Applying System Dynamics to Evaluate Lean Manufacturing Interventions in a Traditional Bakery: A Case-based Conceptual Approach
DOI:
https://doi.org/10.24002/ijieem.v8i1.11805Keywords:
5S, causal loop diagram, lean manufacturing, SME bakery, system dynamics, workflow efficiencyAbstract
Small and medium-sized enterprises (SMEs) in the traditional food sector often face operational inefficiencies caused
by disorganized workspaces, inefficient layouts, and limited adoption of structured improvement practices. These
challenges are particularly evident in small bakeries where manual production processes and spatial constraints disrupt
workflow continuity. This study aims to analyze the relationships between operational inefficiencies and Lean
Manufacturing interventions using a System Dynamics approach. A qualitative case study was conducted at Toko Roti
Gelora, a traditional bakery in Jakarta, Indonesia. Data were collected through direct observation, informal interviews,
and document analysis over a ten-week field study. Lean diagnostic tools, including Value Stream Mapping and
Fishbone Diagram analysis, were employed to identify sources of operational waste. The findings were synthesized into
a Causal Loop Diagram (CLD) to represent feedback structures influencing production efficiency. The results identify
four key feedback loops shaping the bakery’s operations: two reinforcing loops representing the escalation of
inefficiencies and the development of Lean culture, and two balancing loops representing system stabilization through
5S implementation and layout improvements. These interactions suggest how Lean interventions may contribute to
reducing search time, motion waste, waiting time, and excess inventory while supporting the development of workplace
discipline over time. The study contributes by integrating Lean Manufacturing and System Dynamics to propose a
systemic framework for analyzing operational efficiency in SME production systems.
References
Algassem, F. S. (2016). Integration of Lean Six Sigma with multi-agent systems in the food distribution industry in small to medium enterprises (SMEs). 0–278.
Alkhoraif, A., Rashid, H., & McLaughlin, P. (2019). Lean implementation in small and medium enterprises: Literature review. Operations Research Perspectives, 6(December 2018), 100089.
Batwara, A., Sharma, V., Makkar, M., & Giallanza, A. (2024). Impact of smart sustainable value stream mapping – Fuzzy PSI decision-making framework. Sustainable Futures, 7(May), 100201.
Belete, G. (2024). Modeling Of Lean Six-Sigma for Food Processing Industries to Reducing Waste Through Process Control (In Case of Senselet Food Processing PLC) [Bahir Dar University].
Belhadi, A., Kamble, S. S., Zkik, K., Cherrafi, A., & Touriki, F. E. (2020). 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.
Bevilacqua, M., Ciarapica, F. E., Marcucci, G., & Mazzuto, G. (2020). Fuzzy Cognitive Maps analysis of Green Supply Chain Management: A case study approach. IFAC-PapersOnLine, 53(2), 17481–17486.
Chiarini, A. (2014). Sustainable manufacturing-greening processes using specific Lean Production tools: An empirical observation from European motorcycle component manufacturers. Journal of Cleaner Production, 85, 226–233.
Cierniak-Emerych, A., & Golej, R. (2019). Effect of Implementation of the 5S Practices on Working Conditions and Health of Employees. In N. T. Nguyen, R. Chbeir, E. Exposito, P. Aniorté, & B. Trawiński (Eds.), Computational Collective Intelligence (pp. 369–382). Springer International Publishing.
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.
Dey, P. K., Malesios, C., Chowdhury, S., Saha, K., Budhwar, P., & De, D. (2022). Adoption of circular economy practices in small and medium-sized enterprises: Evidence from Europe. International Journal of Production Economics, 248(March), 108496.
Díaz-Reza, J. R., Mousavi, S. H., Sánchez-Ramírez, C., & García-Alcaraz, J. L. (2024). Achieving social sustainability through lean manufacturing practices: Insights from structural equation model and system dynamics. Journal of Cleaner Production, 448(February).
Fernández-Arribas, C. L., Ponte, B., & Fernández, I. (2024). Shaping closed-loop supply chain dynamics: Mitigating the bullwhip effect and improving customer satisfaction in production systems with material reuse. Computers and Industrial Engineering, 195(July).
Gomez Segura, M., Oleghe, O., & Salonitis, K. (2020). Analysis of lean manufacturing strategy using system dynamics modelling of a business model. International Journal of Lean Six Sigma, 11(5), 863–891.
Gonçalves, M. T., & Salonitis, K. (2017). Lean Assessment Tool for Workstation Design of Assembly Lines. Procedia CIRP, 60, 386–391.
