Green bonds play a central role in sustainable finance, yet concerns about greenwashing raise questions about the credibility of issuers’ sustainability disclosures. Using dictionary-based methods and domain-specific BERT transformer models, this paper proposes two greenwashing alert metrics and investigates their performance by analyzing sustainability reports of European corpo- rate green bond issuers from 2019 to 2023. First, we develop the SDGs Omission Index (SDGOI), which measures the discrepancy between Sustainable Development Goals (SDGs) declared ex-ante in green bond frameworks and those subsequently reported in sustainability disclosures. We show that the use of SDG-specific language is associated with broader SDG coverage, whereas generic environmental language is not. Second, we introduce the Environmental Sentiment Metric (ESM), capturing opportunity-oriented environmental sentiment. We find that a more opportunity-oriented tone is positively related to SDG omission, ESG controver- sies, and greenwashing accusations. Together, SDGOI and ESM provide interpretable, disclosure-based indicators that can support issuing greenwashing alerts in the European green bond market.

The Language of Greenwashing: SDG Omission and Opportunity‐Oriented Environmental Tone as Alert Metrics in Green Bond Disclosures / Nicolodi, A., Paterlini, S., Gentile, M., Manzillo, V.F., Vittorioso, G.. - In: CORPORATE SOCIAL RESPONSIBILITY & ENVIRONMENTAL MANAGEMENT. - ISSN 1535-3958. - 2026:(2026). [10.1002/csr.70733]

The Language of Greenwashing: SDG Omission and Opportunity‐Oriented Environmental Tone as Alert Metrics in Green Bond Disclosures

Nicolodi, Andrea
Primo
;
Paterlini, Sandra
Secondo
;
2026-01-01

Abstract

Green bonds play a central role in sustainable finance, yet concerns about greenwashing raise questions about the credibility of issuers’ sustainability disclosures. Using dictionary-based methods and domain-specific BERT transformer models, this paper proposes two greenwashing alert metrics and investigates their performance by analyzing sustainability reports of European corpo- rate green bond issuers from 2019 to 2023. First, we develop the SDGs Omission Index (SDGOI), which measures the discrepancy between Sustainable Development Goals (SDGs) declared ex-ante in green bond frameworks and those subsequently reported in sustainability disclosures. We show that the use of SDG-specific language is associated with broader SDG coverage, whereas generic environmental language is not. Second, we introduce the Environmental Sentiment Metric (ESM), capturing opportunity-oriented environmental sentiment. We find that a more opportunity-oriented tone is positively related to SDG omission, ESG controver- sies, and greenwashing accusations. Together, SDGOI and ESM provide interpretable, disclosure-based indicators that can support issuing greenwashing alerts in the European green bond market.
2026
Nicolodi, Andrea; Paterlini, Sandra; Gentile, Monica; Manzillo, Vincenzo Foglia; Vittorioso, Gianluca
The Language of Greenwashing: SDG Omission and Opportunity‐Oriented Environmental Tone as Alert Metrics in Green Bond Disclosures / Nicolodi, A., Paterlini, S., Gentile, M., Manzillo, V.F., Vittorioso, G.. - In: CORPORATE SOCIAL RESPONSIBILITY & ENVIRONMENTAL MANAGEMENT. - ISSN 1535-3958. - 2026:(2026). [10.1002/csr.70733]
File in questo prodotto:
File Dimensione Formato  
nicolodieta. 2026_Corp Soc Responsibility Env - 2026 - Nicolodi - The Language of Greenwashing SDG Omission and Opportunity‐Oriented.pdf

accesso aperto

Descrizione: PDF online-first
Tipologia: Versione editoriale (Publisher’s layout)
Licenza: Creative commons
Dimensione 638.23 kB
Formato Adobe PDF
638.23 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/490870
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
  • OpenAlex ND
social impact