IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2409.00843.html
   My bibliography  Save this paper

Global Public Sentiment on Decentralized Finance: A Spatiotemporal Analysis of Geo-tagged Tweets from 150 Countries

Author

Listed:
  • Yuqi Chen
  • Yifan Li
  • Kyrie Zhixuan Zhou
  • Xiaokang Fu
  • Lingbo Liu
  • Shuming Bao
  • Daniel Sui
  • Luyao Zhang

Abstract

In the digital era, blockchain technology, cryptocurrencies, and non-fungible tokens (NFTs) have transformed financial and decentralized systems. However, existing research often neglects the spatiotemporal variations in public sentiment toward these technologies, limiting macro-level insights into their global impact. This study leverages Twitter data to explore public attention and sentiment across 150 countries, analyzing over 150 million geotagged tweets from 2012 to 2022. Sentiment scores were derived using a BERT-based multilingual sentiment model trained on 7.4 billion tweets. The analysis integrates global cryptocurrency regulations and economic indicators from the World Development Indicators database. Results reveal significant global sentiment variations influenced by economic factors, with more developed nations engaging more in discussions, while less developed countries show higher sentiment levels. Geographically weighted regression indicates that GDP-tweet engagement correlation intensifies following Bitcoin price surges. Topic modeling shows that countries within similar economic clusters share discussion trends, while different clusters focus on distinct topics. This study highlights global disparities in sentiment toward decentralized finance, shaped by economic and regional factors, with implications for poverty alleviation, cryptocurrency crime, and sustainable development. The dataset and code are publicly available on GitHub.

