Innovative Lean Six Sigma: Digital Tools and Analytics for Transformation
Keywords:
Lean Six Sigma, Digital Transformation, Process Improvement, Predictive AnalyticsAbstract
Innovative Lean Six Sigma embodies the fusion of traditional process improvement philosophies with emerging digital technologies, empowering organizations to attain higher levels of efficiency, agility, and competitiveness in an increasingly data-driven era. This study examines the evolution of Lean Six Sigma and its digital transformation through the integration of technologies such as Artificial Intelligence (AI), Machine Learning (ML), the Internet of Things (IoT), Big Data Analytics, Cloud Computing, and Simulation. These enablers enhance process visibility, decision accuracy, and predictive capabilities, fundamentally reshaping how quality and performance are managed. The paper explores diverse applications across manufacturing, healthcare, services, and supply chain management, demonstrating the adaptability and strategic significance of digital Lean Six Sigma. Additionally, it analyzes key challenges—including technological maturity, data management, workforce capability gaps, and cultural resistance—and proposes strategies for effective implementation. The study concludes by identifying emerging trends and future opportunities where predictive analytics, automation, and continuous improvement converge to sustain innovation and competitive advantage. Ultimately, Innovative Lean Six Sigma is positioned not merely as an operational framework but as a strategic catalyst for digital transformation and long-term organizational resilience.Downloads
References
Utama, Dana Marsetiya, and Millenia Abirfatin. "Sustainable Lean Six-sigma: A new framework for improve sustainable manufacturing performance." Cleaner Engineering and Technology 17 (2023): 100700.
Shingo, Shigeo. The sayings of Shigeo Shingo: Key strategies for plant improvement. Routledge, 2018.
Huang, Jing, et al. "The role of lean six sigma in driving sustainable manufacturing practices: an analysis of the relationship between lean six sigma principles, data-driven decision making, and environmental performance." Frontiers in Environmental Science 11 (2023): 1184488.
Raval, Shruti J., and Ravi Kant. "Study on Lean Six Sigma frameworks: a critical literature review." International Journal of Lean Six Sigma 8.3 (2017): 275-334.
Näslund, Dag. "Lean, six sigma and lean sigma: fads or real process improvement methods?." Business process management journal 14.3 (2008): 269-287.
Bhat, Shreeranga, et al. "Lean Six Sigma for the healthcare sector: a multiple case study analysis from the Indian context." International Journal of Quality & Reliability Management 37.1 (2020): 90-111.
Gaikwad, Lokpriya, and Vivek Sunnapwar. "An integrated Lean, Green and Six Sigma strategies: a systematic literature review and directions for future research." The TQM Journal 32.2 (2020): 201-225.
Kumar, Pramod, et al. "Integration between lean, six sigma and industry 4.0 technologies." International Journal of Six Sigma and Competitive Advantage 13.1-3 (2021): 19-37.
Núñez-Merino, Miguel, et al. "Information and digital technologies of Industry 4.0 and Lean supply chain management: a systematic literature review." International Journal of Production Research 58.16 (2020): 5034-5061.
Sordan, Juliano Endrigo, et al. "Contact points between Lean Six Sigma and Industry 4.0: a systematic review and conceptual framework." International Journal of Quality & Reliability Management 39.9 (2022): 2155-2183.
Ahmad, Raja Wasim, et al. "Integrating Lean Six Sigma with blockchain technology for quality management–a scoping review of current trends and future prospects." The TQM Journal 35.7 (2023): 1609-1631.
Emiliani, Mario L. "Origins of lean management in America: The role of Connecticut businesses." Journal of management History 12.2 (2006): 167-184.
Tomac, Nikola, Radoslav Radonja, and Jasminka Bonato. "Analysis of Henry Ford’s contribution to production and management." Pomorstvo 33.1 (2019): 33-45.
Tomlin, Brian. "Managing supply-demand risk in global production: Creating cost-effective flexible networks." Business Horizons 57.4 (2014): 509-519.
Dekier, Łukasz. "The origins and evolution of Lean Management system." Journal of International Studies 5.1 (2012): 46-51.
