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Spillovers between the Islamic gold-backed cryptocurrencies and equity markets during the COVID-19: A sectorial analysis

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Abstract

This study examines the return and volatility transmission between the Islamic gold-backed cryptocurrencies (Onegram and X8X) and global Islamic equity sectors during the pre-COVID and COVID-19 periods. We also estimate the optimal weights, hedge ratios, and hedging effectiveness for all pairs of markets. Our results suggest that the COVID-19 crisis intensified the spillover effect between the selected Islamic assets. We show that investors could increase their allocations in Onegram gold-backed cryptocurrency to reduce the risk of the equity sector portfolio during the COVID-19 pandemic. Moreover, the hedging costs for all pairs have increased during the COVID-19 period in comparison to the pre-pandemic level. Finally, the analysis of hedging effectiveness suggests that investors can reduce the risk of Islamic sectorial equity portfolios by adding the Islamic Sharia-based cryptocurrencies during both sample periods. <br/

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... On the other hand, besides its lack of global institutional regulation, several investors view CC as precarious and speculative investments, even going so far as to equate them with gambling (Yousaf and Yarovaya, 2022). In this case, in 2021, Liquid Global, the leading CC exchange, experienced a significant CC breach, resulting in a massive loss of US$97bn (Coin Desk, 2021). ...
... Exaggeratedly, Fatarib and Sali (2021) contend that electronic money might be grounded on the paradigm of computational witchcraft, wherein transitory code transforms into a commodified object, thus transforming computer software into a dummy currency, which exposes CC to perish its Islamic legitimacy. On the same avenue, it is evident that the absence of Sharia-compliant metal-backed digital currencies results in volatility spillover (Yousaf and Yarovaya, 2022), which influences Islamic society's reluctance to accept digital currencies detrimentally. Accordingly, higher financial exposure associated with CC and the likelihood of financial losses arising from holding or investing associated with CC (Muneeza et al., 2022) could negatively affect the social approval of accepting investing or holding CC. ...
... Parallelly, as in other CC classes, if metal-backed CCs meet the Shariah rules, they are considered compliant and acceptable. This is evident in that incorporating Islamic Sharia-based crypto assets into Islamic equity portfolios can help investors mitigate financial risk and strengthen the resilience of their portfolios (Ali et al., 2024;Yousaf and Yarovaya, 2022). Muneeza et al. (2022) claim that the saucepan to which CC uses and investing activities comply with Shariah law manipulates not only whether Muslims are inclined to own them but also oblige zakat payments. ...
Article
Purpose – Muslim engagement with cryptocurrencies (CC) raises fundamental questions rooted in religious faith: How should Muslims integrate Islamic Accounting principles like zakat into this new and rapidly evolving financial paradigm? Thus, it is essential to understand CC holders’ perceptions thoroughly and whether they are willing to pay zakat using crypto assets. This research aims to explore factors influencing Muslim CC holders’ intention to pay zakat on CC, emphasizing financial risk, theory of planned behavior (TPB) constructs and Shariah compliance’s moderating role. Design/methodology/approach – This attempt uses a quantitative approach through a cross-sectional research design, using purposive sampling to gather data from Muslim CC holders. An extended theory of planned behavior (ETPB) model is applied to comprehensively analyze the key factors influencing intentions to pay zakat on CC. SmartPLS software is used to generate meaningful findings Findings – The study finds that financial risk associated with CC exerted a negative influence on TPB constructs, attitude (ATT), social norms (SN) and perceived behavioral control regarding zakat on CC (PBC). However, ATT and PBC positively shaped holders’ intention to pay zakat on CC. Interestingly, Shariah compliance-moderated interactions of TPB constructs on payment intentions were statistically significant. Originality/value – With the rise of CC, a profound transformation is underway in the financial landscape. As this evolution unfolds, it becomes increasingly essential for stakeholders to understand how zakat could fit into such a new and rapidly evolving paradigm. A pioneering effort was made in this study by exploring MuslimCC holders’ intentions to fulfill zakat obligations, bridging a significant gap in the literature.
... This study aims to fill the gap in research on the transmission of volatility between Bitcoin and other financial assets. To achieve this, it uses Bitcoin (BTC) as a representative traditional cryptocurrency, Tether-gold (XAUT) as a cryptocurrency backed by gold, gold prices as a commodity, and categorizes the stock market into conventional stock markets represented by the S&P 500 and Islamic stock markets represented by the Dow Jones Islamic Market Index (DJIM) (Mnif & Jarboui, 2022;Yousaf & Yarovaya, 2022). By employing the GARCH approach, the analysis is expected to uncover the risk factors evident in the volatility of cryptocurrencies, which are thought to stem from investor sentiment regarding the Russia-Ukraine conflict. ...
... The findings from multiple studies indicate that the market efficiency theory is disproven in the context of the Russia-Ukraine conflict. This shows that asset prices, including gold prices, can be predicted during times of instability and global financial crises, further undermining the notion of market efficiency (Duc Huynh et al., 2020;Shahzad et al., 2019;Yousaf & Yarovaya, 2022). ...
