Journal of Asia-Pacific Studies 2023 KCI Impact Factor : 0.61
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pISSN : 1225-8539 / eISSN : 2671-5171
- https://journal.kci.go.kr/japs
KJCKorea
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Textmining Analysis on Conceptualizing Embedded Topics in EU ESG Discussion
- Journal of Asia-Pacific Studies
- Abbr : JAPS
- 2022, 29(4), pp.191-223
- DOI : 10.18107/japs.2022.29.4.007
- Publisher : Institute of Global Affairs
- Research Area : Social Science > Social Science in general
- Received : November 9, 2022
- Accepted : December 19, 2022
- Published : December 30, 2022
Kim, You Shik 1, Choi Young Jun 1
1경희대학교
Accredited
ABSTRACT
Environmental, Social and Governance (ESG) issues are gaining attention in politics, academic literature and business, yet the sudden soaring interest has brought certain ramification. Some issues are overlooked and lagging behind due to skewed focus on the causality and relationship with particular area such as financial performance. Under the assumption that there are underlying concepts beyond the issue of ESG evaluation score, the aim of this research is to explore and conceptualise the embedded ESG topics and policy implications from EU legislative documents. Considering limited research have been attempted to analyse ESG topics in EU documents and textmining algorithm to the field of ESG discussion provides further research topics, this research contributes to both practical and academic implications.
Using textmining methodology of wordcloud and LDA topic modeling analysis, this research analyses the 89 documents retrieved from EUR-Lex portal published during 2019-2021, containing ESG related keywords. The result shows that 10 main topics are discovered from the analysis, and EU ESG discourse can be categorised three pillars with one regulatory framework: 1) ESG and Trade and Social development, 2) ESG and Sustainable Investment and 3) ESG and Industry with 4) ESG regulations.
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[journal]
Amado, A.
/ 2018
/ Research trends on Big Data in Marketing : A text mining and topic modeling based literature analysis
/ European Research on Management and Business Economics
24(1)
: 1~7
[journal]
Atenstaedt, R.
/ 2021
/ Word cloud analysis of historical changes in the subject matter of public health practice in the United Kingdom
/ Public Health
197
: 39~41
[journal]
Baker, E. D.
/ 2021
/ ESG government risk and international IPO underpricing
/ Journal of Corporate Finance
67
: 101913~
[journal]
방경원
/ 2021
/
A Text Mining for CEO’s Letters -A Study of Specialized Text Types through the Case of German Companies-
/ 인문학연구
/ 인문학연구원
(62)
: 371~402
[journal]
Benchimol, J.
/ 2022
/ Text mining methodologies with R : An application to central bank texts
/ Machine Learning with Applications
8
: 1~19
[journal]
Blair, S. J.
/ 2020
/ Aggregated topic models for increasing social media topic coherence
/ Applied Intelligence
50(1)
: 138~156
[journal]
Blei, D. M.
/ 2003
/ Latent dirichlet allocation
/ Journal of machine Learning research
3
: 993~1022
[journal]
Cornell, B.
/ 2021
/ ESG preferences, risk and return
/ European Financial Management
27(1)
: 12~19
[journal]
De Lucia, C.
/ 2020
/ Does good ESG lead to better financial performances by firms? Machine learning and logistic regression models of public enterprises in Europe
/ Sustainability
12(13)
: 1~26
[journal]
del Gobbo, E.
/ 2021
/ Emerging topics in Brexit debate on Twitter around the deadlines
/ Social Indicators Research
156(2)
: 669~688
[journal]
Eccles, N.
/ 2011
/ The origins and meanings of names describing investment practices that integrate a consideration of ESG issues in the academic literature
/ Journal of Business Ethics
104(3)
: 389~402
[journal]
Fiandrino, S.
/ 2021
/ A text-mining analysis on the review of the non-financial reporting directive : bringing value creation for stakeholders into accounting
/ Sustainability
13(2)
: 1~18
[journal]
Folqué, M.