Gil-Vilda, Francisco, Jose A. Yaguee-Fabra, and Albert Sunyer. "From lean production to lean 4.0: a systematic literature review with a historical perspective." Applied Sciences 11.21 (2021): 10318.
Iuga, Maria Virginia, and Claudiu Vasile Kifor. "Lean manufacturing: The when, the where, the who." Land Forces Academy Review 18.4 (2013): 404-410.
Antony, Jiju, et al. "The evolution and future of lean Six Sigma 4.0." The TQM Journal 35.4 (2023): 1030-1047.
Gremyr, Ida, and Jean‐Baptiste Fouquet. "Design for Six Sigma and lean product development." International Journal of Lean Six Sigma 3.1 (2012): 45-58.
Snee, Ronald D. "Lean Six Sigma–getting better all the time." International Journal of Lean Six Sigma 1.1 (2010): 9-29.
Maleyeff, John, Edward A. Arnheiter, and Venkat Venkateswaran. "The continuing evolution of lean six sigma." The TQM Journal 24.6 (2012): 542-555.
Prabhushankar, G. V., et al. "The origin, history and definition of Six Sigma: a literature review." International Journal of Six Sigma and Competitive Advantage 4.2 (2008): 133-150.
Raisinghani, Mahesh S., et al. "Six Sigma: concepts, tools, and applications." Industrial management & Data systems 105.4 (2005): 491-505.
Khandekar, Ashutosh S., and Vishal N. Sulakhe. "Six Sigma-The Revival of TQM." International Journal of Mechanical Engineering and Robotics Research 3.1 (2014): 50-58.
Kumar, U. Dinesh. "Six Sigma—Status and Trends." Handbook of Performability Engineering (2008): 225-234.
Pepper, Matthew PJ, and Trevor A. Spedding. "The evolution of lean Six Sigma." International journal of quality & reliability management 27.2 (2010): 138-155.
Salah, Souraj, Abdur Rahim, and Juan A. Carretero. "The integration of Six Sigma and lean management." International journal of lean Six Sigma 1.3 (2010): 249-274.
Raval, Shruti J., Ravi Kant, and Ravi Shankar. "Lean Six Sigma implementation: modelling the interaction among the enablers." Production Planning & Control 29.12 (2018): 1010-1029.
Hohmeier, Kenneth C., et al. "The Lean Six Sigma Define, Measure, Analyze, Implement, Control (LSS DMAIC) Framework: an innovative strategy for quality improvement of pharmacist vaccine recommendations in community pharmacy." Pharmacy 10.3 (2022): 49.
Garza-Reyes, Jose Arturo, et al. "Lean and green–synergies, differences, limitations, and the need for Six Sigma." IFIP international conference on advances in production management systems. Berlin, Heidelberg: Springer Berlin Heidelberg, 2014.
Francescatto, Matheus, et al. "Lean Six Sigma case studies literature overview: critical success factors and difficulties." International Journal of Productivity and Performance Management 72.1 (2023): 1-23.
Albliwi, Saja, et al. "Critical failure factors of Lean Six Sigma: a systematic literature review." International Journal of Quality & Reliability Management 31.9 (2014): 1012-1030.
De Koning, Henk, et al. "Lean six sigma in healthcare." The Journal for Healthcare Quality (JHQ) 28.2 (2006): 4-11.
Samanta, Alok Kumar, Varaprasad G, and Anand Gurumurthy. "Implementing lean six sigma in health care: a review of case studies." International Journal of Lean Six Sigma 14.1 (2023): 158-189.
Adeodu, Adefemi, et al. "Development of an improvement framework for warehouse processes using lean six sigma (DMAIC) approach. A case of third party logistics (3PL) services." Heliyon 9.4 (2023).
Raval, Shruti J., Ravi Kant, and Ravi Shankar. "Benchmarking the Lean Six Sigma performance measures: a balanced score card approach." Benchmarking: An International Journal 26.6 (2019): 1921-1947.
Caiado, Rodrigo, et al. "Towards sustainability through green, lean and six sigma integration at service industry: Review and framework." Technological and Economic Development of Economy 24.4 (2018): 1659-1678.
Tay, Huay Ling, and Hui Shan Loh. "Digital transformations and supply chain management: a Lean Six Sigma perspective." Journal of Asia Business Studies 16.2 (2022): 340-353.
