IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/9mcgj_v1.html

The European Peatland Policy Portal: Demonstrating Machine Learning and Analytics Tools for Evidence-based Land Use Policymaking

Author

Listed:
  • Waskow, Margaret Alessandra
  • O'Brolchain, Niall
  • Khan, Muhammad Yasar
  • Wang, Yifan
  • Shoukat, Waqas
  • O'Donoghue, Fergus
  • Alsamhi, Saeed
  • Riordan, Sandra
  • Jurema, Letícia
  • Lefebvre, Fiona

Abstract

Achieving the ambitions of the European Green Deal requires overcoming longstanding fragmentation in the policy frameworks that govern peatlands. The EU LIFE Multi Peat project introduces the European Peatland Policy Portal as a novel policy corpus and toolkit to support analysis and evidence-based policy development in this disjointed landscape of peatland policy. The portal presents the first comprehensive European Peatland Policy Corpus, with over 400 peatland-affecting policies catalogued across 27 countries and 22 languages, spanning United Nations, European Union, national, and sub-national levels. Alongside the unified, multilingual policy catalogue, the portal introduces an interactive mapping tool to support spatial policy analysis, as well as a retrieval-augmented generation (RAG)-based question-answering tool that allows users to query the full policy corpus with the power of machine learning. With multilingual comprehension, the RAG tool enables users to interface with policies which would otherwise sit behind a language barrier. By enabling systematic policy examination and analysis across countries, governance levels, domains, and languages, the portal assists the coordination and efficiency gaps of European peatland governance. While this portal demonstrates the efficacy of these tools for peatland policy specifically, its framework is transferable to other land use policy domains that face complex regulatory environments.

Suggested Citation

  • Waskow, Margaret Alessandra & O'Brolchain, Niall & Khan, Muhammad Yasar & Wang, Yifan & Shoukat, Waqas & O'Donoghue, Fergus & Alsamhi, Saeed & Riordan, Sandra & Jurema, Letícia & Lefebvre, Fiona, 2026. "The European Peatland Policy Portal: Demonstrating Machine Learning and Analytics Tools for Evidence-based Land Use Policymaking," SocArXiv 9mcgj_v1, Center for Open Science.
  • Handle: RePEc:osf:socarx:9mcgj_v1
    DOI: 10.31219/osf.io/9mcgj_v1
    as

