IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i14p8550-d861430.html
   My bibliography  Save this article

Analysis of the Specialization Patterns of an Agricultural Innovation System: A Case Study on the Banana Production Chain (Colombia)

Author

Listed:
  • Santiago Quintero

    (School of Engineering, Universidad Pontificia Bolivariana, Medellin 050031, Colombia)

  • Diana P. Giraldo

    (School of Engineering, Universidad Pontificia Bolivariana, Medellin 050031, Colombia)

  • William Orjuela Garzon

    (Agronomic Engineering Faculty, Universidad del Tolima, Ibague 730006, Colombia)

Abstract

The learning approach, understood as the process through which agribusiness creates knowledge and develops capabilities, is key to understanding the voluntary effort made by the firm to acquire the capabilities necessary to compete in an agricultural innovation system (AIS) and improve their transition to sustainability. In this framework, learning is understood as a complex phenomenon emerging alongside specialization. Agent-based modelling (ABM) has proven to be an appropriate method of analysis for such phenomena; however, existing models have limitations related to the bounded rationality of agents, their relational proximity, and market forces. In order to help overcome these limitations, we propose this model representing the local dynamics of competing and collaborating innovation agents, and the complementarity of their capabilities. The model makes it possible to study the dynamics of local learning and how patterns of specialization emerge, and to improve the transfer and adoption of technologies (smart farming), increasing their productivity and sustainability, and reducing their environmental impact in an agricultural innovation system. It also provides a point of reference to guide policies, programs, and strategies aiming to improve the system’s economic and innovative performance. To achieve this objective, we use a case study of the banana production chain to build an agent-based model.

