How to cite this paper
Flores-Vilcapoma, L., Aliaga-Miranda, A., Callupe-Cueva, P., Porras-Rojas, M., Ponce-de-León-Berrios, J., Chavarry-Becerra, W & Lozano-Quisp, A. (2025). Predicting production costs in procurement logistics: A comparison of OLS regression and neural networks in a Peruvian paper company.Decision Science Letters , 14(2), 351-360.
Refrences
Adama, H. E., Popoola, O. A., Okeke, C. D., & Akinoso, A. E. (2024). Theoretical frameworks supporting IT and business strategy alignment for sustained competitive advantage. International Journal of Management & Entrepreneurship Re-search, 6(4), 1273-1287. https://doi.org/10.51594/ijmer.v6i4.1058
Bajpai, P. (2021). Nonwood plant fibers for pulp and paper. Elsevier.
Burton, A. L. (2021). OLS (Linear) regression. The encyclopedia of research methods in criminology and Criminal Justice, 2, 509-514.
Cen, C. C. (2023). Maximizing Business Success: The Influence of Human Resource Management Practices, Cost-Efficient Supply Chain Management, and Top Management Support on Financial Performance. AgBioForum, 25(1), 242-254.
Chauhan, S., & Meena, B. L. (2021). Introduction to pulp and paper industry: Global scenario. Physical Sciences Re-views, 6(5), 81-109. https://doi.org/10.1515/psr-2020-0014
Chopra, S., Meindl, P. (2007). Supply Chain Management. Strategy, Planning & Operation. In: Boersch, C., Elschen, R. (eds) Das Summa Summarum des Management. Gabler. https://doi.org/10.1007/978-3-8349-9320-5_22
Corboș, R. A., Bunea, O. I., & Jiroveanu, D. C. (2023). The effects of strategic procurement 4.0 performance on organizational competitiveness in the circular economy. Logistics, 7(1), 13. https://doi.org/10.3390/logistics7010013
Dai, M., Sun, M., Chen, B., Xie, H., Zhang, D., Han, Z., ... & Wang, Y. (2023). Advancing sustainability in China's pulp and paper industry requires coordinated raw material supply and waste paper management. Resources, Conservation and Recy-cling, 198, 107162. https://doi.org/10.1016/j.resconrec.2023.107162
Dastres, R., & Soori, M. (2021). Artificial neural network systems. International Journal of Imaging and Robotics (IJIR), 21(2), 13-25.
Del Rio, D. D. F., Sovacool, B. K., Griffiths, S., Bazilian, M., Kim, J., Foley, A. M., & Rooney, D. (2022). Decarbonizing the pulp and paper industry: A critical and systematic review of sociotechnical developments and policy options. Renewable and Sustainable Energy Reviews, 167, 112706. https://doi.org/10.1016/j.rser.2022.112706
Donyavi, S., Flanagan, R., Assadi-Langroudi, A., & Parisi, L. (2023). Understanding the complexity of materials procurement in construction projects to build a conceptual framework influencing supply chain management of MSMEs. International Journal of Construction Management, 24(2), 177–186. https://doi.org/10.1080/15623599.2023.2267862
Flores, J. A., Olivera, E., Flores, J. M., Contreras, Y. C., & Pulido, V. (2024). Responsible Ecological Behavior in Participa-tion, Resource Saving, Recycling and Reuse in Peruvian University Students. Journal of Ecohumanism, 3(4), 136-150.
Flores Vilcapoma, L. R. (2022). Gestión de aprovisionamiento y su efecto en los costos de producción de la empresa Softys-Perú.
Flores Vilcapoma, L. R. (2024). Logística de aprovisionamiento y su influencia en los costos de producción de la empresa Productos Tissue del Perú SAC.
Flores-Vilcapoma, L., Sanchez-Solis, Y., & Vicente-Ramos, W. (2021). The effect of production costs on the provisioning management of materials: Evidence from paper industry in Peru. Uncertain Supply Chain Management, 9(1), 99-106. Doi: 10.5267/j.uscm.2020.11.005
Flores-Vilcapoma, L. R., Sánchez-Solis, Y., Rodríguez, P. B. V., Alikhan-Calizaya, M. C., Ramírez-Medrano, P., Andia-Conislla, D. D., & Castellares, J. H. C. (2021). Procurement of materials: A resource to optimize costs in Peruvian small and medium-sized companies. Journal of Positive Psychology and Wellbeing, 5(4), 233-244.
