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Assessing Technology Platforms for Sustainability with Web Data Mining Techniques

Author

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  • Desamparados Blazquez

    (Department of Economics and Social Sciences, Universitat Politècnica de València, 46022 València, Spain)

  • Josep Domenech

    (Department of Economics and Social Sciences, Universitat Politècnica de València, 46022 València, Spain)

  • Jose-Maria Garcia-Alvarez-Coque

    (Department of Economics and Social Sciences, Universitat Politècnica de València, 46022 València, Spain)

Abstract

Public policies have encouraged the proliferation of technology platforms that support the transition towards sustainable agriculture and the development of innovations in the food system. Provided the difficulty associated with assessing the outputs and outcomes of technology platforms, this work proposes a practical assessment method based on the retrieval and analysis of online documents related to the technology platforms. Concretely, the method consists of applying web scraping techniques to retrieve documents related to a technology platform from the Internet and then applying web data-mining techniques to automatically classify these documents into the functions that the platform should fulfill, which are described from the viewpoint of co-evolution of innovation. Data are automatically processed to obtain a variety of metrics, which are applied to measure the impact of European Technology Platforms (ETPs) on promoting an organic food paradigm. This method provides time-series data that helps to follow the evolution of the different functions of the platform and to describe its lifecycle. It has been applied to one platform taken as a case study, TP Organics, which represents a key platform for stakeholders that promote organic farming and agroecology as core components of an ambitious program for sustainable agriculture. The obtained online-based measures have been proven to assess the global evolution of the platform, its dissemination through the European Union (EU) Member States, and the evolution of the different functions expected to be fulfilled by it regarding the diffusion and promotion of innovations in organic agriculture.

Suggested Citation

  • Desamparados Blazquez & Josep Domenech & Jose-Maria Garcia-Alvarez-Coque, 2018. "Assessing Technology Platforms for Sustainability with Web Data Mining Techniques," Sustainability, MDPI, vol. 10(12), pages 1-15, November.
  • Handle: RePEc:gam:jsusta:v:10:y:2018:i:12:p:4497-:d:186423
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    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. Francisco Mas-Verdú & Anthony Wensley & Martin Alba & José García Álvarez-Coque, 2011. "How much does KIBS contribute to the generation and diffusion of innovation?," Service Business, Springer;Pan-Pacific Business Association, vol. 5(3), pages 195-212, September.
    3. Sanjay K. Arora & Jan Youtie & Philip Shapira & Lidan Gao & TingTing Ma, 2013. "Entry strategies in an emerging technology: a pilot web-based study of graphene firms," Scientometrics, Springer;Akadémiai Kiadó, vol. 95(3), pages 1189-1207, June.
    4. Padel, Susanne & Röcklinsberg, Helena & Schmid, Otto, 2009. "The implementation of organic principles and values in the European Regulation for organic food," Food Policy, Elsevier, vol. 34(3), pages 245-251, June.
    5. Ruud E. Smits & Stefan Kuhlmann & Phillip Shapira (ed.), 2010. "The Theory and Practice of Innovation Policy," Books, Edward Elgar Publishing, number 4181.
    6. Kilelu, Catherine W. & Klerkx, Laurens & Leeuwis, Cees, 2013. "Unravelling the role of innovation platforms in supporting co-evolution of innovation: Contributions and tensions in a smallholder dairy development programme," Agricultural Systems, Elsevier, vol. 118(C), pages 65-77.
    7. Eastwood, C.R. & Chapman, D.F. & Paine, M.S., 2012. "Networks of practice for co-construction of agricultural decision support systems: Case studies of precision dairy farms in Australia," Agricultural Systems, Elsevier, vol. 108(C), pages 10-18.
    8. Hyunyoung Choi & Hal Varian, 2012. "Predicting the Present with Google Trends," The Economic Record, The Economic Society of Australia, vol. 88(s1), pages 2-9, June.
    9. Kilelu, Catherine W. & Klerkx, Laurens & Leeuwis, Cees & Hall, Andy, 2011. "Beyond knowledge brokerage: An exploratory study of innovation intermediaries in an evolving smallholder agricultural system in Kenya," MERIT Working Papers 2011-022, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    10. Marko P. Hekkert & Simona O. Negro, 2008. "Functions of innovation systems as a framework to understand sustainable technological change: empirical evidence for earlier claims," Innovation Studies Utrecht (ISU) working paper series 08-10, Utrecht University, Department of Innovation Studies, revised Apr 2008.
    11. Blazquez, Desamparados & Domenech, Josep, 2018. "Big Data sources and methods for social and economic analyses," Technological Forecasting and Social Change, Elsevier, vol. 130(C), pages 99-113.
    12. Vicente, María Rosalía & López-Menéndez, Ana J. & Pérez, Rigoberto, 2015. "Forecasting unemployment with internet search data: Does it help to improve predictions when job destruction is skyrocketing?," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 132-139.
    13. Bessant, John & Rush, Howard, 1995. "Building bridges for innovation: the role of consultants in technology transfer," Research Policy, Elsevier, vol. 24(1), pages 97-114, January.
    14. Verena Seufert & Navin Ramankutty & Jonathan A. Foley, 2012. "Comparing the yields of organic and conventional agriculture," Nature, Nature, vol. 485(7397), pages 229-232, May.
    15. Adrian Muller & Christian Schader & Nadia El-Hage Scialabba & Judith Brüggemann & Anne Isensee & Karl-Heinz Erb & Pete Smith & Peter Klocke & Florian Leiber & Matthias Stolze & Urs Niggli, 2017. "Strategies for feeding the world more sustainably with organic agriculture," Nature Communications, Nature, vol. 8(1), pages 1-13, December.
    16. Biggs, Stephen D., 1990. "A multiple source of innovation model of agricultural research and technology promotion," World Development, Elsevier, vol. 18(11), pages 1481-1499, November.
    17. 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.
    18. Boon, Wouter P.C. & Moors, Ellen H.M. & Kuhlmann, Stefan & Smits, Ruud E.H.M., 2011. "Demand articulation in emerging technologies: Intermediary user organisations as co-producers?," Research Policy, Elsevier, vol. 40(2), pages 242-252, March.
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