Discrete-Event Simulation of the Cocoa Value Chain in Puerto Asís, Colombia: Comparative Effects of Technification and Workforce Scaling
DOI:
https://doi.org/10.26439/ing.ind2026.n50.8548Keywords:
simulation, FlexSim, cocoa value chain, sustainable rural developmentAbstract
This study presents a detailed case analysis of the cocoa value chain in Puerto Asís, Colombia, using discrete-event simulation to evaluate the impacts of technification and workforce scaling on post-harvest productivity. We calibrated a baseline model that represents traditional practices using field data, achieving validation with a relative error below 5 %. We assessed four intervention scenarios through comparative performance analysis and one-way ANOVA (p < 0,05). The baseline model required 14,3 days to complete the post-harvest cycle, incurring losses of 22 %. The most efficient configuration, which integrated solar drying infrastructure and optimized workforce allocation (C1), reduced processing time to 8,2 days (43 % reduction) and decreased losses to 10 %, while enhancing production stability. The results indicate that moderate labor optimization, when combined with technological advancements, yields significantly greater improvements in processing time, loss reduction, and production stability compared to isolated labor expansion under identical operational conditions. Furthermore, the simulation framework developed in this study serves as a replicable decision-support tool for rural cocoa systems operating under structural constraints.
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Akimbekova, G., Espolov, T., Baimukhanov, A., Tazhibayeva, R., & Kontselidze, N. (2025). Digital transformation in agro-industrial complex: Technological innovations for sustainable development. In J. Machado, J. Trojanowska, F. Soares, P. Rea, S. Butdee & B. Gramescu (Eds.), Innovations in Mechatronics Engineering IV [Lecture Notes in Mechanical Engineering]. Springer. https://doi.org/10.1007/978-3-031-94223-5_36
Apraez Muñoz, J. J., Burgos Jimenez, G., & Burbano Ijaji, E. J. (2024). Caracterización morfoagronómica in situ de cacao nativo (Theobroma cacao L.) en Puerto Asís, Putumayo, Colombia. Revista de Investigación Agraria y Ambiental, 16(1), 81-102. https://doi.org/10.22490/21456453.7569
Awafo, E. A., & Owusu, P. A. (2022). Energy and water mapping of the cocoa value chain in Ghana. Sustainable Production and Consumption, 29, 341-356. https://doi.org/10.1016/j.spc.2021.10.027
Botero Montoya, L. H., Gutiérrez, N., Zuluaga, A., Gutiérrez, L. F., Gómez, J. O., Orozco, G. L., & Zartha, J. W. (2024). Proposal for sustainability-oriented innovation management model (MGI) for agro-industrial leather chain. Sustainability, 16(20), Article 8981. https://doi.org/10.3390/su16208981
Cao, W., & Tao, X. (2025). A study on the evolutionary game of the four-party agricultural product supply chain based on collaborative governance and sustainability. Sustainability, 17(4), Article 1762. https://doi.org/10.3390/su17041762
Castaneda, M., Herrera, M. M., & Méndez-Morales, A. (2023). A simulation-based approach for assessing innovation barriers in manufacturing firms. Technology in Society, 75, Article 102391. https://doi.org/10.1016/j.techsoc.2023.102391
Caviedes Rubio, D. I., Parra García, F. E., & Andrade Vargas, K. C. (2024). Ecological, economic and social impacts of the Colombian cocoa sector. La Granja: Revista de Ciencias de la Vida, 40(2), 50-64. https://doi.org/10.17163/lgr.n40.2024.03.
