IDEAS home Printed from https://ideas.repec.org/a/spr/envsyd/v43y2023i3d10.1007_s10669-023-09900-7.html
   My bibliography  Save this article

Data modeling and NLP-based scoring method to assess the relevance of environmental regulatory announcements

Author

Listed:
  • Heiko Thimm

    (Pforzheim University)

Abstract

The constantly growing body of global environmental legislation necessitates that corporate environmental compliance managers frequently assess the relevance of new regulations and regulation revisions for each of their sites. Companies are pressured to streamline and automate this crucial task through digital workflows and specialized IT-based assistance systems. This has recently piqued the interest of researchers working in different disciplines, such as intelligent systems, machine learning, and natural language processing. The article describes the latest results of our long-term research program on IT-based support for corporate compliance management, offering insights for these, and other disciplines. The context and the main aspects of environmental regulation announcements and the relevance assessment task are analyzed. An extensive conceptual data model is developed that serves as a foundation for tailoring a generic method to perform a relevance assessment that considers site-specific individual environmental compliance facts. The method uses heuristic data operations and various text processing techniques from the field of natural language understanding. In order to exemplify the method, two application scenarios are described in which the relevance of new waste management directives are assessed for a multi-site production company.

Suggested Citation

  • Heiko Thimm, 2023. "Data modeling and NLP-based scoring method to assess the relevance of environmental regulatory announcements," Environment Systems and Decisions, Springer, vol. 43(3), pages 416-432, September.
    • Handle: RePEc:spr:envsyd:v:43:y:2023:i:3:d:10.1007_s10669-023-09900-7
    DOI: 10.1007/s10669-023-09900-7
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10669-023-09900-7
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10669-023-09900-7?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Stefan Schaltegger & Florian Lüdeke-Freund & Erik G. Hansen, 2012. "Business cases for sustainability: the role of business model innovation for corporate sustainability," International Journal of Innovation and Sustainable Development, Inderscience Enterprises Ltd, vol. 6(2), pages 95-119.
    2. Tom Butler & Damien McGovern, 2012. "A conceptual model and IS framework for the design and adoption of environmental compliance management systems," Information Systems Frontiers, Springer, vol. 14(2), pages 221-235, April.
    3. J. Campbell Gemmell & E. Marian Scott, 2013. "Environmental regulation, sustainability and risk," Sustainability Accounting, Management and Policy Journal, Emerald Group Publishing Limited, vol. 4(2), pages 120-144, August.
    4. J. Campbell Gemmell & E. Marian Scott, 2013. "Environmental regulation, sustainability and risk," Sustainability Accounting, Management and Policy Journal, Emerald Group Publishing Limited, vol. 4(2), pages 120-144, August.
    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. Erik G. Hansen & Stefan Schaltegger, 2018. "Sustainability Balanced Scorecards and their Architectures: Irrelevant or Misunderstood?," Journal of Business Ethics, Springer, vol. 150(4), pages 937-952, July.
    2. Mara Del Baldo & Maria-Gabriella Baldarelli, 2017. "Renewing and improving the business model toward sustainability in theory and practice," International Journal of Corporate Social Responsibility, Springer, vol. 2(1), pages 1-13, December.
    3. Emmanuelle Reuter, 2022. "Hybrid business models in the sharing economy: The role of business model design for managing the environmental paradox," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 603-618, February.
    4. Fabien Martinez, 2014. "Corporate strategy and the environment: towards a four-dimensional compatibility model for fostering green management decisions," Post-Print hal-02887618, HAL.
    5. Ionela Corina Chersan & Valentin Florentin Dumitru & Cãtãlina Gorgan & Vasile Gorgan, 2020. "Green Public Procurement in the Academic Literature," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 22(53), pages 1-82, February.
    6. Broccardo, Laura & Vola, Paola & Zicari, Adrian & Alshibani, Safiya Mukhtar, 2023. "Contingency-based analysis of the drivers and obstacles to a successful sustainable business model: Seeking the uncaptured value," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    7. Coskun-Setirek, Abide & Tanrikulu, Zuhal, 2021. "Digital innovations-driven business model regeneration: A process model," Technology in Society, Elsevier, vol. 64(C).
    8. Maria Rosa De Giacomo & Raimund Bleischwitz, 2020. "Business models for environmental sustainability: Contemporary shortcomings and some perspectives," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3352-3369, December.
    9. Graziela Darla Araujo Galvão & Steve Evans & Paulo Sergio Scoleze Ferrer & Marly Monteiro de Carvalho, 2022. "Circular business model: Breaking down barriers towards sustainable development," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1504-1524, May.
    10. Anna Verbytska & Hanna Dyvnych & Olena Petryk, 2023. "The Potential Of Local Business Involvement As A Determinant Of Social Entrepreneurship Development In The Process Of Veterans' Reintegration," Baltic Journal of Economic Studies, Publishing house "Baltija Publishing", vol. 9(4).
    11. Nadia Preghenella & Cinzia Battistella, 2021. "Exploring business models for sustainability: A bibliographic investigation of the literature and future research directions," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2505-2522, July.
    12. Anna M. Hansson & Eja Pedersen & Niklas P. E. Karlsson & Stefan E. B. Weisner, 2023. "Barriers and drivers for sustainable business model innovation based on a radical farmland change scenario," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(8), pages 8083-8106, August.
    13. Dhir, Amandeep & Khan, Sher Jahan & Islam, Nazrul & Ractham, Peter & Meenakshi, N., 2023. "Drivers of sustainable business model innovations. An upper echelon theory perspective," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    14. Gotsch, Matthias & Kelnhofer, Anton & Jäger, Angela, 2019. "Environmental product innovations and the digital transformation of production: Analysing the influence that digitalising production has on generating environmental product innovations," Working Papers "Sustainability and Innovation" S07/2019, Fraunhofer Institute for Systems and Innovation Research (ISI).
    15. Bellink, Miriam & Verburg, René W., 2023. "A system lock-in blocks the uptake of mixed sustainable Eucalyptus plantations in Brazil," Land Use Policy, Elsevier, vol. 134(C).
    16. Karolina Bähr & Alexander Fliaster, 2023. "The twofold transition: Framing digital innovations and incumbents' value propositions for sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 32(2), pages 920-935, February.
    17. Luigi Fusco Girard & Marilena Vecco, 2021. "The “Intrinsic Value” of Cultural Heritage as Driver for Circular Human-Centered Adaptive Reuse," Sustainability, MDPI, vol. 13(6), pages 1-28, March.
    18. Matthew P. Johnson & Theresa S. Rötzel & Brigitte Frank, 2023. "Beyond conventional corporate responses to climate change towards deep decarbonization: a systematic literature review," Management Review Quarterly, Springer, vol. 73(2), pages 921-954, June.
    19. Daniel Alonso‐Martínez & Nuria González‐Álvarez & Mariano Nieto, 2019. "The influence of financial performance on corporate social innovation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(4), pages 859-871, July.
    20. Ling Pan & Zeshui Xu & Marinko Skare, 2023. "Sustainable business model innovation literature: a bibliometrics analysis," Review of Managerial Science, Springer, vol. 17(3), pages 757-785, April.

    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:spr:envsyd:v:43:y:2023:i:3:d:10.1007_s10669-023-09900-7. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.