{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T22:18:53Z","timestamp":1782944333328,"version":"3.54.5"},"publisher-location":"Singapore","reference-count":32,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819672912","type":"print"},{"value":"9789819672929","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,15]],"date-time":"2025-10-15T00:00:00Z","timestamp":1760486400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,15]],"date-time":"2025-10-15T00:00:00Z","timestamp":1760486400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-981-96-7292-9_1","type":"book-chapter","created":{"date-parts":[[2025,10,14]],"date-time":"2025-10-14T11:04:51Z","timestamp":1760439891000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Leveraging AI to Enhanced ESG Impact Assessment in Sustainable Investments: A Sentiment Analysis"],"prefix":"10.1007","author":[{"given":"Vertika","family":"Goswami","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Arpita","family":"Agarwal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,10,15]]},"reference":[{"issue":"9","key":"1_CR1","doi-asserted-by":"publisher","first-page":"155","DOI":"10.3390\/technologies12090155","volume":"12","author":"A Kalbhor","year":"2024","unstructured":"Kalbhor A, Nair RS, Phansalkar S, Sonkamble R, Sharma A, Mohan H, Lim WH (2024) PARKTag: an AI\u2013blockchain integrated solution for an efficient, trusted, and scalable parking management system. Technologies 12(9):155","journal-title":"Technologies"},{"key":"1_CR2","doi-asserted-by":"crossref","unstructured":"Musleh Al-Sartawi AM, Hussainey K, Razzaque A (2022) The role of artificial intelligence in sustainable finance. J Sustain Fin Invest 1\u20136","DOI":"10.1080\/20430795.2022.2057405"},{"key":"1_CR3","doi-asserted-by":"publisher","unstructured":"Dagar M, Kajal A, Bhatia P (2021) Twitter sentiment analysis using supervised machine learning techniques. In: 2021 5th International conference on information systems and computer networks (ISCON). pp 1\u20137. https:\/\/doi.org\/10.1109\/ISCON52037.2021.9702333","DOI":"10.1109\/ISCON52037.2021.9702333"},{"key":"1_CR4","doi-asserted-by":"publisher","unstructured":"Kaushik N, Bhatia MK (2022) Twitter sentiment analysis using K-means and hierarchical clustering on COVID pandemic. pp 757\u2013769. https:\/\/doi.org\/10.1007\/978-981-16-2594-7_61","DOI":"10.1007\/978-981-16-2594-7_61"},{"key":"1_CR5","doi-asserted-by":"publisher","unstructured":"Chinn S, Hart PS, Soroka S (2020) Politicization and polarization in climate change news content, 1985\u20132017. Sci Commun 42(1):112\u2013129. https:\/\/doi.org\/10.1177\/1075547019900290","DOI":"10.1177\/1075547019900290"},{"issue":"2","key":"1_CR6","doi-asserted-by":"publisher","first-page":"1030","DOI":"10.1080\/20430795.2021.1874212","volume":"13","author":"J Brusseau","year":"2023","unstructured":"Brusseau J (2023) AI human impact: toward a model for ethical investing in AI-intensive companies. J Sustain Finan Invest 13(2):1030\u20131057","journal-title":"J Sustain Finan Invest"},{"key":"1_CR7","doi-asserted-by":"publisher","first-page":"181074","DOI":"10.1109\/ACCESS.2020.3027350","volume":"8","author":"AS Imran","year":"2020","unstructured":"Imran AS, Daudpota SM, Kastrati Z, Batra R (2020) Cross-cultural polarity and emotion detection using sentiment analysis and deep learning on COVID-19 related tweets. IEEE Access 8:181074\u2013181090. https:\/\/doi.org\/10.1109\/ACCESS.2020.3027350","journal-title":"IEEE Access"},{"key":"1_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.gloenvcha.2021.102353","volume":"70","author":"V Hase","year":"2021","unstructured":"Hase V, Mahl D, Sch\u00e4fer MS, Keller TR (2021) Climate change in news media across the globe: an automated analysis of issue attention and themes in climate change coverage in 10 countries (2006\u20132018). Glob Environ Chang 70:102353. https:\/\/doi.org\/10.1016\/j.gloenvcha.2021.102353","journal-title":"Glob Environ Chang"},{"key":"1_CR9","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2020.141642","volume":"750","author":"A Sharifi","year":"2021","unstructured":"Sharifi A (2021) Co-benefits and synergies between urban climate change mitigation and adaptation measures: a literature review. Sci Total Environ 750:141642. https:\/\/doi.org\/10.1016\/j.scitotenv.2020.141642","journal-title":"Sci Total Environ"},{"key":"1_CR10","doi-asserted-by":"publisher","unstructured":"Dechezlepr\u00eatre A, Fabre A, Kruse T, Planterose B, Chico AS, Stantcheva S (2022) Fighting climate change: international attitudes toward climate policies. https:\/\/doi.org\/10.3386\/w30265","DOI":"10.3386\/w30265"},{"issue":"3","key":"1_CR11","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1108\/MEDAR-09-2019-0563","volume":"29","author":"L