Gupta, P., & Vardhan, S. (2016). Optimizing OEE, productivity and production cost for improving sales volume in an automobile industry through TPM: A case study. International Journal of Production Research, 54(10), 2976–2988.
Habib, M. A., Rizvan, R., & Ahmed, S. (2023). Implementing lean manufacturing for improvement of operational performance in a labeling and packaging plant: A case study in Bangladesh. Results in Engineering, 17(September 2022), 100818.
Helmold, M., & Terry, B. (2021). Lean Principles in Operations and Supply. In Operations and Supply Management 4.0: Industry Insights, Case Studies and Best Practices (pp. 65–76). Springer International Publishing.
Ikatrinasari, Z. F., & Kosasih, K. (2021). Waste Elimination To Increase Productivity in Small Medium Industries, Kembangan, West Jakarta. Iccd, 3(1), 308–311.
Imansuri, F., Febriyanto, R. D., Pratama, I. R., Sumasto, F., & Aisyah, S. (2023). Perancangan Tata Letak Gudang dengan Membandingkan Metode Dedicated Storage dan Class-Based Storage ( Studi Kasus : Perusahaan Komponen Otomotif ). Jurnal Serambi Engineering, VIII(4), 7465–7476.
Kazançoğlu, Y., Ekinci, E., Mangla, S. K., Sezer, M. D., Choudhary, S., & Dora, M. (2024). Smart Closed-Loop Food Supply Chain in Circular Economy. IEEE Transactions on Engineering Management, 71, 12346–12363.
Kosasih, W., Pujawan, I. N., Karningsih, P. D., & Shee, H. (2023). Integrated lean-green practices and supply chain sustainability framework. Cleaner and Responsible Consumption, 11(September), 100143.
Kundgol, S., Petkar, P., & Gaitonde, V. N. (2019). Implementation of value stream mapping (VSM) upgrading process and productivity in aerospace manufacturing industry. Materials Today: Proceedings, 46, 4640–4646.
Latha, B. M., & Raghavendra, N. V. (2022). Productivity improvement using SWCT principle in continuous manufacturing Industry: A case study. Materials Today: Proceedings, 52, 950–956.
Meadows, D. H., & Wright, D. (2008). Thinking in Systems: A Primer. Chelsea Green Publishing.
Mohan Sharma, K., & Lata, S. (2018). Effectuation of Lean Tool “5S” on Materials and Work Space Efficiency in a Copper Wire Drawing Micro-Scale Industry in India. Materials Today: Proceedings, 5(2), 4678–4683.
Muotka, S., Togiani, A., & Varis, J. (2023). A Design Thinking Approach: Applying 5S Methodology Effectively in an Industrial Work Environment. Procedia CIRP, 119, 363–370.
Nagaraj Kamath, H., & Rodrigues, L. L. R. (2020). The new conceptual model for print management: Total production management. International Journal of Productivity and Quality Management, 29(3), 285–308.
Narassima, M. S., Aashrith, V., Aldo Ronald, C., Anbuudayasankar, S. P., & Thenarasu, M. (2023). Implementation of lean principles in the yarn manufacturing industry: a system dynamics approach. Benchmarking, December.
Noto, G., & Cosenz, F. (2021). Introducing a strategic perspective in lean thinking applications through system dynamics modelling: the dynamic Value Stream Map. Business Process Management Journal, 27(1), 306–327.
Pourmatin, M., & Ilkhani, A. (2024). Extending system dynamics simulation and lean thinking for enhancing operational efficiency : a food industry case study. International Journal on Food System Dynamics, 15(5), 557–572.
Pratama, W., Yanuar, A., & Rendra, M. (2019). Design of Improvement to Minimize Motion Waste in Production of Head Casing Part at PT. Multi-Instrumentasi with Lean Manufacturing Approach. Advances in Intelligent Systems Research, 17(Icoemis), 344–350.
Purwojatmiko, B. H., Cessari, R. A., Ambarwati, L., & Sumasto, F. (2024). Comparative Study of RCCP and System Dynamics in Productivity. IJIEM (Indonesian Journal of Industrial Engineering & Management), 5(3), 778–787.
Putri, N. T., & Dona, L. S. (2019). Application of lean manufacturing concept for redesigning facilities layout in Indonesian home-food industry: A case study. TQM Journal, 31(5), 815–830.
Ranjith Kumar, R., Ganesh, L. S., & Rajendran, C. (2021). An entropy-based approach to 5S maturity. Materials Today: Proceedings, 46, 8103–8110.