Cleland, J., MacLeod, A., & Ellaway, R. H. (2023). CARDA: Guiding document analyses in health professions education research. Medical Education, 57(5), 406-417. https://doi.org/10.1111/medu.14964
Cortés, M. F., Parra, K., Rodríguez, D., Ardila, C., Escobar, S., Van Hoof, B., Mura, I., Rodríguez, J., & Medaglia, A. L. (2025). A value chain modeling approach for upscaling the production of fine flavor cocoa in Arauca (Colombia). International Transactions in Operational Research, 32(4), 2215-2247. https://doi.org/10.1111/itor.13563
Da Paixão Alves, V., Martin, D. G., Giannini, T. C., Junior, R. S., Guimarães, J. T. F., Moia, G. C. M., & Paes da Silva, R. N. (2025). The cocoa bioeconomy in the eastern Amazon: An integrated analysis of production, environmental degradation perceptions and socioeconomic factors among farmers. Agricultural Systems, 229, Article 104428. https://doi.org/10.1016/j.agsy.2025.104428
Enriquez, J. M. (2019). Análisis de los procesos de gestión de la innovación en organizaciones agropecuarias de I+D+i del Putumayo [Master’s thesis, Universidad Nacional de Colombia]. Repositorio de la Universidad Nacional de Colombia. https://repositorio.unal.edu.co/handle/unal/77072
Eremić Dodić, J., Stojković, S., & Sedlak, O. (2023). Analysis of economic indicators and application of quantitative methods in planning of seeding. Ratarstvo i Povrtarstvo, 60(3), 73-79. https://doi.org/10.5937/ratpov60-48285
Eugenija, S. (2022). Simulation and analysis of clothing production with FlexSim software. In S. Msahli & F. Debbabi (Eds.), Advances in Applied Research on Textile and Materials - IX. Proceedings of the 9th International Conference of Applies Research on Textile and Materials (CIRATM 2020). Springer. https://doi.org/10.1007/978-3-031-08842-1_63
Hayat, U., Li, W., Bie, H., Liu, S., Guo, D., & Cao, K. (2024). An overview of post-harvest technological advances and ripening techniques for increasing peach fruit quality and shelf life. Horticulturae, 10(1), Article 4. https://doi.org/10.3390/horticulturae10010004
Helmold, M. (2020). Lean Management and Kaizen. Springer. https://doi.org/10.1007/978-3-030-46981-8_10
Hering, S., Schäuble, N., Buck, T. M., Loretz, B., Rillmann, T., Stieneker, F., & Lehr, C.-M. (2021). Analysis and optimization of two film-coated tablet production processes by computer simulation: A case study. Processes, 9(1), Article 67. https://doi.org/10.3390/pr9010067
Hernanz, V., Quiroga, S., Suárez, C., & Aguiño, J. E. (2024). Exploring the role of community organisations as environmental vulnerability insurance for cacao smallholders in Colombia. Journal of Cleaner Production, 485, Article 144371. https://doi.org/10.1016/j.jclepro.2024.144371
Huo, J., Shi, Z., Zhu, W., Xue, H., & Chen, X. (2022). A multi-scenario simulation and optimization of land use with a Markov–FLUS coupling model: A case study in Xiong’an New Area, China. Sustainability, 14(4), Article 2425. https://doi.org/10.3390/su14042425
Kharraz, N., & Szabó, I. (2025). Hybrid plant growth: Integrating stochastic, empirical, and optimization models with machine learning for controlled environment agriculture. Agronomy, 15(1), Article 189. https://doi.org/10.3390/agronomy15010189
Khuwaileh, B. A., & Ababneh, A. Q. (2020). Probabilistic error upper bounds for verification and validation practices for nuclear reactor modelling and simulation. International Journal of Nuclear Energy Science and Technology, 14(1), 82-95. https://doi.org/10.1504/IJNEST.2020.108807
Kienzlen, A., & Verl, A. (2024). Methods for localization in multi-scale material flow simulation for virtual commissioning. In 2024 4th International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME). IEEE. https://doi.org/10.1109/ICECCME62383.2024.10797016
Kondratenko, I., Gudoshnikova, Y., Kotova, O. & Agapitova, L. (2024) Sustainable practices in the agro-industrial complex: A pathway to enhanced ecological stewardship. E3S Web Conf., 541, Article 03001. https://doi.org/10.1051/e3sconf/202454103001.