Rocca","year":"2021","unstructured":"Rocca L, Giacomini D, Zola P (2021) Environmental disclosure and sentiment analysis: state of the art and opportunities for public-sector organisations. Meditari Account Res 29(3):617\u2013646. https:\/\/doi.org\/10.1108\/MEDAR-09-2019-0563","journal-title":"Meditari Account Res"},{"issue":"8","key":"1_CR12","doi-asserted-by":"publisher","first-page":"6976","DOI":"10.3390\/su15086976","volume":"15","author":"M Carat\u00f9","year":"2023","unstructured":"Carat\u00f9 M, Brescia V, Pigliautile I, Biancone P (2023) Assessing energy communities\u2019 awareness on social media with a content and sentiment analysis. Sustainability 15(8):6976. https:\/\/doi.org\/10.3390\/su15086976","journal-title":"Sustainability"},{"key":"1_CR13","doi-asserted-by":"publisher","unstructured":"Singh H, Sharma L (2022) A comparative study of machine learning algorithms for text classification. J Comput Sci 18(6):770\u2013776. [Online]. https:\/\/doi.org\/10.3844\/jcssp.2022.770.776","DOI":"10.3844\/jcssp.2022.770.776"},{"issue":"3","key":"1_CR14","doi-asserted-by":"publisher","first-page":"760","DOI":"10.51594\/estj.v5i3.871","volume":"5","author":"WA Addy","year":"2024","unstructured":"Addy WA, Ofodile OC, Adeoye OB, Oyewole AT, Okoye CC, Odeyemi O, Ololade YJ (2024) Data-driven sustainability: how fintech innovations are supporting green finance. Eng Sci Technol J 5(3):760\u2013773","journal-title":"Eng Sci Technol J"},{"key":"1_CR15","doi-asserted-by":"crossref","unstructured":"Rane N, Choudhary S, Rane J (2024) Artificial intelligence enhanced environmental, social, and governance (Esg) strategies for financial services and investment sectors. In: Social, and governance (Esg) strategies for financial services and investment sectors","DOI":"10.2139\/ssrn.4842635"},{"key":"1_CR16","doi-asserted-by":"crossref","unstructured":"Rani M, Singh R (2024) Role of artificial intelligence in sustainable finance. In: Engineering applications of artificial intelligence. Springer Nature Switzerland, Cham, pp 409\u2013419","DOI":"10.1007\/978-3-031-50300-9_22"},{"issue":"4","key":"1_CR17","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1007\/s10462-024-10708-3","volume":"57","author":"T Lim","year":"2024","unstructured":"Lim T (2024) Environmental, social, and governance (ESG) and artificial intelligence in finance: state-of-the-art and research takeaways. Artif Intell Rev 57(4):76","journal-title":"Artif Intell Rev"},{"issue":"1","key":"1_CR18","doi-asserted-by":"publisher","first-page":"1912526","DOI":"10.1080\/23311975.2021.1912526","volume":"8","author":"DC Pham","year":"2021","unstructured":"Pham DC, Do TNA, Doan TN, Nguyen TXH, Pham TKY (2021) The impact of sustainability practices on financial performance: empirical evidence from Sweden. Cogent Bus Manag 8(1):1912526","journal-title":"Cogent Bus Manag"},{"key":"1_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s40804-022-00262-2","volume":"24","author":"J Zhao","year":"2023","unstructured":"Zhao J, G\u00f3mez Fari\u00f1as B (2023) Artificial intelligence and sustainable decisions. Eur Bus Org Law Rev 24:1\u201339. https:\/\/doi.org\/10.1007\/s40804-022-00262-2","journal-title":"Eur Bus Org Law Rev"},{"issue":"1","key":"1_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijme.2019.100330","volume":"18","author":"MA Goralski","year":"2020","unstructured":"Goralski MA, Tan TK (2020) Artificial intelligence and sustainable development. Int J Manag Educ 18(1):100330. https:\/\/doi.org\/10.1016\/j.ijme.2019.100330","journal-title":"Int J Manag Educ"},{"issue":"3","key":"1_CR21","doi-asserted-by":"publisher","first-page":"2253","DOI":"10.1002\/sd.2773","volume":"32","author":"I Kulkov","year":"2024","unstructured":"Kulkov I, Kulkova J, Rohrbeck R, Menvielle L, Kaartemo V, Makkonen H (2024) Artificial intelligence - driven sustainable development: examining organizational, technical, and processing approaches to achieving global goals. Sustain Dev 32(3):2253\u20132267. https:\/\/doi.org\/10.1002\/sd.2773","journal-title":"Sustain Dev"},{"key":"1_CR22","doi-asserted-by":"publisher","unstructured":"Elias O, Esebre SD, Abijo I, Timothy AM, Babayemi TD, Makinde EO, Oladepo OI, Fatoki IE (2024) Harnessing artificial intelligence to optimize financial technologies for achieving sustainable development goals. World J Adv Res Rev 23(2):616\u2013625. https:\/\/doi.org\/10.30574\/wjarr.2024.23.2.2385","DOI":"10.30574\/wjarr.2024.23.2.2385"},{"key":"1_CR23","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-021-04410-8","author":"S Kumar","year":"2022","unstructured":"Kumar S, Sharma D, Rao S, Lim WM, Mangla SK (2022) Past, present, and future of sustainable finance: insights from big data analytics through