A KNOWLEDGE-BASED APPLICATION OF A SIX SIGMA-DMAIC TYPOLOGY IN PROCESS IMPROVEMENT: A CASE OF CABLE MANUFACTURING IN NIGERIA
Keywords:
Six Sigma-DMAIC, Community of practice, MSA, PCA, Experimental DesignAbstract
The case organization has, over the years, been plagued with a variety of production issues in the form of high rejection % of cable after extrusion owing to insulation surface faults, failed insulation thickness, low conductor diameter, and variability in cable dimensions, etc. Even though the case organization had previously employed several consulting firms to assist in resolving some of these issues, the problems continue to exist and threaten the business. This study examined the possible advantages of integrating the Knowledge Management (KM) approach into the Six Sigma-DMAIC (SS-DMAIC) implementation methodology in an organizational setting, even though hundreds of studies have already been done to examine different facets of Six Sigma. Descriptive and inferential statistics were used to analyze the collected data. Measurement System Analyses (MSA), Process Capability Analysis (PCA), Analysis of Variance (ANOVA), and Design of Experiment (DOE) with central composite design (CCD) were used in the study. The study's completion resulted in a peak improvement in process capability, with a significant reduction in Defects Per Million Opportunities (DPMO) from 13,900 to 10, improving the Sigma level from 3.7 to 5.2. The number of non-conformed cables rejected due to insulation surface flaws was reduced by 57% from the baseline value of 22,256 meters to 9,570 meters within the observed production quarters
References
Aboelmaged, M. (2010). Six Sigma Quality: A structure review and implications for future research. International Journal of Quality & Reliability Management, 27(3), 268-317.
AIAG (2010). Measurement Systems Analysis. AIAG reference manual, 4th ed., Michigan.
Alsagheer, A., and Mohammed, H. (2011). Applying Six Sigma to achieve enterprise sustainability: Preparations and aftermath of Six Sigma projects. Journal of Business &Economics Research. 9, (4).
Andersson, R., Eriksson, H., and Torstensson, H. (2006).Similarities and differences between TQM, Six Sigma, and Lean. The TQM Magazine, 18(3), 282-296.
Antony, J. (2004a).Six Sigma in the UK service organizations: Results from a pilot survey, Managerial Auditing Journal, 19(8), 1006-13.
Antony, J. (2004b). Some Pros and Cons of Six Sigma: An Academic Perspective. The TQM Magazine 16(4), 303-306.
Antony, J. (2022). Design of experiments and its role within Six Sigma. Design of Experiments for Engineers and Scientists (Third Edition), 223–231. https://doi.org/10.1016/B978-0-443-15173-6.00004-4
Baral L.M., Kifor C.V., and Bondrea I (2014). Assessing the Impact of DMAIC-Knowledge Management Methodology on Six Sigma Projects: An Evaluation through Participants’ Perception. In: Buchmann R., Kifor C.V., Yu J. (eds) Knowledge Science, Engineering and Management. KSEM 2014. Lecture Notes in Computer Science, vol 8793. Springer, Cham.
Ben Dabbabi, M., Aboulkacem, S., & Mazigh, C. (2024). Application of the Six Sigma approach in the clinical biochemistry laboratory. Clinica Chimica Acta, 558, 118703. https://doi.org/10.1016/j.cca.2024.118703
Bower, K.M. (2002). Process Capability Analysis Using Minitab (1). https://www.minitab.com.
Brkic, V.S., & Tomic, B. (2016). Employees’ factors importance in Lean Six Sigma concept, The TQM Journal, 28(5), pp.774–785.
Catherwood, P. (2002). What’s the difference between Six Sigma? Manufacturing Engineer, 81(8), 186–189.
Chang, C.-M., & Su, C.-T. (2007). Service process design and redesign by fusing the powers of design for Six Sigma and Lean. International Journal of Six Sigma and Competitive Advantage, 3(2), 171–91.
Cherrafi, A., Elfezazi, S., Chiarini, A., Mokhlis, A., & Benhida, K. (2016). The integration of lean manufacturing, Six Sigma, and sustainability: A literature review and future research directions for developing a specific model. Journal of Cleaner Production, 139, 828-846. https://doi.org/10.1016/j.jclepro.2016.08.101
Cupryk, M., Takahata, D., and Morusca, D. (2007). Crashing the schedule in DCS validation pharmaceutical projects with Lean Six Sigma and project management techniques: case study and discussion. Journal of Validation Technology, 13(3), 223-33.
Dagleish, S. (2005). Probing the Limits: ISO 9001 Proves Ineffective. Quality Magazine. Retrieved online from www.qualitymagazine.
Dahlgaard, J.,and Dahlgaard-Park, S., (2006). Lean Production, Six Sigma Quality, TQM, and Company Culture. The TQM Magazine 18(3), 263- 281.
Daniyan, I., Adeodu, A., Mpofu, K., Maladzhi, R., & Kana-Kana Katumba, M. G. (2022). Application of lean Six Sigma methodology using DMAIC approach for the improvement of bogie assembly process in the railcar industry. Heliyon, 8(3), e09043. https://doi.org/10.1016/j.heliyon.2022.e09043
Dasgupta, T. (2003). Using the six-sigma metric to measure and improve the performance of a supply chain. Total Quality Management and Business Excellence, 14(3), 355–366. https://doi.org/10.1080/1478336032000046652
De Koning, H., and De Mast, J. (2006). A Rational Reconstruction of Six Sigma’s Breakthrough Cookbook. International Journal of Quality and Reliability Management, 23(7), 766-787.
