Araştırma Makalesi

Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators

Cilt: 7 Sayı: 1 31 Mart 2025
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Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators

Öz

This study explores the influence of posts on the social media platform X (formerly Twitter) concerning economic uncertainty on key economic and financial indicators, including GDP, commercial bank loans, and the New York Stock Exchange (NYSE). The analysis focuses on the United States due to its pivotal role in global financial markets and the significant presence of U.S. users, who account for 50% of English-speaking X users, offering a rich dataset for studying social media-driven economic sentiment. Variables such as the USA Gross Domestic Product Index, Commercial Bank Loans, New York Stock Exchange Composite, and X-based Economic Uncertainty Index (TEU) were analyzed using monthly data from June 2011 to April 2023. Employing a Vector Autoregressive (VAR) model, the study finds that fluctuations in commercial bank loans and the NYSE Composite significantly impact GDP, while posts reflecting economic uncertainty, as captured by the TEU, primarily respond to changes in bank loans. The results reveal a bidirectional relationship between GDP and commercial bank loans, where loans can drive economic growth through increased consumer spending and investment, though excessive borrowing may lead to instability and crises. Furthermore, the TEU is influenced solely by variations in commercial bank loans, highlighting social media sentiment’s sensitivity to credit dynamics in the U.S. economy.

Anahtar Kelimeler

Kaynakça

  1. Ahmed, G., & Watters, C. (2018). A study of the relationship between the geographic locations of the user and participation in Twitter during different types of news events. Transactions on Machine Learning and Artificial Intelligence, 6(6). https://doi.org/10.14738/tmlai.66.5636
  2. Alshammari, A., Kapetanakis, S., Evans, R., Polatidis, N., & Alshammari, G. (2019). User modeling on Twitter with exploiting explicit relationships for personalized recommendations. In Proceedings of the International Conference on Computational Intelligence and Data Science (pp. 135-145). https://doi.org/10.1007/978-3-030-14347-3_14
  3. Alshammari, A., Kapetanakis, S., Polatidis, N., Evans, R., & Alshammari, G. (2019). Twitter user modeling based on indirect explicit relationships for personalized recommendations. In Proceedings of the International Conference on Computational Intelligence and Data Science (pp. 93-105). https://doi.org/10.1007/978-3-030-28377-3_8
  4. Ashraf, B. (2021). Is economic uncertainty a risk factor in bank loan pricing decisions? International evidence. Risks, 9(5), 81. https://doi.org/10.3390/risks9050081
  5. Baker, S. R., Bloom, N., Davis, S., & Renault, T. (2021). Twitter-derived measures of economic uncertainty: Technical report.
  6. Bai, P., Bai, Y., Safikhani, A., & Michailidis, G. (2021). Multiple change point detection in structured var models: the vardetect r package. arXiv preprint arXiv:2105.11007, https://doi.org/10.48550/arxiv.2105.11007
  7. Bashir, F., & Wei, H. (2018). Handling missing data in multivariate time series using a vector autoregressive model-imputation (VAR-IM) algorithm. Neurocomputing, 276, 23-30. https://doi.org/10.1016/j.neucom.2017.03.097
  8. Bertapelle, J., & Ballard-Reisch, D. (2015). Cultivating connections in 140 characters: A case study of Twitter relationship building. Media Watch, 6(3), 273. https://doi.org/10.15655/mw/2015/v6i3/77888

Ayrıntılar

Birincil Dil

İngilizce

Konular

Zaman Serileri Analizi

Bölüm

Araştırma Makalesi

Yazarlar

Yayımlanma Tarihi

31 Mart 2025

Gönderilme Tarihi

6 Şubat 2025

Kabul Tarihi

25 Mart 2025

Yayımlandığı Sayı

Yıl 2025 Cilt: 7 Sayı: 1

Kaynak Göster

APA
Yürük, M. F. (2025). Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators. International Journal of Business and Economic Studies, 7(1), 56-69. https://doi.org/10.54821/uiecd.1634814
AMA
1.Yürük MF. Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators. BES JOURNAL. 2025;7(1):56-69. doi:10.54821/uiecd.1634814
Chicago
Yürük, Muhammed Fatih. 2025. “Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators”. International Journal of Business and Economic Studies 7 (1): 56-69. https://doi.org/10.54821/uiecd.1634814.
EndNote
Yürük MF (01 Mart 2025) Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators. International Journal of Business and Economic Studies 7 1 56–69.
IEEE
[1]M. F. Yürük, “Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators”, BES JOURNAL, c. 7, sy 1, ss. 56–69, Mar. 2025, doi: 10.54821/uiecd.1634814.
ISNAD
Yürük, Muhammed Fatih. “Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators”. International Journal of Business and Economic Studies 7/1 (01 Mart 2025): 56-69. https://doi.org/10.54821/uiecd.1634814.
JAMA
1.Yürük MF. Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators. BES JOURNAL. 2025;7:56–69.
MLA
Yürük, Muhammed Fatih. “Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators”. International Journal of Business and Economic Studies, c. 7, sy 1, Mart 2025, ss. 56-69, doi:10.54821/uiecd.1634814.
Vancouver
1.Muhammed Fatih Yürük. Economic Uncertainty on Social Media: The Impact of X Posts on Economic and Financial Indicators. BES JOURNAL. 01 Mart 2025;7(1):56-69. doi:10.54821/uiecd.1634814

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