Abstract
This article is the first one to examine the moderating role of bitcoin sentiment indices on the short term and long-term time–frequency-based good and bad network connectedness of all US sectors. In more detail, the paper quantifies the above relationship between the 11 US sectoral high frequency returns and then identifies the moderating impact of bitcoin investors’ fear and greed sentiment on good and bad network connectedness during pre-Covid-19 and Covid-19. For the said purpose, we decompose the returns into good and bad volatility, and rely on time and frequency dependent spillover measures and quantify a spillover symmetrical and asymmetrical measure for network connectedness for different investment horizons. Furthermore, we also quantify the NET good–bad volatility transmission and reception capability of all our sectors within the frequency dependent network. The extracted good and bad network connectedness indices are then regressed on multiple thresholds of bitcoin sentiment indices. Quantile regression results revealed that fear, extreme fear, greed and extreme greed moderate the short term and long term good and bad volatility spillovers within the network connectedness. Finally, we also utilize hedge ratios and optimal portfolio weight selection strategies to explain whether short positioning in the US sectoral returns can be used to hedge against bitcoin sentiment risk.
| Original language | English |
|---|---|
| Article number | 100463 |
| Pages (from-to) | 633-677 |
| Number of pages | 45 |
| Journal | Annals of Operations Research |
| Volume | 347 |
| Issue number | 1 |
| DOIs | |
| State | Published - Apr 2025 |
| Externally published | Yes |
Bibliographical note
Publisher Copyright:© The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023.
Keywords
- Asymmetrical network connectedness
- Bitcoin sentiment indexes
- Covid-19
- Financial markets
- Hedge ratios
- High frequency data
- Network modelling
- Optimal portfolio weight selection strategy
- Portfolio diversification
- Realized and semi-realized variances
- Time–frequency dependent US sectoral network
ASJC Scopus subject areas
- General Decision Sciences
- Management Science and Operations Research
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