Garcia, R., Calvez, I., Koubaa, A., Landry, V., & Cloutier, A. (2024). Sustainability, Circularity, and Innovation in Wood-based Panel Manufacturing in the 2020s: Opportunities and Challenges. Current Forestry Reports, 10(6), 420-441. https://doi.org/10.1007/s40725-024-00229-1
Hameri, AP, & Lehtonen, JM (2001). Estrategias de gestión de la producción y el suministro en las fábricas de papel nórdicas. Scandinavian Journal of Management, 17 (3), 379-396. https://doi.org/10.1016/S0956-5221(99)00042-1
Hendarto, T., Haanurat, A. I., & Dhakal, A. (2023). Does TQM affect Indonesian food sector production efficiently?. Revenue Journal: Management and Entrepreneurship, 1(1), 44-50. https://journal.assyfa.com/index.php/rjme/article/view/300
Innerlohinger, J. A. Man-made Cellulose Fibers in the View of Sustainability and Circularity. In Book of Abstracts (p. 51).
Jaboob, A. S., Awain, A. M. B., & Ali, K. A. M. (2024). Introduction to Operation and Supply Chain Management for Entre-preneurship. In Applying Business Intelligence and Innovation to Entrepreneurship (pp. 52-80). IGI Global. Doi: 10.4018/979-8-3693-1846-1.ch004
Palmer, A. M., & Cohen, D. H. (2020). Adapting to the Digital Age: Strategic Change in the Pulp and Paper Sec-tor. BioProducts Business, 69-86.
Pallete, F., Rivera, L., Tacza, L., Luna, A., & Chong, M. (2022). Distribution Network Optimization in the Peruvian Agro-Industrial Sector. In Algorithms and Computational Techniques Applied to Industry (pp. 341-363). Cham: Springer Interna-tional Publishing. https://doi.org/10.1007/978-3-031-00856-6_16
Pathak, P., & Sharma, C. (2023). Processes and problems of pulp and paper industry: an over-view. Physical Sciences Reviews, 8(2), 299-325. https://doi.org/10.1515/psr-2019-0042
Pérez Gilabert, F. A., & Pena Acevedo, J. L. (2022). The role played by supply chain strategies and supply chain integration in financial performance: An empirical study in Peru. Revista de Métodos Cuantitativos para la Economía y la Empresa, 33, 49-73. doi:10.46661/revmetodoscuanteconempresa.5906
Porter, M. (2003). Competitive Advantage by Michael Porter.
Puma-Flores, M., & Rosa-Díaz, I. M. (2024). Promoting sustainable agri-food systems through sustainability and responsible marketing: The case of peruvian companies at international trade shows. Journal of Cleaner Production, 448, 141568.
Karabağ, O., & Gökgür, B. (2023). Integrated optimisation of pricing, manufacturing, and procurement decisions of a make-to-stock system operating in a fluctuating environment. International Journal of Production Research, 61(24), 8423-8450. https://doi.org/10.1080/00207543.2022.2152127
Khursheed, S., Sharma, S., Paul, V. K., Al-Farouni, M., & Yoldosheva, C. (2024). Forecasting Delays and Budget overruns re-sulting from Material-Related Factors. In E3S Web of Conferences (Vol. 563, p. 02045). EDP Sciences.
Kumar, A., Pathak, P., & Dutt, D. (Eds.). (2021). Green Pulp and Paper Industry: Biotechnology for Ecofriendly Processing. Walter de Gruyter GmbH & Co KG.
Lakshmi, K., Mahaboob, B., Rajaiah, M. y Narayana, C. (2021). Estimación de parámetros de un modelo lineal mediante mí-nimos cuadrados ordinarios. J. Math. Comput. Sci., 11 (2), 2015-2030.
Monjur, M. E. I., & Akon, T. (2023). Supply chain management and logistics: How important interconnection is for business success. Open Journal of Business and Management, 11(5), 2505-2524. Doi: 10.4236/ojbm.2023.115139
Nguyen, C. (2024). Optimizing supply chain efficiency: a case study of operative purchasing at company X.
Rajabzadeh, H., Rabiee, M., & Sarkis, J. (2024). Sourcing from risky reverse channels: Insights on pricing and resilience strat-egies in sustainable supply chains. International Journal of Production Economics, 276, 109373.
