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, SandraSecondo
;
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.| File | Dimensione | Formato | |
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nicolodieta. 2026_Corp Soc Responsibility Env - 2026 - Nicolodi - The Language of Greenwashing SDG Omission and Opportunity‐Oriented.pdf
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