ArticlePloS one2026
From words to action? Linking ESG reports to environmental performance.
Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Companies increasingly use ESG reports to communicate their environmental priorities, yet it remains unclear whether the issues they emphasise correspond to measurable improvements in environmental performance. Using computational linguistics, we analyse the full texts of 1,477 ESG reports from companies listed in the STOXX Europe 600 index, identifying 34 main topics-six of which are related to environment. We describe how these topics evolve over time and differ across sectors, cluster companies based on their thematic focus, and test whether specific topics are associated with tangible low-carbon transition efforts. Our findings show that the alignment between environmental communication and environmental performance is topic-dependent. Topics such as sustainable value chains and renewable energy are associated with improvements in environmental KPIs, whereas others, including emissions or electric vehicles, show no significant association. Methodologically, our study advances prior work by combining structural topic modelling with firm-level KPI analysis to evaluate ESG disclosure at the level of specific environmental themes rather than aggregate reporting measures. Our study demonstrates how topic-specific reporting patterns relate to environmental outcomes and offers a more nuanced understanding of when ESG reporting reflects substantive environmental action.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.