Sakas, D. P., Giannakopoulos, N. T., Kanellos, N., Christopoulos, C., & Toudas, K. S. (2023). Determining Factors for Supply Chain Services Provider Selection and Long-Term Relationship Maintenance: Evidence from Greece. Logistics, 7(4), 73. https://doi.org/10.3390/logistics7040073
Sebata, D. (2024). Investigating How Logistics Operations Affect an Organization’s Financial Performance.
Smith, AD (2023). Potencial de marketing de productos de papel ecológicos: estudio de caso. Revista internacional de pre-visión empresarial e inteligencia de marketing, 8 (2), 157-178.
Suriani, M. J., Ilyas, R. A., Zuhri, M. Y. M., Khalina, A., Sultan, M. T. H., Sapuan, S. M., ... & Sharma, S. (2021). Critical re-view of natural fiber reinforced hybrid composites: Processing, properties, applications and cost. Polymers, 13(20), 3514. https://doi.org/10.3390/polym13203514
Suykens, J. A., Vandewalle, J. P., & De Moor, B. L. (2012). Artificial neural networks for modelling and control of non-linear systems. Springer Science & Business Media.
Vallenas, A., & Velarde, G. (2022). Análisis de flujo de materiales de los envases de cartón para bebidas para producción, consumo y comercio en Perú durante 2018. South Sustainability, 3(1), e052-e052.
Vaka, D. K. (2024). Enhancing Supplier Relationships: Critical Factors in Procurement Supplier Selection. Journal of Artifi-cial Intelligence, Machine Learning and Data Science, 2(1), 229-233. doi.org/10.51219/JAIMLD/dilip-kumar-vaka/74. https://doi.org/10.1016/j.ijpe.2024.109373
Vegas, E., Castanho, RA, Huanco, A., & Hermoza, R. (2024). Company, Environment, and the Sustainable Development. In ESG and Ecosystem Services for Sustainability (pp. 1-28). Doi: 10.4018/979-8-3693-3771-4.ch001
Wang, J., Wang, L., Gardner, D. J., Shaler, S. M., & Cai, Z. (2021). Towards a cellulose-based society: opportunities and chal-lenges. Cellulose, 28, 4511-4543. https://doi.org/10.1007/s10570-021-03771-4
Weisburd, D., Wilson, D. B., Wooditch, A., Britt, C., Weisburd, D., Wilson, D. B., ... & Britt, C. (2022). Multiple regres-sion. Advanced Statistics in Criminology and Criminal Justice, 15-72.
Bajpai, P. (2021). Nonwood plant fibers for pulp and paper. Elsevier.
Burton, A. L. (2021). OLS (Linear) regression. The encyclopedia of research methods in criminology and Criminal Justice, 2, 509-514.
Cen, C. C. (2023). Maximizing Business Success: The Influence of Human Resource Management Practices, Cost-Efficient Supply Chain Management, and Top Management Support on Financial Performance. AgBioForum, 25(1), 242-254.
Chauhan, S., & Meena, B. L. (2021). Introduction to pulp and paper industry: Global scenario. Physical Sciences Re-views, 6(5), 81-109. https://doi.org/10.1515/psr-2020-0014
Chopra, S., Meindl, P. (2007). Supply Chain Management. Strategy, Planning & Operation. In: Boersch, C., Elschen, R. (eds) Das Summa Summarum des Management. Gabler. https://doi.org/10.1007/978-3-8349-9320-5_22
Corboș, R. A., Bunea, O. I., & Jiroveanu, D. C. (2023). The effects of strategic procurement 4.0 performance on organizational competitiveness in the circular economy. Logistics, 7(1), 13. https://doi.org/10.3390/logistics7010013
Dai, M., Sun, M., Chen, B., Xie, H., Zhang, D., Han, Z., ... & Wang, Y. (2023). Advancing sustainability in China's pulp and paper industry requires coordinated raw material supply and waste paper management. Resources, Conservation and Recy-cling, 198, 107162. https://doi.org/10.1016/j.resconrec.2023.107162
Dastres, R., & Soori, M. (2021). Artificial neural network systems. International Journal of Imaging and Robotics (IJIR), 21(2), 13-25.
