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Textual analysis of corporate sustainability reporting and corporate ESG scores
ID
Ferjančič, Urša
(
Author
),
ID
Ichev, Riste
(
Author
),
ID
Lončarski, Igor
(
Author
),
ID
Montariol, Syrielle
(
Author
),
ID
Pelicon, Andraž
(
Author
),
ID
Pollak, Senja
(
Author
),
ID
Sitar Šuštar, Katarina
(
Author
),
ID
Toman, Aleš
(
Author
),
ID
Valentinčič, Aljoša
(
Author
),
ID
Žnidaršič, Martin
(
Author
)
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MD5: 21920EB45182B500D62479E1CE4FA29A
URL - Source URL, Visit
https://www.sciencedirect.com/science/article/pii/S105752192400601X
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Abstract
This paper examines the evolution of environmental, social and governance (ESG) reporting by analysing a ten-year corpus of annual reports from FTSE 350 companies. Using BERTopic, an advanced topic modelling technique, we identify and subsequently cluster the most important ESG topics, providing significant insights into the reporting landscape. Our findings show how regulatory changes, such as the Non-Financial Reporting Directive, and major events like Covid-19, influence ESG topic prominence. The disclosure of ESG information is primarily determined by regulatory requirements. This is particularly evident in the fact that companies only disclose the diversity on the board, which is mandatory, but not the diversity and inclusion at other levels of the reporting organisation. Furthermore, our study examines the correlation between ESG scores and topic proportions, showing that extensive disclosure on topics like climate risk and stakeholder engagement is positively associated with higher ESG scores, whereas topics like executive remuneration show negative correlations. Our research contributes to the literature by offering a novel methodological approach to ESG analysis and provides insights into the gaps between reporting standards and practices, relevant for standard-setting bodies and regulators.
Language:
English
Keywords:
financial capital
,
sustainable development
,
models
,
business reports
,
topic modelling
,
ESG topics
,
annual report
,
ESG score
,
CSR
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
EF - School of Economics and Business
Publication status:
Published
Publication version:
Version of Record
Year:
2024
Number of pages:
15 str.
Numbering:
Vol. 96, pt. B, art. 103669
PID:
20.500.12556/RUL-164442
UDC:
336
ISSN on article:
1057-5219
DOI:
10.1016/j.irfa.2024.103669
COBISS.SI-ID:
212391683
Publication date in RUL:
25.10.2024
Views:
214
Downloads:
51
Metadata:
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Record is a part of a journal
Title:
International review of financial analysis
Shortened title:
Int. rev. financ. analy.
Publisher:
Elsevier
ISSN:
1057-5219
COBISS.SI-ID:
991954
Licences
License:
CC BY 4.0, Creative Commons Attribution 4.0 International
Link:
http://creativecommons.org/licenses/by/4.0/
Description:
This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Secondary language
Language:
Slovenian
Keywords:
finančni kapital
,
trajnostni razvoj
,
modeli
,
poslovna poročila
Projects
Funder:
ARRS - Slovenian Research Agency
Project number:
P2-0103
Name:
Tehnologije znanja
Funder:
ARRS - Slovenian Research Agency
Project number:
P5-0161
Name:
Izzivi vlagateljev, podjetij, finančnih institucij in države v negotovem evropskem gospodarskem okolju
Funder:
ARRS - Slovenian Research Agency
Project number:
J5-2554
Name:
Kvantitativna in kvalitativna analiza nereguliranih delov finančnega poročanja podjetij
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