Kristiana, S. P. D., Asih, A. M. S., & Sudiarso, A. (2023). Designing simulation to improve production efficiency of batik industry. Simulation & Gaming, 54(6), 730-759. https://doi.org/10.1177/10468781231205667
Liu, Z. (2025). Rural land sustainability development planning and use by considering land multifunction values: A case study of analysis and simulation. Land Use Policy, 150, Article 107455. https://doi.org/10.1016/j.landusepol.2024.107455
Lorenc, A. (2024). Cross-docking layout optimization in FlexSim software based on cold chain 4PL company. Sustainability, 16(22), Article 9620. https://doi.org/10.3390/su16229620
Lopera Molano, A. M. (2022). Social appropriation of ICT and agricultural associations in the rural sector: A systematic literature review 2010–2020. Texto Livre, 15, e37365. https://doi.org/10.35699/1983-3652.2022.37365
Malik, A., Lamusa, A., Effendy, Rumangkang, O. E. C., & Muhardi. (2025). Important factors affecting production and marketing in a cocoa supply chain. Australian Journal of Crop Science, 19(2), 180-185. https://doi.org/10.21475/ajcs.25.19.02.p259
Mujica Mota, M., El Makhloufi, A., & Scala, P. (2019). On the logistics of cocoa supply chain in Côte d’Ivoire: Simulation-based analysis. Computers & Industrial Engineering, 137, Article 106034. https://doi.org/10.1016/j.cie.2019.106034
Paulo, H., Vieira, M., Gonçalves, B. S., Pinto-Varela, T., & Barbosa-Póvoa, A. P. (2022). Assessment of biomass supply chain design and planning using discrete-event simulation modeling. Computer Aided Chemical Engineering, 51(32), 967-972. https://doi.org/10.1016/B978-0-323-95879-0.50162-4
Pelzer, E., Bonifazi, M., Soulié, M., Guichard, L., Quinio, M., Ballot, R., & Jeuffroy, M.-H. (2020). Participatory design of agronomic scenarios for the reintroduction of legumes into a French territory. Agricultural Systems, 184, Article 102893. https://doi.org/10.1016/j.agsy.2020.102893
Pérez, J. A. C., Revilla, J. A. D., De León, G. J. L., Galang, J. A. D. J., Ani, A. C., Pasión, V.-R. B. A., Miranda, C. B., Robielos, R. A. C., & Delfin, M. A. C. (2026). Dynamic simulation tool for the analysis of the effects of man–machine ratio on productivity of test manufacturing of a semiconductor company. In H. Florez, L. Rabelo & C. Diaz (Eds.), Industrial Engineering and Operations Management (pp. 133-144). Springer. https://doi.org/10.1007/978-3-031-98235-4_10
Poloczek, R. (2025). Analysis of material flow and resource utilization in production systems with the use of turntables. Production Engineering Archives, 31(1), 137-144. https://doi.org/10.30657/pea.2025.31.13
Possik, J., Zacharewicz, G., Zouggar, A., & Vallespir, B. (2023). HLA-based time management and synchronization framework for lean manufacturing tools evaluation. Simulation, 99(4), 347-362. https://doi.org/10.1177/00375497221132577
Quintero Garcia, J. C., Castro Camacho, J. K., Rodríguez Polanco, L., & Criollo Nuñez, J. (2025). Development and validation of an inspection and compliance tool for sanitary requirements applied to cacao processing centers in the department of Huila. Vitae, 32(2), Article 358408. https://doi.org/10.17533/udea.vitae.v32n2a358408
Ramos-García, C., Roa, A. A. R., Gutiérrez, M. R., Morales, S. F., & Tamayo, A. M. R. (2024). Social appropriation of knowledge for disaster risk management: Lessons learned from an experience with communities in Cundinamarca, Colombia. Revista de Estudios Latinoamericanos sobre Reducción del Riesgo de Desastres, 8(1), 234-253. https://doi.org/10.55467/reder.v8i1.153
Rodríguez, L. P. M., & Sánchez, P. A. S. (2023) Social appropriation of knowledge applying the knowledge management methodology. Case study: San Miguel de Sema, Boyacá. AG Managment, 1-13.