Del Rio, D. D. F., Sovacool, B. K., Griffiths, S., Bazilian, M., Kim, J., Foley, A. M., & Rooney, D. (2022). Decarbonizing the pulp and paper industry: A critical and systematic review of sociotechnical developments and policy options. Renewable and Sustainable Energy Reviews, 167, 112706. https://doi.org/10.1016/j.rser.2022.112706
Donyavi, S., Flanagan, R., Assadi-Langroudi, A., & Parisi, L. (2023). Understanding the complexity of materials procurement in construction projects to build a conceptual framework influencing supply chain management of MSMEs. International Journal of Construction Management, 24(2), 177–186. https://doi.org/10.1080/15623599.2023.2267862
Flores, J. A., Olivera, E., Flores, J. M., Contreras, Y. C., & Pulido, V. (2024). Responsible Ecological Behavior in Participa-tion, Resource Saving, Recycling and Reuse in Peruvian University Students. Journal of Ecohumanism, 3(4), 136-150.
Flores Vilcapoma, L. R. (2022). Gestión de aprovisionamiento y su efecto en los costos de producción de la empresa Softys-Perú.
Flores Vilcapoma, L. R. (2024). Logística de aprovisionamiento y su influencia en los costos de producción de la empresa Productos Tissue del Perú SAC.
Flores-Vilcapoma, L., Sanchez-Solis, Y., & Vicente-Ramos, W. (2021). The effect of production costs on the provisioning management of materials: Evidence from paper industry in Peru. Uncertain Supply Chain Management, 9(1), 99-106. Doi: 10.5267/j.uscm.2020.11.005
Flores-Vilcapoma, L. R., Sánchez-Solis, Y., Rodríguez, P. B. V., Alikhan-Calizaya, M. C., Ramírez-Medrano, P., Andia-Conislla, D. D., & Castellares, J. H. C. (2021). Procurement of materials: A resource to optimize costs in Peruvian small and medium-sized companies. Journal of Positive Psychology and Wellbeing, 5(4), 233-244.
Garcia, R., Calvez, I., Koubaa, A., Landry, V., & Cloutier, A. (2024). Sustainability, Circularity, and Innovation in Wood-based Panel Manufacturing in the 2020s: Opportunities and Challenges. Current Forestry Reports, 10(6), 420-441. https://doi.org/10.1007/s40725-024-00229-1
Hameri, AP, & Lehtonen, JM (2001). Estrategias de gestión de la producción y el suministro en las fábricas de papel nórdicas. Scandinavian Journal of Management, 17 (3), 379-396. https://doi.org/10.1016/S0956-5221(99)00042-1
Hendarto, T., Haanurat, A. I., & Dhakal, A. (2023). Does TQM affect Indonesian food sector production efficiently?. Revenue Journal: Management and Entrepreneurship, 1(1), 44-50. https://journal.assyfa.com/index.php/rjme/article/view/300
Innerlohinger, J. A. Man-made Cellulose Fibers in the View of Sustainability and Circularity. In Book of Abstracts (p. 51).
Jaboob, A. S., Awain, A. M. B., & Ali, K. A. M. (2024). Introduction to Operation and Supply Chain Management for Entre-preneurship. In Applying Business Intelligence and Innovation to Entrepreneurship (pp. 52-80). IGI Global. Doi: 10.4018/979-8-3693-1846-1.ch004
Palmer, A. M., & Cohen, D. H. (2020). Adapting to the Digital Age: Strategic Change in the Pulp and Paper Sec-tor. BioProducts Business, 69-86.
Pallete, F., Rivera, L., Tacza, L., Luna, A., & Chong, M. (2022). Distribution Network Optimization in the Peruvian Agro-Industrial Sector. In Algorithms and Computational Techniques Applied to Industry (pp. 341-363). Cham: Springer Interna-tional Publishing. https://doi.org/10.1007/978-3-031-00856-6_16
Pathak, P., & Sharma, C. (2023). Processes and problems of pulp and paper industry: an over-view. Physical Sciences Reviews, 8(2), 299-325. https://doi.org/10.1515/psr-2019-0042
Pérez Gilabert, F. A., & Pena Acevedo, J. L. (2022). The role played by supply chain strategies and supply chain integration in financial performance: An empirical study in Peru. Revista de Métodos Cuantitativos para la Economía y la Empresa, 33, 49-73. doi:10.46661/revmetodoscuanteconempresa.5906
Porter, M. (2003). Competitive Advantage by Michael Porter.
