The Role of Platforms in Agricultural Data Value Creation

Yıl 2024, Cilt: 1 Sayı: 2, 1 - 8, 20.12.2024

Havva Uyar , Stamatia Rizou Spyros Fountas

Öz

This study explores the transformative role of digital platforms in the agricultural sector, focusing on how these platforms create value from data. The aim is to identify and analyze the key mechanisms, transparency and access, discovery and experimentation, prediction and optimization, customization and targeting, learning and crowdsourcing, and monitoring and adaptation, through which digital platforms convert agricultural data into actionable insights. Utilizing a qualitative approach, the study employs a structured literature review, mapping these mechanisms to relevant research in farming operations. The findings emphasize the critical importance of digital platforms in enhancing efficiency, sustainability, and profitability in agriculture. This research contributes to the broader discourse on technology-driven transformation in agriculture, offering insights into how digital platforms can help to capture value from agricultural data for all stakeholders.

Anahtar Kelimeler

Digital platforms, Agricultural data, Value creation, Big data analytics, Precision agriculture

Proje Numarası

MSCA-DN-101073381–EnTrust

Tarım Verilerinden Değer Üretiminde Platformların Rolü

Öz

Bu çalışma, tarım sektöründe dijital platformların dönüştürücü rolünü ele alarak, bu platformların veri üzerinden nasıl değer yarattığını incelemektedir. Araştırmanın amacı, dijital platformların tarımsal veriyi eyleme dönüştürülebilir içgörülere çevirdiği temel mekanizmaları belirlemek ve analiz etmektir. Şeffaflık ve erişim, keşif ve deneyim, tahmin ve optimizasyon, özelleştirme ve hedefleme, öğrenme ve kolektif bilgi birikimi ile izleme ve uyum sağlama bu mekanizmalar arasında yer almaktadır. Çalışma, nitel bir yöntem benimseyerek yapılandırılmış bir literatür incelemesi gerçekleştirmiş ve bu mekanizmaları tarımsal faaliyetlerle ilişkili araştırmalarla eşleştirmiştir. Araştırma bulguları, dijital platformların tarımda verimlilik, sürdürülebilirlik ve karlılığı artırmada kritik bir role sahip olduğunu ortaya koymaktadır. Bu çalışma, tarım sektöründe teknoloji odaklı dönüşümle ilgili literatüre katkı sağlayarak, dijital platformların tarımsal veriden tüm paydaşlar için nasıl değer elde edilebileceğine dair önemli içgörüler sunmaktadır.

Anahtar Kelimeler

Dijital platformlar, Tarımsal veri, Hassas tarım, Akıllı tarım, Veri değer artırımı

