IDEAS home Printed from https://ideas.repec.org/p/uto/labeco/202503.html
   My bibliography  Save this paper

Mining a circularity index from non-financial reporting: the Italian case

Author

Abstract

With the 2014 Directive 95, the so-called Non-Financial Reporting Directive, the European Union expanded the reporting requirement on social and environmental issues for large companies, demonstrating its commitment to more sustainable corporate governance. This directive introduced the obligation to publish the individual (or consolidated) non-financial statement in the case of companies of significant public interest. This document includes relevant alternative information to mere financial aspects, such as sustainability, or circularity practices. We propose a new circularity index extracted from these reports to assess how well companies are adopting a circular philosophy. In this article we present an application of this index to Italian companies. The index is constructed as the cosine similarity between the term frequency of bigrams from a vocabulary constructed using 135 authoritative documents on circularity and the term frequency of bigrams from the non-financial annual reports of FTSE MIB companies. Regression results suggest that there is a positive relationship between regional recycling performance and the adoption of circular principles.

Suggested Citation

  • Giuseppe, Pernagallo & Quatraro, Francesco & Rubichi, Eleonora, 2025. "Mining a circularity index from non-financial reporting: the Italian case," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 202503, University of Turin.
  • Handle: RePEc:uto:labeco:202503
    as