Suggested Citation

  • Yuqi Chen & Yifan Li & Kyrie Zhixuan Zhou & Xiaokang Fu & Lingbo Liu & Shuming Bao & Daniel Sui & Luyao Zhang, 2024. "Global Public Sentiment on Decentralized Finance: A Spatiotemporal Analysis of Geo-tagged Tweets from 150 Countries," Papers 2409.00843, arXiv.org.
  • Handle: RePEc:arx:papers:2409.00843
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2409.00843
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Asli Demirgüç-Kunt & Leora Klapper & Dorothe Singer & Saniya Ansar & Jake Hess, 2020. "The Global Findex Database 2017: Measuring Financial Inclusion and Opportunities to Expand Access to and Use of Financial Services," The World Bank Economic Review, World Bank, vol. 34(Supplemen), pages 2-8.
    2. Catherine Larochelle & Jeffrey Alwang & Nelson Taruvinga, 2014. "Inter-temporal Changes in Well-being During Conditions of Hyperinflation: Evidence from Zimbabwe," Journal of African Economies, Centre for the Study of African Economies, vol. 23(2), pages 225-256.
    3. Ozili, Peterson K, 2022. "Decentralized finance research and developments around the World," MPRA Paper 114338, University Library of Munich, Germany.
    4. Shangrong Jiang & Yuze Li & Quanying Lu & Yongmiao Hong & Dabo Guan & Yu Xiong & Shouyang Wang, 2021. "Policy assessments for the carbon emission flows and sustainability of Bitcoin blockchain operation in China," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    5. Zhang, Luyao & Sun, Yutong & Quan, Yutong & Cao, Jiaxun & Tong, Xin, 2023. "On the Mechanics of NFT Valuation: AI Ethics and Social Media," OSF Preprints qwpdx, Center for Open Science.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yu, Haoyang & Sun, Yutong & Liu, Yulin & Zhang, Luyao, 2023. "Bitcoin Gold, Litecoin Silver: An Introduction to Cryptocurrency’s Valuation and Trading Strategy," OSF Preprints t2fku, Center for Open Science.
    2. Olayinka David-West & Oluwasola Oni & Folajimi Ashiru, 2022. "Diffusion of Innovations: Mobile Money Utility and Financial Inclusion in Nigeria. Insights from Agents and Unbanked Poor End Users," Information Systems Frontiers, Springer, vol. 24(6), pages 1753-1773, December.
    3. Yin, Sihua & Yang, Haidong & Xu, Kangkang & Zhu, Chengjiu & Zhang, Shaqing & Liu, Guosheng, 2022. "Dynamic real–time abnormal energy consumption detection and energy efficiency optimization analysis considering uncertainty," Applied Energy, Elsevier, vol. 307(C).
    4. Maria V. Sigova & Igor K. Klyuchnikov & Oleg I. Klyuchnikov, 2024. "Sustainability and Security of Green Finance from the Multi-agent Games Perspective," Finansovyj žhurnal — Financial Journal, Financial Research Institute, Moscow 125375, Russia, issue 1, pages 78-95, February.
    5. Shunbin Zhong & Huafu Shen & Ziheng Niu & Yang Yu & Lin Pan & Yaojun Fan & Atif Jahanger, 2022. "Moving towards Environmental Sustainability: Can Digital Economy Reduce Environmental Degradation in China?," IJERPH, MDPI, vol. 19(23), pages 1-23, November.
    6. Jamil, Abd Rahim Md. & Law, Siong Hook & Mohamad Khair-Afham, M.S. & Trinugroho, Irwan, 2023. "Financial inclusion and economic uncertainty in developing countries: The role of digitalisation," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 786-806.
    7. Wu, Xiangling & Ding, Shusheng, 2023. "The impact of the Bitcoin price on carbon neutrality: Evidence from futures markets," Finance Research Letters, Elsevier, vol. 56(C).
    8. Thomas CHUFFART & Marie-Line DUBOZ & Paipet Corine ZOGBE, 2023. "Microfinance, inclusion financière et inégalités de revenus dans l’UEMOA," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 58, pages 103-121.
    9. Xuejia Sang & Xiaopeng Leng & Linfu Xue & Xiangjin Ran, 2022. "Based on the Time-Spatial Power-Based Cryptocurrency Miner Driving Force Model, Establish a Global CO 2 Emission Prediction Framework after China Bans Cryptocurrency," Sustainability, MDPI, vol. 14(9), pages 1-18, April.
    10. Tian, Guixian & Zhang, Zhuo, 2023. "Exploring the impact of natural Resource utilization on human capital development: A sustainable development perspective," Resources Policy, Elsevier, vol. 87(PA).
    11. Radosław Miśkiewicz & Krzysztof Matan & Jakub Karnowski, 2022. "The Role of Crypto Trading in the Economy, Renewable Energy Consumption and Ecological Degradation," Energies, MDPI, vol. 15(10), pages 1-15, May.
    12. Godfred Anakpo & Zizipho Xhate & Syden Mishi, 2023. "The Policies, Practices, and Challenges of Digital Financial Inclusion for Sustainable Development: The Case of the Developing Economy," FinTech, MDPI, vol. 2(2), pages 1-17, June.
    13. Enid M. Katungi & Catherine Larochelle & Josephat R. Mugabo & Robin Buruchara, 2018. "The effect of climbing bean adoption on the welfare of smallholder common bean growers in Rwanda," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(1), pages 61-79, February.
    14. Wang, Rui & Luo, Hang (Robin), 2022. "How does financial inclusion affect bank stability in emerging economies?," Emerging Markets Review, Elsevier, vol. 51(PA).
    15. Tee, Kienpin & Chen, Xihui Haviour & Hooy, Chee-Wooi, 2024. "The evolution of corporate social responsibility in China: Do political connection and ownership matter?," Global Finance Journal, Elsevier, vol. 60(C).
    16. Huidan Xu & Kun Song & Yichao Li & Martinson Ankrah Twumasi, 2023. "The Relationship between Financial Literacy and Income Structure of Rural Farm Households: Evidence from Jiangsu, China," Agriculture, MDPI, vol. 13(3), pages 1-15, March.
    17. Griffith, Todd & Clancey-Shang, Danjue, 2023. "Cryptocurrency regulation and market quality," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 84(C).
    18. Jiang, Qisheng & Tang, Pengcheng, 2023. "All roads lead to Rome? Carbon emissions, pollutant emissions and local officials’ political promotion in China," Energy Policy, Elsevier, vol. 181(C).
    19. Zeqiraj, Veton & Sohag, Kazi & Hammoudeh, Shawkat, 2022. "Financial inclusion in developing countries: Do quality institutions matter?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
    20. Olatunji A. Shobande & Simplice A. Asongu, 2021. "Financial Development, Human Capital Development and Climate Change in East and Southern Africa," Working Papers 21/042, European Xtramile Centre of African Studies (EXCAS).

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2409.00843. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.