Proje Numarası

MSCA-DN-101073381–EnTrust

Kaynakça

• Anidu, A., & Dara, R. (2021). A review of data governance challenges in smart farming and potential solutions. 2021 IEEE International Symposium on Technology and Society (ISTAS), 1–8. https://doi.org/10.1109/ISTAS52410.2021.9629169
• Basel, A. M., Nguyen, K. T., Arnaud, E., & Craparo, A. C. W. (2023). The foundations of big data sharing: A CGIAR international research organization perspective. Frontiers in Environmental Science, 11. Scopus. https://doi.org/10.3389/fenvs.2023.1107393
• Borrero, J. D., & Mariscal, J. (2022). A Case Study of a Digital Data Platform for the Agricultural Sector: A Valuable Decision Support System for Small Farmers. Agriculture, 12(6), Article 6. https://doi.org/10.3390/agriculture12060767
• Bustamante, M. J. (2023). Digital platforms as common goods or economic goods? Constructing the worth of a nascent agricultural data platform. Technological Forecasting and Social Change, 192, 122549. https://doi.org/10.1016/j.techfore.2023.122549
• Carolan, M. (2022). Acting Like an Algorithm: Digital Farming Platforms and The Trajectories They (Need Not) Lock-in. In G. Desa & X. Jia (Eds.), Social Innovation and Sustainability Transition (pp. 107–119). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-18560-1_8
• Casado, R., & Younas, M. (2015). Emerging trends and technologies in big data processing. Concurrency and Computation: Practice and Experience, 27(8), 2078–2091. https://doi.org/10.1002/cpe.3398
• Ciasullo, M. V., Savastano, M., Douglas, A., Ferrara, M., & Fiorentino, S. (2024). How sustainable is smart farming? The contribution of service platforms to innovate Italian agribusinesses. https://doi.org/10.7433/s123.2024.03
• Coble, K. H., Mishra, A. K., Ferrell, S., & Griffin, T. (2018). Big Data in Agriculture: A Challenge for the Future. Applied Economic Perspectives and Policy, 40(1), 79–96. https://doi.org/10.1093/aepp/ppx056
• Eastwood, C., Turner, J. A., Romera, A., Selbie, D., Henwood, R., Espig, M., & Wever, M. (2023). A review of multi-scale barriers to transitioning from digital agriculture to a digital bioeconomy. CABI Reviews, 2023. https://doi.org/10.1079/cabireviews.2023.0002
• Falcão, R., Matar, R., Rauch, B., Elberzhager, F., & Koch, M. (2023). A Reference Architecture for Enabling Interoperability and Data Sovereignty in the Agricultural Data Space. Information, 14(3), Article 3. https://doi.org/10.3390/info14030197
• Gebresenbet, G., Bosona, T., Patterson, D., Persson, H., Fischer, B., Mandaluniz, N., Chirici, G., Zacepins, A., Komasilovs, V., Pitulac, T., & Nasirahmadi, A. (2023). A concept for application of integrated digital technologies to enhance future smart agricultural systems. Smart Agricultural Technology, 5. Scopus. https://doi.org/10.1016/j.atech.2023.100255
• Grover, V., Chiang, R. H. L., Liang, T.-P., & Zhang, D. (2018). Creating Strategic Business Value from Big Data Analytics: A Research Framework. Journal of Management Information Systems, 35(2), 388–423. https://doi.org/10.1080/07421222.2018.1451951
• Hackfort, S., Marquis, S., & Bronson, K. (2024). Harvesting value: Corporate strategies of data assetization in agriculture and their socio-ecological implications. Big Data & Society, 11(1), 20539517241234279. https://doi.org/10.1177/20539517241234279
• Janssen, S. J. C., Porter, C. H., Moore, A. D., Athanasiadis, I. N., Foster, I., Jones, J. W., & Antle, J. M. (2017). Towards a new generation of agricultural system data, models and knowledge products: Information and communication technology. Agricultural Systems, 155, 200–212. https://doi.org/10.1016/j.agsy.2016.09.017
• Jeremiah Baarbé, Meghan Blom, & Jeremy De Beer. (2019). A Proposed “Agricultural Data Commons” in Support of Food Security. The African Journal of Information and Communication (AJIC), 23. https://doi.org/10.23962/10539/27534
• Kaur, J., & Dara, R. (2023). Analysis of Farm Data License Agreements: Do Data Agreements Adequately Reflect on Farm Data Practices and Farmers’ Data Rights? Agriculture, 13(11), Article 11. https://doi.org/10.3390/agriculture13112170
• Kenney, M., Serhan, H., & Trystram, G. (2020). Digitization and Platforms in Agriculture: Organizations, Power Asymmetry, and Collective Action Solutions (SSRN Scholarly Paper 3638547). https://doi.org/10.2139/ssrn.3638547
• Kieti, J., Waema, T. M., Ndemo, E. B., Omwansa, T. K., & Baumüller, H. (2021). Sources of value creation in aggregator platforms for digital services in agriculture—Insights from likely users in Kenya. Digital Business, 1(2), 100007. https://doi.org/10.1016/j.digbus.2021.100007
• Klingenberg, C. O., Valle Antunes Júnior, J. A., & Müller-Seitz, G. (2022). Impacts of digitalization on value creation and capture: Evidence from the agricultural value chain. Agricultural Systems, 201, 103468. https://doi.org/10.1016/j.agsy.2022.103468
• Regina Birner, Birner, R., Thomas Daum, Daum, T., Carl E. Pray, & Pray, C. E. (2021). Who drives the digital revolution in agriculture? A review of supply‐side trends, players and challenges. Applied Economic Perspectives and Policy. https://doi.org/10.1002/aepp.13145
• Rozenstein, O., Cohen, Y., Alchanatis, V., Behrendt, K., Bonfil, D. J., Eshel, G., Harari, A., Harris, W. E., Klapp, I., Laor, Y., Linker, R., Paz-Kagan, T., Peets, S., Rutter, S. M., Salzer, Y., & Lowenberg-DeBoer, J. (2024). Data-driven agriculture and sustainable farming: Friends or foes? Precision Agriculture, 25(1), 520–531. https://doi.org/10.1007/s11119-023-10061-5
• Sadovska, V., Fernqvist, F., & Barth, H. (2023). We do it our way – small scale farms in business model transformation for sustainability. Journal of Rural Studies, 102, 103090. https://doi.org/10.1016/j.jrurstud.2023.103090
• Saggi, M. K., & Jain, S. (2018). A survey towards an integration of big data analytics to big insights for value-creation. Information Processing and Management, 54(5), 758–790. Scopus. https://doi.org/10.1016/j.ipm.2018.01.010
• Van Dyck, M., Lüttgens, D., Piller, F. T., Diener, K., & Pollok, P. (2021). Positioning strategies in emerging industrial ecosystems for Industry 4.0: a longitudinal study of platform emergence in the agricultural industry. Universitätsbibliothek der RWTH Aachen.
• Wysel, M., Baker, D., & Billingsley, W. (2021). Data sharing platforms: How value is created from agricultural data. Agricultural Systems, 193, 103241. https://doi.org/10.1016/j.agsy.2021.103241