    Download full text from publisher

    File URL: https://www.est.unito.it/do/home.pl/Download?doc=/allegati/wp2025dip/wp_06_2025.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Billio, Monica & Butticè, Vincenzo & Pietro, Francesca Di & Tenca, Francesca & Vismara, Silvio, 2025. "Rising tides, rising funds: Floods and climate mitigation campaigns in equity crowdfunding," Finance Research Letters, Elsevier, vol. 74(C).
    2. Davide Antonioli & Claudia Ghisetti & Massimiliano Mazzanti & Francesco Nicolli, 2022. "Sustainable production: The economic returns of circular economy practices," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2603-2617, July.
    3. Robert F Engle & Stefano Giglio & Bryan Kelly & Heebum Lee & Johannes Stroebel, 2020. "Hedging Climate Change News," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1184-1216.
    4. Kannan Govindan & Mia Hasanagic, 2018. "A systematic review on drivers, barriers, and practices towards circular economy: a supply chain perspective," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 278-311, January.
    5. de Jesus, Ana & Mendonça, Sandro, 2018. "Lost in Transition? Drivers and Barriers in the Eco-innovation Road to the Circular Economy," Ecological Economics, Elsevier, vol. 145(C), pages 75-89.
    6. Dey, Prasanta Kumar & Malesios, Chrysovalantis & Chowdhury, Soumyadeb & Saha, Krishnendu & Budhwar, Pawan & De, Debashree, 2022. "Adoption of circular economy practices in small and medium-sized enterprises: Evidence from Europe," International Journal of Production Economics, Elsevier, vol. 248(C).
    7. Pedersen, Lasse Heje & Fitzgibbons, Shaun & Pomorski, Lukasz, 2021. "Responsible investing: The ESG-efficient frontier," Journal of Financial Economics, Elsevier, vol. 142(2), pages 572-597.
    8. Buyukyazici, Duygu & Quatraro, Francesco, 2025. "The skill requirements of the circular economy," Ecological Economics, Elsevier, vol. 232(C).
    9. Sascha Rexhäuser & Christian Rammer, 2014. "Environmental Innovations and Firm Profitability: Unmasking the Porter Hypothesis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 57(1), pages 145-167, January.
    10. Yue Wu & Kaifu Zhang & Jinhong Xie, 2020. "Bad Greenwashing, Good Greenwashing: Corporate Social Responsibility and Information Transparency," Management Science, INFORMS, vol. 66(7), pages 3095-3112, July.
    11. Monica Billio & Maurizio Murgia & Silvio Vismara, 2024. "Sustainable and Climate Finance: An Integrative Framework from Corporates to Markets and Society," Review of Corporate Finance, now publishers, vol. 4(1–2), pages 1-16, April.
    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. Govindan, Kannan, 2023. "How digitalization transforms the traditional circular economy to a smart circular economy for achieving SDGs and net zero," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 177(C).
    2. Allan Dênisson Soares Silva & Wesley Vieira Silva & Luciana Santos Costa Vieira Silva & Nicholas Joseph Tavares Cruz & Zhaohui Su & Claudimar Pereira Veiga, 2025. "Interdependence between supply chains and sustainable development: global insights from a systematic review," Review of Managerial Science, Springer, vol. 19(3), pages 931-962, March.
    3. Francesco Avallone & Costanza Di Fabio & Shekerta Aliu & Elisa Roncagliolo, 2023. "Shedding light on the preconditions for circular economy: Evidence from SMEs in the agri-food sector," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2023(3), pages 141-163.
    4. Jeff Mangers & Meysam Minoufekr & Peter Plapper & Sri Kolla, 2021. "An Innovative Strategy Allowing a Holistic System Change towards Circular Economy within Supply-Chains," Energies, MDPI, vol. 14(14), pages 1-17, July.
    5. Giglio, Stefano & Maggiori, Matteo & Stroebel, Johannes & Tan, Zhenhao & Utkus, Stephen & Xu, Xiao, 2025. "Four facts about ESG beliefs and investor portfolios," Journal of Financial Economics, Elsevier, vol. 164(C).
    6. Ahmad, Farhan & Bask, Anu & Laari, Sini & Robinson, Craig V., 2023. "Business management perspectives on the circular economy: Present state and future directions," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    7. Steven D. Baker & Burton Hollifield & Emilio Osambela, 2022. "Asset Prices and Portfolios with Externalities [Pricedetermination in the EU ETS market: theory and econometric analysis with market fundamentals]," Review of Finance, European Finance Association, vol. 26(6), pages 1433-1468.
    8. Antonella Zucchella & Pietro Previtali & Roger Strange, 2022. "Proactive and reactive views in the transition towards circular business models. A grounded study in the plastic packaging industry," International Entrepreneurship and Management Journal, Springer, vol. 18(3), pages 1073-1102, September.
    9. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2021. "Sustainable investing in equilibrium," Journal of Financial Economics, Elsevier, vol. 142(2), pages 550-571.
    10. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2022. "Dissecting green returns," Journal of Financial Economics, Elsevier, vol. 146(2), pages 403-424.
    11. Ali, Sara & Badshah, Ihsan & Demirer, Riza & Hegde, Prasad & Rognone, Lavinia, 2024. "Climate risk, ESG ratings, and the flow-performance relationship in mutual funds," Global Finance Journal, Elsevier, vol. 63(C).
    12. Wang, Yuxi & Hu, Fangjia & Wang, Yunyun, 2024. "Analyst coverage and greenwashing: Evidence from Chinese A-Share listed corporations," International Review of Economics & Finance, Elsevier, vol. 94(C).
    13. Alessi, Lucia & Ossola, Elisa & Panzica, Roberto, 2023. "When do investors go green? Evidence from a time-varying asset-pricing model," International Review of Financial Analysis, Elsevier, vol. 90(C).
    14. Do, Quynh & Mishra, Nishikant & Colicchia, Claudia & Creazza, Alessandro & Ramudhin, Amar, 2022. "An extended institutional theory perspective on the adoption of circular economy practices: Insights from the seafood industry," International Journal of Production Economics, Elsevier, vol. 247(C).
    15. Ipek Kazancoglu & Yigit Kazancoglu & Emel Yarimoglu & Aysun Kahraman, 2020. "A conceptual framework for barriers of circular supply chains for sustainability in the textile industry," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1477-1492, September.
    16. Rodríguez-Espíndola, Oscar & Cuevas-Romo, Ana & Chowdhury, Soumyadeb & Díaz-Acevedo, Natalie & Albores, Pavel & Despoudi, Stella & Malesios, Chrisovalantis & Dey, Prasanta, 2022. "The role of circular economy principles and sustainable-oriented innovation to enhance social, economic and environmental performance: Evidence from Mexican SMEs," International Journal of Production Economics, Elsevier, vol. 248(C).
    17. Jing Shao & Cedric Aneye & Alyona Kharitonova & Wei Fang, 2023. "Essential innovation capability of producer‐service enterprises towards circular business model: Motivators and barriers," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4548-4567, November.
    18. Mathivathanan, Deepak & Mathiyazhagan, K. & Khorana, Sangeeta & Rana, Nripendra P. & Arora, Bimal, 2022. "Drivers of circular economy for small and medium enterprises: Case study on the Indian state of Tamil Nadu," Journal of Business Research, Elsevier, vol. 149(C), pages 997-1015.
    19. Yamoah, Fred A. & Sivarajah, Uthayasankar & Mahroof, Kamran & Peña, Iker González, 2022. "Demystifying corporate inertia towards transition to circular economy: A management frame of reference," International Journal of Production Economics, Elsevier, vol. 244(C).
    20. Nan-Hua Nadja Yang & Ana Carolina Bertassini & Jéssica Alves Justo Mendes & Mateus Cecílio Gerolamo, 2021. "The ‘3CE2CE’ Framework—Change Management Towards a Circular Economy: Opportunities for Agribusiness," Circular Economy and Sustainability, Springer, vol. 1(2), pages 697-718, September.

    More about this item

    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:uto:labeco:202503. 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: Laura Ballestra or Cinzia Carlevaris (email available below). General contact details of provider: https://edirc.repec.org/data/leifrit.html .

    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.