Unveiling Currency Market Dynamics: Leveraging Federal Reserve Communications for Strategic Investment Insights

Martina Menzio, Davide Paris, Elisabetta Fersini


Abstract
The purpose of this paper is to extract market signals for the major currencies (EUR, USD, GBP, JPY, CNY) analyzing the Federal Reserve System (FED) minutes and speeches, and, consequently, making suggestions about going long/short or remaining neutral to investors thanks to the causal relationships between FED sentiment and currency exchange rates. To this purpose, we aim to verify the hypothesis that the currency market dynamics follow a trend that is subject to the sentiment of FED minutes and speeches related to specific relevant currencies. The proposed paper has highlighted two main findings: (1) the sentiment expressed in the FED minutes has a strong influence on financial market predictability on major currencies trend and (2) the sentiment over time Granger-causes the exchange rate of currencies not only immediately but also at increasing lags according to a monotonically decreasing impact.
Anthology ID:
2024.finnlp-1.10
Volume:
Proceedings of the Joint Workshop of the 7th Financial Technology and Natural Language Processing, the 5th Knowledge Discovery from Unstructured Data in Financial Services, and the 4th Workshop on Economics and Natural Language Processing @ LREC-COLING 2024
Month:
May
Year:
2024
Address:
Torino, Italia
Editors:
Chung-Chi Chen, Xiaomo Liu, Udo Hahn, Armineh Nourbakhsh, Zhiqiang Ma, Charese Smiley, Veronique Hoste, Sanjiv Ranjan Das, Manling Li, Mohammad Ghassemi, Hen-Hsen Huang, Hiroya Takamura, Hsin-Hsi Chen
Venues:
FinNLP | WS
SIG:
Publisher:
ELRA and ICCL
Note:
Pages:
94–102
Language:
URL:
https://aclanthology.org/2024.finnlp-1.10
DOI:
Bibkey:
Cite (ACL):
Martina Menzio, Davide Paris, and Elisabetta Fersini. 2024. Unveiling Currency Market Dynamics: Leveraging Federal Reserve Communications for Strategic Investment Insights. In Proceedings of the Joint Workshop of the 7th Financial Technology and Natural Language Processing, the 5th Knowledge Discovery from Unstructured Data in Financial Services, and the 4th Workshop on Economics and Natural Language Processing @ LREC-COLING 2024, pages 94–102, Torino, Italia. ELRA and ICCL.
Cite (Informal):
Unveiling Currency Market Dynamics: Leveraging Federal Reserve Communications for Strategic Investment Insights (Menzio et al., FinNLP-WS 2024)
Copy Citation:
PDF:
https://aclanthology.org/2024.finnlp-1.10.pdf