Suggested Citation

  • Santiago Quintero & Diana P. Giraldo & William Orjuela Garzon, 2022. "Analysis of the Specialization Patterns of an Agricultural Innovation System: A Case Study on the Banana Production Chain (Colombia)," Sustainability, MDPI, vol. 14(14), pages 1-12, July.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:14:p:8550-:d:861430
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/14/8550/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/14/8550/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Howells, Jeremy, 2006. "Intermediation and the role of intermediaries in innovation," Research Policy, Elsevier, vol. 35(5), pages 715-728, June.
    2. Bengt-Åke Lundvall, 2007. "National Innovation Systems—Analytical Concept and Development Tool," Industry and Innovation, Taylor & Francis Journals, vol. 14(1), pages 95-119.
    3. Pietrobelli, Carlo & Rabellotti, Roberta, 2011. "Global Value Chains Meet Innovation Systems: Are There Learning Opportunities for Developing Countries?," World Development, Elsevier, vol. 39(7), pages 1261-1269, July.
    4. Elmar Kiesling & Markus Günther & Christian Stummer & Lea Wakolbinger, 2012. "Agent-based simulation of innovation diffusion: a review," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 20(2), pages 183-230, June.
    5. Cooke, Philip, 2001. "Regional Innovation Systems, Clusters, and the Knowledge Economy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 945-974, December.
    6. Michael Fritsch & Viktor Slavtchev, 2011. "Determinants of the Efficiency of Regional Innovation Systems," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 905-918.
    7. Holland, John H & Miller, John H, 1991. "Artificial Adaptive Agents in Economic Theory," American Economic Review, American Economic Association, vol. 81(2), pages 365-371, May.
    8. Elvira Uyarra, 2010. "What is evolutionary about ‘regional systems of innovation’? Implications for regional policy," Journal of Evolutionary Economics, Springer, vol. 20(1), pages 115-137, January.
    9. John F. Padgett & Doowan Lee & Nick Collier, 2003. "Economic production as chemistry," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(4), pages 843-877, August.
    10. Ghasan Fahim Huseien & Kwok Wei Shah, 2021. "Potential Applications of 5G Network Technology for Climate Change Control: A Scoping Review of Singapore," Sustainability, MDPI, vol. 13(17), pages 1-26, August.
    11. Petra Ahrweiler & Andreas Pyka & Nigel Gilbert, 2004. "Simulating Knowledge Dynamics In Innovation Networks (Skin)," World Scientific Book Chapters, in: Roberto Leombruni & Matteo Richiardi (ed.), Industry And Labor Dynamics The Agent-Based Computational Economics Approach, chapter 14, pages 284-296, World Scientific Publishing Co. Pte. Ltd..
    12. Gilsing, Victor & Nooteboom, Bart, 2006. "Exploration and exploitation in innovation systems: The case of pharmaceutical biotechnology," Research Policy, Elsevier, vol. 35(1), pages 1-23, February.
    13. Simona Iammarino, 2005. "An evolutionary integrated view of Regional Systems of Innovation: Concepts, measures and historical perspectives," European Planning Studies, Taylor & Francis Journals, vol. 13(4), pages 497-519, June.
    14. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    15. Cristina Ponsiglione & Ivana Quinto & Giuseppe Zollo, 2018. "Regional Innovation Systems as Complex Adaptive Systems: The Case of Lagging European Regions," Sustainability, MDPI, vol. 10(8), pages 1-19, August.
    16. Klerkx, Laurens & Aarts, Noelle & Leeuwis, Cees, 2010. "Adaptive management in agricultural innovation systems: The interactions between innovation networks and their environment," Agricultural Systems, Elsevier, vol. 103(6), pages 390-400, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhigao Liu & Yimei Yin & Weidong Liu & Michael Dunford, 2015. "Visualizing the intellectual structure and evolution of innovation systems research: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(1), pages 135-158, April.
    2. Sanghamitra Chakravarty & Georgina Mercedes Gómez, 2024. "A Development Lens to Frugal Innovation: Bringing Back Production and Technological Capabilities into the Discourse," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 36(1), pages 82-101, February.
    3. Cristian Barra & Nazzareno Ruggiero, 2022. "How do dimensions of institutional quality improve Italian regional innovation system efficiency? The Knowledge production function using SFA," Journal of Evolutionary Economics, Springer, vol. 32(2), pages 591-642, April.
    4. Hervás-Oliver, José-Luis & Parrilli, Mario Davide & Rodríguez-Pose, Andrés & Sempere-Ripoll, Francisca, 2021. "The drivers of SME innovation in the regions of the EU," Research Policy, Elsevier, vol. 50(9).
    5. Moutinho, Ricardo & Au-Yong-Oliveira, Manuel & Coelho, Arnaldo & Manso, José Pires, 2015. "Beyond the “Innovation's Black-Box”: Translating R&D outlays into employment and economic growth," Socio-Economic Planning Sciences, Elsevier, vol. 50(C), pages 45-58.
    6. Hugo Pinto & Jorge André Guerreiro & Manuel Fernández-Esquinas, 2023. "Sources of knowledge in the firm: a review on influential, internal and contextual factors in innovation dynamics," SN Business & Economics, Springer, vol. 3(2), pages 1-32, February.
    7. Alberdi Pons , Xabier & Gibaja Martíns, Juan José & Parrilli, Mario Davide, 2014. "Intermediaries and Regional Innovation Systemic behavior: A typology for Spain," Papers in Innovation Studies 2014/20, Lund University, CIRCLE - Centre for Innovation Research.
    8. Valentina De Marchi & Roberto Grandinetti, 2017. "Regional Innovation Systems or Innovative Regions? Evidence from Italy," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 108(2), pages 234-249, April.
    9. Watkins, Andrew & Papaioannou, Theo & Mugwagwa, Julius & Kale, Dinar, 2015. "National innovation systems and the intermediary role of industry associations in building institutional capacities for innovation in developing countries: A critical review of the literature," Research Policy, Elsevier, vol. 44(8), pages 1407-1418.
    10. Santiago Quintero Ramírez & Walter Lugo Ruiz Castañeda & Jorge Robledo Velásquez, 2017. "Representation of unlearning in the innovation systems: A proposal from agent-based modeling," Estudios Gerenciales, Universidad Icesi, vol. 33(145), pages 366-376, November.
    11. Xiangping Jia, 2021. "Agro-Food Innovation and Sustainability Transition: A Conceptual Synthesis," Sustainability, MDPI, vol. 13(12), pages 1-24, June.
    12. Afris Widya-Hasuti & Abbas Mardani & Dalia Streimikiene & Ali Sharifara & Fausto Cavallaro, 2018. "The Role of Process Innovation between Firm-Specific Capabilities and Sustainable Innovation in SMEs: Empirical Evidence from Indonesia," Sustainability, MDPI, vol. 10(7), pages 1-26, June.
    13. Hervas-Oliver, Jose-Luis & Parrilli, Mario Davide & Sempere-Ripoll, Francisca, 2021. "SME modes of innovation in European catching-up countries: The impact of STI and DUI drivers on technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    14. Timo Kleiner‐Schäfer & Ingo Liefner, 2021. "Innovation success in an emerging economy: A comparison of R&D‐oriented companies in Turkey," Growth and Change, Wiley Blackwell, vol. 52(2), pages 963-989, June.
    15. Evelien Cronin & Sylvie Fosselle & Elke Rogge & Robert Home, 2021. "An Analytical Framework to Study Multi-Actor Partnerships Engaged in Interactive Innovation Processes in the Agriculture, Forestry, and Rural Development Sector," Sustainability, MDPI, vol. 13(11), pages 1-19, June.
    16. Kim, Jinhee & Lee, Keun, 2022. "Local–global interface as a key factor in the catching up of regional innovation systems: Fast versus slow catching up among Taipei, Shenzhen, and Penang in Asia," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    17. Vanhaverbeke, Wim & Li, Ying & Van de Vrande, Vareska, 2009. "The dual role of external corporate venturing in technological exploration," MPRA Paper 26488, University Library of Munich, Germany, revised 2010.
    18. Andrés Rodríguez-Pose & Fabrice Comptour, 2010. "Do clusters generate greater innovation and growth? An analysis of European regions," Working Papers 2010-15, Instituto Madrileño de Estudios Avanzados (IMDEA) Ciencias Sociales.
    19. Emanuela Todeva & Ruslan Rakhmatullin, 2016. "Industry Global Value Chains, Connectivity and Regional Smart Specialisation in Europe. An Overview of Theoretical Approaches and Mapping Methodologies," JRC Research Reports JRC102801, Joint Research Centre.
    20. Souzanchi Kashani, Ebrahim & Roshani, Saeed, 2019. "Evolution of innovation system literature: Intellectual bases and emerging trends," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 68-80.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:14:y:2022:i:14:p:8550-:d:861430. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.