    Download full text from publisher

    File URL: https://osf.io/download/6995b29be96fa2ac0e506eb2/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/9mcgj_v1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Carlo Fezzi & Ian J. Bateman, 2011. "Structural Agricultural Land Use Modeling for Spatial Agro-Environmental Policy Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(4), pages 1168-1188.
    2. Macharis, Cathy & Pekin, Ethem, 2009. "Assessing policy measures for the stimulation of intermodal transport: a GIS-based policy analysis," Journal of Transport Geography, Elsevier, vol. 17(6), pages 500-508.
    3. Urák, István & Hartel, Tibor & Gallé, Róbert & Balog, Adalbert, 2017. "Worldwide peatland degradations and the related carbon dioxide emissions: the importance of policy regulations," Environmental Science & Policy, Elsevier, vol. 69(C), pages 57-64.
    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. Obafèmi P. Koutchadé & Alain Carpentier & Fabienne Femenia, 2021. "Modeling Corners, Kinks, and Jumps in Crop Acreage Choices: Impacts of the EU Support to Protein Crops," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(4), pages 1502-1524, August.
    2. Alain Carpentier & Elodie Letort, 2014. "Multicrop Production Models with Multinomial Logit Acreage Shares," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(4), pages 537-559, December.
    3. Izabela Kotowska & Marta Mańkowska & Michał Pluciński, 2018. "Inland Shipping to Serve the Hinterland: The Challenge for Seaport Authorities," Sustainability, MDPI, vol. 10(10), pages 1-17, September.
    4. Uda, Saritha Kittie & Schouten, Greetje & Hein, Lars, 2020. "The institutional fit of peatland governance in Indonesia," Land Use Policy, Elsevier, vol. 99(C).
    5. Lungarska, Anna & Chakir, Raja, 2018. "Climate-induced Land Use Change in France: Impacts of Agricultural Adaptation and Climate Change Mitigation," Ecological Economics, Elsevier, vol. 147(C), pages 134-154.
    6. CARPENTIER, Alain & GOHIN, Alexandre & SCKOKAI, Paolo & THOMAS, Alban, 2015. "Economic modelling of agricultural production: past advances and new challenges," Review of Agricultural and Environmental Studies - Revue d'Etudes en Agriculture et Environnement (RAEStud), Institut National de la Recherche Agronomique (INRA), vol. 96(01), March.
    7. Catherine L. Kling & Raymond W. Arritt & Gray Calhoun & David A. Keiser, 2016. "Research Needs and Challenges in the FEW System: Coupling Economic Models with Agronomic, Hydrologic, and Bioenergy Models for Sustainable Food, Energy, and Water Systems," Center for Agricultural and Rural Development (CARD) Publications 16-wp563, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    8. Crainic, Teodor Gabriel & Perboli, Guido & Rosano, Mariangela, 2018. "Simulation of intermodal freight transportation systems: a taxonomy," European Journal of Operational Research, Elsevier, vol. 270(2), pages 401-418.
    9. François Bareille & Raja Chakir, 2024. "Structural identification of weather impacts on crop yields: Disentangling agronomic from adaptation effects," American Journal of Agricultural Economics, John Wiley & Sons, vol. 106(3), pages 989-1019, May.
    10. Scott, Paul, 2014. "Dynamic Discrete Choice Estimation of Agricultural Land Use," TSE Working Papers 14-526, Toulouse School of Economics (TSE).
    11. Hyunseok Kim & GianCarlo Moschini, 2018. "The Dynamics of Supply: U.S. Corn and Soybeans in the Biofuel Era," Land Economics, University of Wisconsin Press, vol. 94(4), pages 593-613.
    12. Song, Jingyu & Delgado, Michael & Preckel, Paul & Villoria, Nelson, 2016. "Pixel Level Cropland Allocation and Marginal Impacts of Biophysical Factors," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235327, Agricultural and Applied Economics Association.
    13. Thomas, Alban & Chakir, Raja, 2020. "Unintended consequences of environmental policies: the case of set-aside and agricultural intensification," TSE Working Papers 20-1066, Toulouse School of Economics (TSE).
    14. Yang, Xuejing & Low, Joyce M.W. & Tang, Loon Ching, 2011. "Analysis of intermodal freight from China to Indian Ocean: A goal programming approach," Journal of Transport Geography, Elsevier, vol. 19(4), pages 515-527.
    15. Marita Laukkanen & Céline Nauges, 2014. "Evaluating Greening Farm Policies: A Structural Model for Assessing Agri-environmental Subsidies," Land Economics, University of Wisconsin Press, vol. 90(3), pages 458-481.
    16. Bart Wiegmans & Behzad Behdani, 2018. "A review and analysis of the investment in, and cost structure of, intermodal rail terminals," Transport Reviews, Taylor & Francis Journals, vol. 38(1), pages 33-51, January.
    17. Wanke, Peter & Barros, C.P. & Figueiredo, Otávio, 2016. "Efficiency and productive slacks in urban transportation modes: A two-stage SDEA-Beta Regression approach," Utilities Policy, Elsevier, vol. 41(C), pages 31-39.
    18. Meyer, Niclas & Horvat, Djerdj & Hitzler, Matthias & Doll, Claus, 2018. "Business models for freight and logistics services," Working Papers "Sustainability and Innovation" S08/2018, Fraunhofer Institute for Systems and Innovation Research (ISI).
    19. Morello, Thiago & Gadanakis, Yiorgos & Campos-González, Jorge & Mancini, Mattia & Howe, Keith & Tingley, Diana & Manchi, Rajesh & Sanders, Trystan & Wilson, Rod & Bateman, Ian J., 2025. "Sequestering carbon without reducing food production: The role of recirculating aquaculture systems," Ecological Economics, Elsevier, vol. 237(C).
    20. Thill, Jean-Claude & Lim, Hyunwoo, 2010. "Intermodal containerized shipping in foreign trade and regional accessibility advantages," Journal of Transport Geography, Elsevier, vol. 18(4), pages 530-547.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:osf:socarx:9mcgj_v1. 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: OSF (email available below). General contact details of provider: https://arabixiv.org .

    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.