Lameijer, Bart A., Wilmer Pereira, and Jiju Antony. "The implementation of Lean Six Sigma for operational excellence in digital emerging technology companies." Journal of manufacturing technology management 32.9 (2021): 260-284.
Tissir, Siham, et al. "Lean Six Sigma and Industry 4.0 combination: Scoping review and perspectives." Total Quality Management & Business Excellence 34.3-4 (2023): 261-290.
Sodhi, Harsimran. "When industry 4.0 meets lean six sigma: a review." Industrial Engineering Journal 13.1 (2020): 1-12.
Tarantino, Anthony. Smart Manufacturing: The lean six sigma way. John Wiley & Sons, 2022.
Gupta, Shivam, Sachin Modgil, and Angappa Gunasekaran. "Big data in lean six sigma: a review and further research directions." International Journal of Production Research 58.3 (2020): 947-969.
Letchumanan, L. Thiruvarasu, et al. "Analyzing the factors enabling green lean six sigma implementation in the industry 4.0 era." Sustainability 14.6 (2022): 3450.
Rathi, Rajeev, et al., eds. Lean Six Sigma 4.0 for Operational Excellence Under the Industry 4.0 Transformation. CRC Press, 2023.
Liutkevičienė, Indrė, Niels Gorm Malý Rytter, and David Hansen. "Leveraging capabilities for digitally supported process improvement: a framework for combining Lean and ERP." Business Process Management Journal 28.3 (2022): 765-783.
Chiarini, Andrea, and Maneesh Kumar. "Lean six sigma and industry 4.0 integration for operational excellence: evidence from Italian manufacturing companies." Production planning & control 32.13 (2021): 1084-1101.
Mitra, Sarbani, Bishakh Chanda, and Partha Bhattacharya. "Supply chain management with application of lean six sigma and artificial intelligence: an integrated empirical investigation." Journal of Supply Chain Management Systems 10 (2021).
Chen, Tin-Chih Toly, and Yi-Chi Wang. Artificial intelligence and lean manufacturing. Springer, 2022.
Najafi, Behzad, Amir Najafi, and Arshad Farahmandian. "The impact of artificial intelligence and blockchain on six sigma: A systematic literature review of the evidence and implications." IEEE Transactions on Engineering Management 71 (2023): 10261-10294.
Park, Sung Hyun, Su Mi Dahlgaard-Park, and Dong-Chun Kim. "New paradigm of lean six sigma in the 4th industrial revolution era." Quality Innovation Prosperity 24.1 (2020): 1-16.
Dogan, Onur, and Omer Faruk Gurcan. "Data perspective of lean six sigma in industry 4.0 era: A guide to improve quality." Proceedings of the international conference on industrial engineering and operations management. Southfield, MI, USA: IEOM Society, 2018.
Perera, Achinthya D., et al. "The application of machine learning to consolidate critical success factors of lean six sigma." IEEE Access 9 (2021): 112411-112424.
Escobar, Carlos Alberto, et al. "Quality 4.0–an evolution of Six Sigma DMAIC." International journal of lean six sigma 13.6 (2022): 1200-1238.
Khalil, Hani Abdulwahab. A Reinforcement Learning Approach to Sequential Acceptance Sampling as a Critical Success Factor for Lean Six Sigma. The University of Wisconsin-Milwaukee, 2020.
Rane, Santosh B., Sandesh Wavhal, and Prathamesh R. Potdar. "Integration of Lean Six Sigma with Internet of Things (IoT) for productivity improvement: a case study of contactor manufacturing industry." International Journal of System Assurance Engineering and Management 14.5 (2023): 1990-2018.
Gomathi Prabha, M., and M. Yuvaraja. "Development of an IoT integrated DMAIC model for process improvement in Indian SMEs: An empirical study." Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering 237.2 (2023): 589-601.
Anosike, Anthony, et al. "Lean manufacturing and internet of things–A synergetic or antagonist relationship?." Computers in Industry 129 (2021): 103464.
Jayaram, Athul. "Lean six sigma approach for global supply chain management using industry 4.0 and IIoT." 2016 2nd international conference on contemporary computing and informatics (IC3I). IEEE, 2016.