Puma-Flores, M., & Rosa-Díaz, I. M. (2024). Promoting sustainable agri-food systems through sustainability and responsible marketing: The case of peruvian companies at international trade shows. Journal of Cleaner Production, 448, 141568.
Karabağ, O., & Gökgür, B. (2023). Integrated optimisation of pricing, manufacturing, and procurement decisions of a make-to-stock system operating in a fluctuating environment. International Journal of Production Research, 61(24), 8423-8450. https://doi.org/10.1080/00207543.2022.2152127
Khursheed, S., Sharma, S., Paul, V. K., Al-Farouni, M., & Yoldosheva, C. (2024). Forecasting Delays and Budget overruns re-sulting from Material-Related Factors. In E3S Web of Conferences (Vol. 563, p. 02045). EDP Sciences.
Kumar, A., Pathak, P., & Dutt, D. (Eds.). (2021). Green Pulp and Paper Industry: Biotechnology for Ecofriendly Processing. Walter de Gruyter GmbH & Co KG.
Lakshmi, K., Mahaboob, B., Rajaiah, M. y Narayana, C. (2021). Estimación de parámetros de un modelo lineal mediante mí-nimos cuadrados ordinarios. J. Math. Comput. Sci., 11 (2), 2015-2030.
Monjur, M. E. I., & Akon, T. (2023). Supply chain management and logistics: How important interconnection is for business success. Open Journal of Business and Management, 11(5), 2505-2524. Doi: 10.4236/ojbm.2023.115139
Nguyen, C. (2024). Optimizing supply chain efficiency: a case study of operative purchasing at company X.
Rajabzadeh, H., Rabiee, M., & Sarkis, J. (2024). Sourcing from risky reverse channels: Insights on pricing and resilience strat-egies in sustainable supply chains. International Journal of Production Economics, 276, 109373.
Sakas, D. P., Giannakopoulos, N. T., Kanellos, N., Christopoulos, C., & Toudas, K. S. (2023). Determining Factors for Supply Chain Services Provider Selection and Long-Term Relationship Maintenance: Evidence from Greece. Logistics, 7(4), 73. https://doi.org/10.3390/logistics7040073
Sebata, D. (2024). Investigating How Logistics Operations Affect an Organization’s Financial Performance.
Smith, AD (2023). Potencial de marketing de productos de papel ecológicos: estudio de caso. Revista internacional de pre-visión empresarial e inteligencia de marketing, 8 (2), 157-178.
Suriani, M. J., Ilyas, R. A., Zuhri, M. Y. M., Khalina, A., Sultan, M. T. H., Sapuan, S. M., ... & Sharma, S. (2021). Critical re-view of natural fiber reinforced hybrid composites: Processing, properties, applications and cost. Polymers, 13(20), 3514. https://doi.org/10.3390/polym13203514
Suykens, J. A., Vandewalle, J. P., & De Moor, B. L. (2012). Artificial neural networks for modelling and control of non-linear systems. Springer Science & Business Media.
Vallenas, A., & Velarde, G. (2022). Análisis de flujo de materiales de los envases de cartón para bebidas para producción, consumo y comercio en Perú durante 2018. South Sustainability, 3(1), e052-e052.
Vaka, D. K. (2024). Enhancing Supplier Relationships: Critical Factors in Procurement Supplier Selection. Journal of Artifi-cial Intelligence, Machine Learning and Data Science, 2(1), 229-233. doi.org/10.51219/JAIMLD/dilip-kumar-vaka/74. https://doi.org/10.1016/j.ijpe.2024.109373
Vegas, E., Castanho, RA, Huanco, A., & Hermoza, R. (2024). Company, Environment, and the Sustainable Development. In ESG and Ecosystem Services for Sustainability (pp. 1-28). Doi: 10.4018/979-8-3693-3771-4.ch001
Wang, J., Wang, L., Gardner, D. J., Shaler, S. M., & Cai, Z. (2021). Towards a cellulose-based society: opportunities and chal-lenges. Cellulose, 28, 4511-4543. https://doi.org/10.1007/s10570-021-03771-4
Weisburd, D., Wilson, D. B., Wooditch, A., Britt, C., Weisburd, D., Wilson, D. B., ... & Britt, C. (2022). Multiple regres-sion. Advanced Statistics in Criminology and Criminal Justice, 15-72.