Romero-Rodríguez, J. M., Ramírez-Montoya, M. S., Aznar-Díaz, I., & Hinojo-Lucena, F. J. (2020). Social appropriation of knowledge as a key factor for local development and open innovation: A systematic review. Journal of Open Innovation: Technology, Market, and Complexity, 6(2), Article 44. https://doi.org/10.3390/joitmc6020044
Rushchitskaya, O., Kulikova, E., Kruzhkova, T., Kot, E., & Ruchkin, A. (2025). Innovative approaches to enhancing sustainability in agro-industrial complexes through renewable energy integration and precision agriculture technologies. E3S Web of Conferences, 614, Article 03001. https://doi.org/10.1051/e3sconf/202561403001
Sánchez Garavito, S. A. (2021). Campesinado y multiculturalidad en Colombia: El caso del municipio de Leguízamo en el departamento del Putumayo [Bachelor’s thesis, Universidad Estatal Paulista "Julio de Mesquita Filho"]. UNESP Institutional Repository. https://repositorio.unesp.br/server/api/core/bitstreams/0d62c89d-234d-4724-8c9b-e3d319791df3/content
Savitri, Rangra, S., Monika, & Bhalla, T. C. (2021). Enzymes and Microbes in Agro-Processing. In D. K. Srivastava, A. K. Thakur, & P. K. Kumar (Eds.), Agricultural Biotechnology: Latest Research and Trends. Springer. https://doi.org/10.1007/978-981-16-2339-4_29
Sergeyeva, N. V. (2020). The Cost Planning and Cash Limits for Repair and Maintenance Work in the AIC. In A. Bogoviz (Eds.), Complex Systems: Innovation and Sustainability in the Digital Age (pp. 585-594). Springer. https://doi.org/10.1007/978-3-030-44703-8_64
Sharma, B. B., Vaidya, P., Kumar, N, Tiwari, A, Bansal, S., Faruque M. R. I, & Al-Mugren K. S. (2025). Enhancing post-harvest sustainability in temperate crops through smart IoT-integrated indirect solar dryer. Scientific Reports, 15, Article 28608. https://doi.org/10.1038/s41598-025-13499-x
Smirnova, E. A., & Postnova, M. V. (2020). Increasing labor productivity as the major line of agricultural industry development. International scientific-practical conference: Agriculture and food security: Technology, innovation, markets, human resources, (FIES 2019). BIO Web of Conferences, 17, Article 00207. https://doi.org/10.1051/bioconf/20201700207
Smith, N. T., Muller Spiti, J., Padley, J., & Davies, E (2024). Mapping simulation-based activities for health professionals in rural and remote contexts in high-income countries: a scoping review protocol. JBI Evidence Synthesis, 22(8). https://journals.lww.com/jbisrir/fulltext/2024/08000/mapping_simulation_based_activities_for_health.11.aspx
Sreekar, C. H., Hari Krishna, K., & Vamsi Krishna, P. (2020). Decision-Making System for Accepting/Rejecting an Order in MTO Environment. In M. Shunmugam & M. Kanthababu (Eds.), Advances in Simulation, Product Design and Development. Lecture Notes on Multidisciplinary Industrial Engineering (pp. 437-450). Springer. https://doi.org/10.1007/978-981-32-9487-5_35
Turner, A. M. M., Grobbelaar, S. S., Salie, F., & Nieuwoudt, M. (2025). From idea to market in the local medical device value chain: A conceptual framework. IEEE Engineering Management Review, 53(2), 63-84. https://doi.org/10.1109/EMR.2024.3409943
Wang, N., Liu, F., & Zhang, L. (2025). Mechanism and simulation analysis of cross-regional vegetable production and marketing docking in big cities based on evolutionary game. Frontiers in Sustainable Food Systems, 9, Article 1560865. https://doi.org/10.3389/fsufs.2025.1560865
Wang, X., Liu, Y., He, Y., Li, N., Mu, H., & Bai, Y. (2020). Achieving manufacturing excellence through the integration of process planning change and data-driven simulation. Journal of Physics: Conference Series, 1693(1), Article 012045. https://doi.org/10.1088/1742-6596/1693/1/012045
Wolff, A., & Knutas, A. (2023). Tangible data exploration: Creating card games for sensemaking. In Proceedings of the 46th ICT and electronics convention (MIPRO 2023) (pp. 50-55). IEEE. https://doi.org/10.23919/MIPRO57284.2023.10159800
Yani, M., Machfud, Asrol, M., Hambali, E., Papilo, P., Mursidah, S., & Marimin, M. (2022). An adaptive fuzzy multi-criteria model for sustainability assessment of sugarcane agroindustry supply chain. IEEE Access, 10, 5497-5517. https://doi.org/10.1109/ACCESS.2022.3140519
Yu, Z., Zeng, Z., Zhuang, B., & He, F. (2025). Research on optimal planting scheme based on linear programming model. In Proceedings of the 2025 international conference on machine learning and neural networks (MLNN 2025) (pp. 276-284). ACM. https://doi.org/10.1145/3747227.3747271
Zhdanov, V., Logacheva, E., Yarosh, V., & Ivashina, A. (2021). Optimisation of repair and maintenance costs for electrical equipment in agricultural enterprises. BIO Web of Conferences, 37, Article 00103. https://doi.org/10.1051/bioconf/20213700103
Zhu, G., Zhou, X., Yi, X., Xie, Q., Lou, Z., Shen, J., Wang, X., & Zhao, Y. (2021). Construction and evaluation of the typical technology pattern of farmer cooperatives for grain harvest-storage in China[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 37(10), 235-244. https://www.aeeisp.com/nygcxb/en/article/doi/10.11975/j.issn.1002-6819.2021.10.028?viewType=citedby-info