/ 2021
/ Sustainable development and financial system : Integrating ESG risks through sustainable investment strategies in a climate change context
/ Sustainable Development
29(5)
: 876~890
[journal]
Goloshchapova, I.
/ 2019
/ Corporate social responsibility reports : topic analysis and big data approach
/ The European Journal of Finance
25(17)
: 1637~1654
[journal]
Homburg, C.
/ 2013
/ Corporate social responsibility in business-to-business markets : How organizational customers account for supplier corporate social responsibility engagement
/ Journal ofMarketing
77(6)
: 54~72
[journal]
Hung, J. l.
/ 2012
/ Trends of e-learning research from 2000 to 2008 : Use of text mining and bibliometrics
/ British journal of educational technology
43(1)
: 5~16
[journal]
Jakubik, P.
/ 2021
/ Impact of green bond policies on insurers : evidence from the European equity market
/ Journal of Economics and Finance
45(2)
: 381~393
[journal]
Kirilenko, A. P.
/ 2021
/ Automated topic modeling of tourist reviews: Does the Anna Karenina principle apply?
/ Tourism Management
83
: 1~13
[journal]
Koh, H. -K.
/ 2022
/ Perceived ESG(Environmental, Social, Governance)and Consumers’ Responses : The Mediating Role of Brand Credibility, Brand Image, and Perceived Quality
/ Sustainability
14(8)
: 1~15
[journal]
Kulevicz, R.
/ 2020
/ Influence of sustainability reports on social and environmental issues : Bibliometric analysis and the word cloud approach
/ Environmental Reviews
28(4)
: 380~386
[book]
Landauer, T. K.
/ 2013
/ Handbook of latent semantic analysis
/ Psychology Press
[journal]
Lee, M. T.
/ 2022
/ Signaling green! firm ESG signals in an interconnected environment that promote brand valuation
/ Journal of Business Research
138
: 1~11
[journal]
Liu, L.
/ 2021
/ Environmental, Social and Governance(ESG)Evaluation and Organizational Attractiveness to Prospective Employees : Evidence From Japan
/ Journal of Accounting and Finance
21(4)
: 14~29
[journal]
Liu, Y.
/ 2019
/ A big-data approach to understanding the thematic landscape of the field of business ethics, 1982-2016
/ Journal of Business Ethics
160(1)
: 127~150
[journal]
McNaught, C.
/ 2010
/ Using Wordle as a supplementary research tool
/ Qualitative Report
15(3)
: 630~643
[journal]
Pacces, A. M
/ 2021
/ Will the EU Taxonomy Regulation Foster Sustainable Corporate Governance?
/ Sustainability
13(21)
: 1~21
[journal]
Pham, L.
/ 2020
/ How does investor attention influence the green bond market?
/ Finance Research Letters
35
: 1~7
[journal]
Rogge, E.
/ 2021
/ Europe’s green policy : Towards a climate neutral economy by way of investors’ choice
/ European Company Law
18(1)
: 34~39
[journal]
Srinivasan, P
/ 2004
/ Text mining: Generating hypotheses from MEDLINE
/ Journal of the American Society for Information Science and Technology
55(5)
: 396~413
[journal]
Van Duuren, E.
/ 2016
/ ESG integration and the investment management process : Fundamental investing reinvented
/ Journal of Business Ethics
138(3)
: 525~533
[journal]
Zampone, G.
/ 2021
/ Effects of Corporate Social Responsibility Disclosure on Brand Value : An analysis of Interbrand Companies
/ International Journal of Business and Management
16(6)
: 17~30
[journal]
Zhou, N.
/ 2020
/ Foreign subsidiary CSR as a buffer against parent firm reputation risk
/ Journal of International Business Studies
51(8)
: 1256~1282
[other]
/ 2020
/ EU plan to label climate-harmful investments faces finance industry pushback
/ Reuters. December 4, 2020
[web]
/ ECB
/ https://www.ecb.europa.eu/ecb/climate/html/index.en.html
[web]
Hummel, K.
/ 2022
/ The Current State and Future of Corporate Sus tainability Reporting Regulations in the European Union
/ https://ssrn.com/abstract=3978478