Ehie, I., and Sheu, C. (2005). Integrating Six Sigma and theory of constraints for continuous improvement: a case study. Journal of Manufacturing Technology Management, 16(5), 542-53.
Evans, J. R., & Lindsay, W. M. (2008).The Management and Control of Quality.The Management and Control of Quality, 768.
Gavagan, L., Arnejo, A., Dowling, A., & Maxwell, M. (2024). The application of Lean Six Sigma methodologies to Radiation Safety Training for Ancillary workers at the Regional Hospital in Mullingar. Physica Medica, 118, 103241. https://doi.org/10.1016/j.ejmp.2024.103241
Gowen, C., Stock, G.N. & Mcfadden, K.L (2008). Simultaneous implementation of Six Sigma and Knowledge Management in hospitals. International Journal of Production Research, Vol. 46, Issue 23.
Graves, A. (2014). Integrating Business Process Management with Six Sigma. Retrieved online from http://www.sixsigmadaily.com/integrating-business-process-management-six-sigma.
Gremlin, P. (2016). Integrating Value Stream Mapping and DMAIC methodology. A case study: Unpublished master’s thesis. Lulea University of Technology. Retrieved online on Nov. 16, 2017, from http://www.diva-portal.org.
Gupta, N. (2013). An application of DMAIC methodology for increasing the Yarn Quality in the Textile Industry. Journal of Mechanical and Civil Engineering. 6(1), 50–65.
Hussain, K., Sun, H., Ahmad, N., & Iqbal, M. (2024). Assessment of risk factors to Green, Lean, Six Sigma adoption in the construction sector: Integrated ISM-MICMAC approach. Heliyon, 10(12), e32749. https://doi.org/10.1016/j.heliyon.2024.e32749
Knowles, G., Whicker, L., Femat, J., & Canales, F. (2005). A Conceptual Model for the Application of Six Sigma Methodology to Supply Chain Improvement. International Journal of Logistics Research and Application, 8(1), 51–65.
Kwak, Y., and Anbari, F. (2004). Benefits, Obstacles, and Future of the Six Sigma Approach. Technovation, 26, (5/6), 708-715.
Martin, J.W. (2006). Lean Six Sigma for Supply Chain Management. McGraw-Hill, New York. In De Masty Lobberkoll, 2012.
Minitab 17 Statistical Software (2013). [Computer Software].Minitab Inc.
Moosa, K., and Sajid, A. (2010). Critical Analysis of Six Sigma Implementation. Total Quality Management, 21(7), 745-759.
Murugappan, M., and Keeni, G. (2003). Blending CMM and Six Sigma to meet business goals. IEEE Software,20(2), 42-8.
N. A. Maidin, S. M. Sapuan, M. T. Mastura, M. Y. M. Zuhri, Materials Selection of Thermoplastic Matrices of Natural Fibre Composites for Cyclist Helmet Using an Integration of DMAIC Approach in Six Sigma Method Together with Grey Relational Analysis Approach, Journal of Renewable Materials, Volume 11, Issue 5, 2023, Pages 2381–2397, https://doi.org/10.32604/jrm.2023.026549.
Oliveira, D., Teixeira, L., & Alvelos, H. (2023). Integration of Process Modeling and Six Sigma for defect reduction: A case study in a wind blade factory. Procedia Computer Science, 232, 3151-3160. https://doi.org/10.1016/j.procs.2024.02.131
Parast, M. M. (2011). The effect of Six Sigma projects on innovation and firm performance. International Journal of Project Management, 29(1), 45–55. https://doi.org/10.1016/j.ijproman.2010.01.006
Pepper, M.M.J., & Spedding, T.A. (2008). The evolution of Lean Six Sigma. International Journal of Quality and Reliability Management, 27(2), 138–155.
Pyzdek, T. (2003). The Six Sigma Handbook: A Complete Guide for Green Belts, Black Belts, and Managers at all levels, McGraw-Hill
Revere, L., & Black, K. (2003). Integrating Six Sigma with Total Quality Management: A case example for measuring medication errors. Journal of Healthcare Management, 48(6), 377–391.
Snee R. (1999). Why should statisticians pay attention to Six Sigma? Quality Progress, 100–3.
ThanhDat, N., Claudiu, K V., Zobia, R., & Lobont, L. (2016). Knowledge portal for the Six Sigma DMAIC process. Organization and Management of Industrial Processes, IOP Conference Series: Materials Science and Engineering, 145.
Uluskan, M., Godfrey, A., & Joines, J.A (2017). Integration of Six Sigma to traditional quality management theory: an empirical study on organizational performance. Total Quality Management & Business Excellence, 28(13-14).
Vicente, I., Godina, R., & Teresa Gabriel, A. (2024). Applications and future perspectives of integrating Lean Six Sigma and Ergonomics. Safety Science, 172, 106418. https://doi.org/10.1016/j.ssci.2024.106418.




3.png)
1.png)
1.png)