machine learning of scholarly research. Ann Oper Res. https:\/\/doi.org\/10.1007\/s10479-021-04410-8","journal-title":"Ann Oper Res"},{"key":"1_CR24","doi-asserted-by":"crossref","unstructured":"Maurya S, Verma R, Khilnani L, Bhakuni AS, Kumar M, Rakesh N (2024) Effect of AI on the financial sector: risk control, investment decision-making, and business outcome. In: 2024 11th International conference on reliability, infocom technologies and optimization (trends and future directions)(ICRITO). IEEE, pp 1\u20137","DOI":"10.1109\/ICRITO61523.2024.10522410"},{"key":"1_CR25","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/TLT.2023.3314610","volume":"17","author":"K Ahmad","year":"2024","unstructured":"Ahmad K, Iqbal W, El-Hassan A, Qadir J, Benhaddou D, Ayyash M, Al-Fuqaha A (2024) Data-driven artificial intelligence in education: a comprehensive review. IEEE Trans Learn Technol 17:12\u201331. https:\/\/doi.org\/10.1109\/TLT.2023.3314610","journal-title":"IEEE Trans Learn Technol"},{"issue":"1","key":"1_CR26","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/s00146-022-01415-0","volume":"39","author":"M Minkkinen","year":"2024","unstructured":"Minkkinen M, Niukkanen A, M\u00e4ntym\u00e4ki M (2024) What about investors? ESG analyses as tools for ethics-based AI auditing. AI Soc 39(1):329\u2013343. https:\/\/doi.org\/10.1007\/s00146-022-01415-0","journal-title":"AI Soc"},{"key":"1_CR27","doi-asserted-by":"publisher","unstructured":"Saxena A, Singh R, Gehlot A, Akram SV, Twala B, Singh A, Montero EC, Priyadarshi N (2022) Technologies empowered environmental, social, and governance (ESG): an industry 4.0 landscape. Sustainability 15(1):309. https:\/\/doi.org\/10.3390\/su15010309","DOI":"10.3390\/su15010309"},{"key":"1_CR28","doi-asserted-by":"publisher","unstructured":"Garvey C, Maskal C (2020) Sentiment analysis of the news media on artificial intelligence does not support claims of negative bias against artificial intelligence. OMICS J Integ Biol 24(5):286\u2013299. https:\/\/doi.org\/10.1089\/omi.2019.0078","DOI":"10.1089\/omi.2019.0078"},{"key":"1_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2022.108206","volume":"169","author":"A Deiva Ganesh","year":"2022","unstructured":"Deiva Ganesh A, Kalpana P (2022) Future of artificial intelligence and its influence on supply chain risk management\u2014a systematic review. Comput Ind Eng 169:108206. https:\/\/doi.org\/10.1016\/j.cie.2022.108206","journal-title":"Comput Ind Eng"},{"key":"1_CR30","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1109\/OJCS.2023.3300321","volume":"4","author":"Y Wang","year":"2023","unstructured":"Wang Y, Pan Y, Yan M, Su Z, Luan TH (2023) A survey on ChatGPT: AI\u2013generated contents, challenges, and solutions. IEEE Open J Comput Soc 4:280\u2013302. https:\/\/doi.org\/10.1109\/OJCS.2023.3300321","journal-title":"IEEE Open J Comput Soc"},{"issue":"2","key":"1_CR31","doi-asserted-by":"publisher","first-page":"37","DOI":"10.3390\/computers12020037","volume":"12","author":"H Taherdoost","year":"2023","unstructured":"Taherdoost H, Madanchian M (2023) Artificial intelligence and sentiment analysis: a review in competitive research. Computers 12(2):37. https:\/\/doi.org\/10.3390\/computers12020037","journal-title":"Computers"},{"issue":"2","key":"1_CR32","first-page":"106","volume":"13","author":"M Antoncic","year":"2020","unstructured":"Antoncic M (2020) Uncovering hidden signals for sustainable investing using big data: artificial intelligence, machine learning and natural language processing. J Risk Manag Financ Inst 13(2):106\u2013113","journal-title":"J Risk Manag Financ Inst"}],"container-title":["Lecture Notes in Networks and Systems","Universal Threats in Expert Applications and Solutions"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-7292-9_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T21:42:18Z","timestamp":1782942138000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-7292-9_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,15]]},"ISBN":["9789819672912","9789819672929"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-7292-9_1","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,15]]},"assertion":[{"value":"15 October 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"UNI-TEAS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Universal Threats in Expert Applications and Solutions","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Jaipur","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 February 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 February 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"uniteas2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/uniteas.karniuniverse.com\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}