Sachdeva, Geeta. "Lean, Six Sigma, and Industry 4.0 technologies connection and inclusion." Lean Six Sigma 4.0 for Operational Excellence Under the Industry 4.0 Transformation. CRC Press, 2023. 47-57.
Martinho, R., Lopes, J., Jorge, D., et al. “Iot based automatic diagnosis for continuous improvement.” Sustainability, 14.15 (2022), 9687.
Kale, Vedant, et al. "Challenges of introducing lean Six Sigma, IoT in industry 4.0, and supply chain management: a review." Intelligent Manufacturing and Energy Sustainability: Proceedings of ICIMES 2021 (2021): 303-315.
Nozari, Hamed, and Alireza Aliahmadi. "Lean supply chain based on IoT and blockchain: Quantitative analysis of critical success factors (CSF)." Journal of Industrial and Systems Engineering 14.3 (2022): 149-167.
Belhadi, Amine, et al. "The integrated effect of Big Data Analytics, Lean Six Sigma and Green Manufacturing on the environmental performance of manufacturing companies: The case of North Africa." Journal of Cleaner Production 252 (2020): 119903.
Belhadi, Amine, et al. "A Big Data Analytics-driven Lean Six Sigma framework for enhanced green performance: a case study of chemical company." Production Planning & Control 34.9 (2023): 767-790.
Rifqi, Hanane, Abdellah Zamma, and Souad Ben Souda. "Lean 4.0, six Sigma-Big data toward future industrial opportunities and challenges: A literature review." Advances on Smart and Soft Computing: Proceedings of ICACIn 2020 (2020): 201-210.
Shanshan, Shang, Lyv Wenfei, and Luo Lijuan. "Applying lean six sigma incorporated with big data analysis to curriculum system improvement in higher education institutions." International Journal of System Assurance Engineering and Management 13.2 (2022): 641-656.
Rejikumar, G., A. Aswathy Asokan, and V. Raja Sreedharan. "Impact of data-driven decision-making in Lean Six Sigma: an empirical analysis." Total Quality Management & Business Excellence 31.3-4 (2020): 279-296.
Oktadini, Nabiła Rizky, and Kridanto Surendro. "SLA in cloud computing: Improving SLA's life cycle applying six sigma." 2014 International Conference on Information Technology Systems and Innovation (ICITSI). IEEE, 2014.
Yadav, Neeraj, Ravi Shankar, and Surya Prakash Singh. "Impact of Industry4. 0/ICTs, Lean Six Sigma and quality management systems on organisational performance." The TQM Journal 32.4 (2020): 815-835.
Hariyani, Dharmendra, and Sanjeev Mishra. "Drivers for the adoption of integrated sustainable green lean six sigma agile manufacturing system (ISGLSAMS) and research directions." Cleaner engineering and technology 7 (2022): 100449.
Duc, M. Ly, et al. "Enhancing manufacturing excellence with Lean Six Sigma and zero defects based on Industry 4.0." Advances in Production Engineering & Management 18.1 (2023).
Tlapa, Diego, et al. "Effects of lean interventions supported by digital technologies on healthcare services: a systematic review." International journal of environmental research and public health 19.15 (2022): 9018.
Arcidiacono, Gabriele, and A. Pieroni. "The revolution lean six sigma 4.0." International Journal on Advanced Science, Engineering and Information Technology 8.1 (2018): 141-149.
Jeyaraman, K., and Leam Kee Teo. "A conceptual framework for critical success factors of lean Six Sigma: Implementation on the performance of electronic manufacturing service industry." International Journal of Lean Six Sigma 1.3 (2010): 191-215.
Asmae, Mohib, et al. "The utility of Lean Six Sigma (LSS) in the Supply Chain agro-industry." 2019 International Colloquium on Logistics and Supply Chain Management (LOGISTIQUA). IEEE, 2019.
Gutierrez-Gutierrez, Leopoldo, Sander De Leeuw, and Ruud Dubbers. "Logistics services and Lean Six Sigma implementation: a case study." International Journal of Lean Six Sigma 7.3 (2016): 324-342.
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