ArticleAnnals of operations research2022
Past, present, and future of sustainable finance: insights from big data analytics through machine learning of scholarly research.
Article in Annals of operations research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Synergistic review of automation impact of big data, AI, and ML in current data transformative era.F1000Research · 2025Pooled it
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- A hybrid self attentive linearized phrase structured transformer based RNN for financial sentence analysis with sentence level explainability.Scientific reports · 2025Article
- Safety Risk Assessment and Classification of Cadmium in Grain Processing Products.Foods (Basel, Switzerland) · 2025Article
- Research Trends in Proteomic Studies Using Serum from COVID-19 Patients: A Bibliometric Analysis.Current medicinal chemistry · 2025Article
- Evaluating coupling coordination between urban smart performance and low-carbon level in China's pilot cities with mixed methods.Scientific reports · 2024Article
- Financial indicators utilization among community pharmacists: A comprehensive study for pharmacy management.PloS one · 2024Article
- Intraocular lens power calculation formulas: a scientometric analysis.Medical hypothesis, discovery & innovation ophthalmology journal · 2023Article
- Digital Finance and Green Development: Characteristics, Mechanisms, and Empirical Evidences.International journal of environmental research and public health · 2022Article
- The role of cryptocurrencies in predicting oil prices pre and during COVID-19 pandemic using machine learning.Annals of operations research · 2022Article
- Testing the animal spirits theory for ethical investments: further evidence from aggregated and disaggregated data.Annals of operations research · 2022Article
- Artificial intelligence and blockchain implementation in supply chains: a pathway to sustainability and data monetisation?Annals of operations research · 2022Article
- A bibliometric analysis of COVID-19 publications in neurology by using the visual mapping method.Frontiers in public health · 2022Article
- Knowledge mapping of COVID-19 and dentistry: A bibliometric analysis.Frontiers in public health · 2022Article
- Global Trends and Hot-Spots in Research on Virtual Simulation in Nursing: A Bibliometric Analysis From 1999 to 2021.Frontiers in public health · 2022Article
- Global Trends in Nursing-Related Research on COVID-19: A Bibliometric Analysis.Frontiers in public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Sustainable finance is a rich field of research. Yet, existing reviews remain limited due to the piecemeal insights offered through a sub-set rather than the entire corpus of sustainable finance. To address this gap, this study aims to conduct a large-scale review that would provide a state-of-the-art overview of the performance and intellectual structure of sustainable finance. To do so, this study engages in a review of sustainable finance research using big data analytics through machine learning of scholarly research. In doing so, this study unpacks the most influential articles and top contributing journals, authors, institutions, and countries, as well as the methodological choices and research contexts for sustainable finance research. In addition, this study reveals insights into seven major themes of sustainable finance research, namely socially responsible investing, climate financing, green financing, impact investing, carbon financing, energy financing, and governance of sustainable financing and investing. To drive the field forward, this study proposes several suggestions for future sustainable finance research, which include developing and diffusing innovative sustainable financing instruments, magnifying and managing the profitability and returns of sustainable financing, making sustainable finance more sustainable, devising and unifying policies and frameworks for sustainable finance, tackling greenwashing of corporate sustainability reporting in sustainable finance, shining behavioral finance on sustainable finance, and leveraging the power of new-age technologies such as artificial intelligence, blockchain, internet of things, and machine learning for sustainable finance.
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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.