146.
- Liou, J. J. H., Yen, L. & Tzeng, G. H. 2008. Building An Effective Safety Management System For Airlines. Journal Of Air Transport Management, 14, 20-26.
- Luhn, H. P. 1958. A Business Intelligence System. Ibm Journal Of Research And Development, 2, 314-319.
- Mikroyannidis, A. & Theodoulidis, B. 2010. Ontology Management And Evolution For Business Intelligence. International Journal Of Information Management, 30, 559-566.
- Petrini, M. & Pozzebon, M. 2009. Managing Sustainability With The Support Of Business Intelligence: Integrating Socio-Environmental Indicators And Organisational Context. The Journal Of Strategic Information Systems, 18, 178-191.
- Power, D. J. & Sharda, R. 2007. Model-Driven Decision Support Systems: Concepts And Research Directions. Decision Support Systems, 43, 1044-1061.
- Ranjan, J. 2008. Business Justification With Business Intelligence. Vine, 38, 461-475.
- Rouhani, S., Ashrafi, A. & Afshari, S. 2013. Segmenting Critical Success Factors For Erp Implementation Using An Integrated Fuzzy Ahp And Fuzzy Dematel Approach. World Applied Sciences Journal, 22.
- Rouhani, S., Ghazanfari, M. & Jafari, M. 2011. Evaluation Model Of Business Intelligence For Enterprise Systems Using Fuzzy Topsis. Expert Systems With Applications.
- Sahay, B. & Ranjan, J. 2008. Real Time Business Intelligence In Supply Chain Analytics. Information Management & Computer Security, 16, 28-48.
- Sancho, J., Sánchez-Soriano, J., Chazarra, J. A. & Aparicio, J. 2008. Design And Implementation Of A Decision Support System For Competitive Electricity Markets. Decision Support Systems, 44, 765-784.
- Seyed-Hosseini, S., Safaei, N. & Asgharpour, M. 2006. Reprioritization Of Failures In A System Failure Mode And Effects Analysis By Decision Making Trial And Evaluation Laboratory Technique. Reliability Engineering & System Safety, 91, 872-881.
- Tsaur, S. H., Chang, T. Y. & Yen, C. H. 2002. The Evaluation Of Airline Service Quality By Fuzzy Mcdm. Tourism Management, 23, 107-115.
- Tseng, M. L. 2009. Using The Extension Of Dematel To Integrate Hotel Service Quality Perceptions Into A Cause-Effect Model In Uncertainty. Expert Systems With Applications, 36, 9015-9023.
- Tseng, M. L., Chen, Y. H. & Geng, P. Y. 2012. Integrated Model Of Hot Spring Service Quality Perceptions Under Uncertainty. Applied Soft Computing.
- Tzeng, G. H., Chiang, C. H. & Li, C. W. 2007. Evaluating Intertwined Effects In E-Learning Programs: A Novel Hybrid Mcdm Model Based On Factor Analysis And Dematel. Expert Systems With Applications, 32, 1028- 1044.
- Vujanovic, D., Momcilovic, V., Bojovic, N. & Papic, V. 2012. Evaluation Of Vehicle Fleet Maintenance Management Indicators By Application Of Dematel And Anp. Expert Systems With Applications.
- Wu, W. W. 2008. Choosing Knowledge Management Strategies By Using A Combined Anp And Dematel Approach. Expert Systems With Applications, 35, 828- 835.
- Wu, W. W. 2012. Segmenting Critical Factors For Successful Knowledge Management Implementation Using The Fuzzy Dematel Method. Applied Soft Computing, 12, 527-535.
- Wu, W. W. & Lee, Y. T. 2007. Developing Global Managers' Competencies Using The Fuzzy Dematel Method. Expert Systems With Applications, 32, 499- 507.
- Xu, L., Li, Z., Li, S. & Tang, F. 2007. A Decision Support System For Product Design In Concurrent Engineering. Decision Support Systems, 42, 2029- 2042.
- Yigitbasioglu, O. M. & Velcu, O. 2012. A Review Of Dashboards In Performance Management: Implications For Design And Research. International Journal Of Accounting Information Systems, 13, 41- 59.
- Zadeh, L. A. 1965. Fuzzy Sets. Information And Control, 8, 338-353.
- Zhou, Q., Huang, W. & Zhang, Y. 2011. Identifying Critical Success Factors In Emergency Management Using A Fuzzy Dematel Method. Safety Science, 49, 243-252.
Paper Citation
in Harvard Style
Rouhani S., Ashrafi A. and Afshari S. (2014). Fuzzy DEMATEL Model for Evaluation Criteria of Business Intelligence . In Proceedings of the 16th International Conference on Enterprise Information Systems - Volume 1: ICEIS, ISBN 978-989-758-027-7, pages 456-463. DOI: 10.5220/0004882404560463
in Bibtex Style
@conference{iceis14,
author={Saeed Rouhani and Amir Ashrafi and Samira Afshari},
title={Fuzzy DEMATEL Model for Evaluation Criteria of Business Intelligence},
booktitle={Proceedings of the 16th International Conference on Enterprise Information Systems - Volume 1: ICEIS,},
year={2014},
pages={456-463},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004882404560463},
isbn={978-989-758-027-7},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 16th International Conference on Enterprise Information Systems - Volume 1: ICEIS,
TI - Fuzzy DEMATEL Model for Evaluation Criteria of Business Intelligence
SN - 978-989-758-027-7
AU - Rouhani S.
AU - Ashrafi A.
AU - Afshari S.
PY - 2014
SP - 456
EP - 463
DO - 10.5220/0004882404560463