Rejeb, A., Appolloni, A., Rejeb, K., Treiblmaier, H., Iranmanesh, M., & Keogh, J. G. (2023). The role of blockchain technology in the transition toward the circular economy: Findings from a systematic literature review. Resources, Conservation and Recycling Advances, 17(December 2022), 200126.
Rodriguez-Quispe, A. V., Salvatierra-Hoyos, B. K., Quiroz-Flores, J. C., & Collao-Díaz, M. F. (2022). Increasing the level of service through the implementation of 5S and MRP tools in SMEs marketing pharmaceutical products: An empirical research in Peru. 3rd South American International Industrial Engineering and Operations Management Conference, 3(July), 1631–1642.
Rosa, C., Silva, F. J. G., & Ferreira, L. P. (2017). Improving the Quality and Productivity of Steel Wire-rope Assembly Lines for the Automotive Industry. Procedia Manufacturing, 11(June), 1035–1042.
Setiawannie, Y., Marikena, N., Yudha Pratama, A., & Utama, P. (2022). The Effect of Facility Layout Improvement on the Production Process at PT. X. Agustus, 3(2), 140–150.
Sharma, S. S., Shukla, D. D., & Sharma, B. P. (2019). Analysis of lean manufacturing implementation in SMEs: A “5S” technique. In Lecture Notes in Mechanical Engineering. Springer Singapore.
Sholihah, Q., Kelvin, S. P., Kuncoro, W., Irianto, C., Setyanto, N. W., & Rahman, A. (2020). Analysis 5S implementation of management system using fault tree analysis (FTA) method. International Journal of Advanced Science and Technology, 29(5 Special Issue), 1534–1538.
Sterman, J. (2000). Business Dynamics: Systems Thinking and Modeling for a Complex World. Irwin/McGraw-Hill.
Sumasto, F., Akbar, M. R., Fajri, S., & Husna, H. (2023). Peningkatan Value Added dalam Industri Tahu melalui Penerapan Lean Manufacturing dan Analisis Waste. Jurnal Serambi Engineering, VIII(4), 7338–7347.
Sumasto, F., Arliananda, D. A., Imansuri, F., Aisyah, S., & Purwojatmiko, B. H. (2023). Enhancing Automotive Part Quality in SMEs through DMAIC Implementation: A Case Study in Indonesian Automotive Manufacturing. Quality Innovation Prosperity, 27(3), 57–74.
Sumasto, F., Gurning, R. H., Marizka, D. A., Imansuri, F., Imdam, I. A., Pratama, I. R., & Satria, A. (2025). Dynamic modeling of inventory systems under supplier delay: A system dynamics approach. Journal Industrial Services, 11(2).
Sumasto, F., Riyanto, A., Pratama, I. R., Imansuri, F., & Putri, A. (2023). Meningkatkan Produktivitas di Sektor Otomotif ( Studi Kasus : Yanto ’ s Truck Seat Service ). Jurnal Serambi Engineering, VIII(4), 7356–7369.
Sumasto, F., Safril, S., Imansuri, F., & Wirandi, M. (2022). Penerapan Manajemen Kualitas Terpadu Pada Industri Makanan Skala Mikro, Kecil Dan Menengah (Studi Kasus Umkm Nasi Goreng). Jurnal PASTI (Penelitian dan Aplikasi Sistem dan Teknik Industri), 16(3), 274.
Sumasto, F., Satria, P., & Rusmiati, E. (2022). Implementasi Pendekatan DMAIC untuk Quality Improvement pada Industri Manufaktur Kereta Api. Jurnal INTECH Teknik Industri Universitas Serang Raya, 8(2), 161–170.
Tortorella, G. L., Narayanamurthy, G., & Thurer, M. (2021). Identifying pathways to a high-performing lean automation implementation: An empirical study in the manufacturing industry. International Journal of Production Economics, 231(August 2020), 107918.
Womack, J. P., & Jones, D. T. (1997). Lean Thinking—Banish Waste and Create Wealth in your Corporation. Journal of the Operational Research Society, 48(11), 1148–1148.
Zulfikar, M. R., Rizqullah, A. N., Pratama, E. S., Febrianti, S., Azhar, F. Al, & Anwar, A. (2022). Analysis of Total Productive Maintenance (TPM) Using Overall Equipment Effectiveness (OEE) Approach on Cartoner Machine at PT. ABC. Italienisch, 12(2), 459–467.
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Copyright (c) 2026 Fredy Sumasto, Najla Aulia, Arif Setiadi, Fahriza Putra Zaman, Muhammad Raihan Adil, Febriza Imansuri, Indra Rizki Pratama, Dianasanti Salati, B. Handoko Purwojatmiko

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