... Therefore, the value of gold-backed cryptocurrencies is closely tied to their performance, making them an attractive investment option for individuals seeking exposure to the precious metal market through digital assets (Trichilli & Boujelbéne, 2022;Yousaf & Yarovaya, 2022). Gold-backed assets, such as gold ETFs and gold-backed cryptocurrencies, offered diversification and safe-haven qualities during the COVID-19 pandemic, demonstrating comovement with gold bullion, gold futures, and the gold volatility index (Madhavan & Sreejith, 2022). ...
Article
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Purpose - This research investigates how the Russia-Ukraine conflict affects the volatility of cryptocurrencies, with a specific focus on the comparative stability of Islamic gold-backed cryptocurrencies versus conventional cryptocurrencies, such as Bitcoin.Method - Utilizing the GARCH model, this study examines the risk factors and volatility transmission among cryptocurrencies (Bitcoin and Tether-gold), traditional financial markets (gold and stock markets), and their interrelationships during the conflict period. The study employs the daily closing prices of Bitcoin, Tether-gold, gold, the SP 500, and the Dow Jones Islamic Market Index from February 7, 2020, to November 30, 2023.Result - Bitcoin experienced significant volatility during the conflict, while the Tether-gold remained more stable. Islamic gold-backed cryptocurrencies have proven to be more stable than conventional ones during geopolitical crises.Implication - The findings offer valuable insights for investors seeking safe-haven assets during periods of economic uncertainty. Gold-backed cryptocurrencies present a more stable investment option compared to conventional cryptocurrencies, especially for investors adhering to Shariah principles.Originality - This research highlights the stability of Islamic gold-backed cryptocurrencies during geopolitical events, contributing to the understanding of safe-haven assets and offering practical implications for portfolio diversification and risk management.
... With the emergence of the COVID-19 pandemic, numerous studies have surfaced to investigate the impact of the global health crisis on risk contagion and return and volatility spillovers between Islamic and conventional cryptocurrency markets (Ali et al. 2022;Yousaf and Yarovaya 2022). One of the prevailing methods used is the DY connectedness approach, which utilizes VAR-based GFEVD proposed by Yilmaz (2012, 2014) and its extended models in various domains. ...
... In the context of Islamic cryptocurrency markets, Mnif, Mouakhar, and Jarboui (2022) disseminated the lower-risk profile of Islamic cryptocurrencies during the COVID-19 pandemic, appealing to risk-averse, Shariahcompliant investors. Similarly, Yousaf and Yarovaya (2022) investigated the spillovers between Islamic gold-backed cryptocurrencies and Islamic equities during the pandemic, indicating the effectiveness of these assets in risk mitigation and portfolio diversification. Drawing from the insights into the behavior of goldbacked Islamic cryptocurrencies during market volatility and their potential as safe havens during the COVID-19 pandemic, alongside the broader implications of cryptocurrency adoption, the first hypothesis is formulated as follows: ...
... The remaining 84.7% is accounted for by the unique aspects within each market. This level of risk transmission during COVID-19 is notably in line with several studies, such as Aloui, ben Hamida, and Yarovaya (2021) and Yousaf and Yarovaya (2022). ...
... They are digital assets whose worth is directly tied to the value of gold, integrating the advantages of gold as a means of preserving value and the characteristics inherent in cryptocurrencies (Wasiuzzaman and Abdul Rahman, 2021). To date, only a limited number of articles have concentrated on these gold-backed digital assets, primarily within the realm of Islamic finance (Aloui et al., 2021;Ncir et al., 2021;Yousaf and Yarovaya, 2022;Ali et al., 2022) or their diversifying Maouchi et al., 2024) and safe-haven ability against traditional financial assets (Díaz et al., 2023;Maouchi et al., 2024). Mnif et al. (2022) assessed the effectiveness of gold-backed cryptocurrencies relative to both Bitcoin and gold. ...
... They indicate JFEP that Islamic gold-backed cryptocurrencies serve as diversification tools in relation to gold, while conventional counterparts function as safe havens. Yousaf and Yarovaya (2022) asserted that allocating funds in cryptocurrencies supported by gold reduces the risk associated with portfolios in the equity sector amid the COVID-19 pandemic. Ali et al. (2022) explored the safe haven function of two Islamic goldbacked cryptocurrencies across 15 diverse Islamic equity indices. ...
... Similarly, studies have examined Bitcoin's potential as a diversifier and safe haven asset in investment portfolios (Bouri et al., 2017a). Moreover, the emergence of gold-backed cryptocurrencies has expanded the scope of research, offering new avenues for exploring the diversification benefits of digital assets (Yousaf and Yarovaya, 2022). ...
Article
Purpose: This paper aims to investigate the safe haven feature of Bitcoin, gold and two gold-backed cryptocurrencies (DGX and PAXG) against energy and agricultural commodities (crude oil, natural gas and wheat) during the COVID-19 pandemic, the Russia–Ukraine conflict and the Silicon Valley Bank (SVB) collapse. Design/methodology/approach: The authors use the threshold GARCH (T-GARCH)-asymmetric dynamic conditional correlation (ADCC) model to evaluate the asymmetric dynamic conditional correlation between the return series and compare the diversifying, hedging and safe-haven ability of Bitcoin, gold and the two gold-backed cryptocurrencies (DGX and PAXG) against financial swings in the commodity market during the COVID-19 outbreak, the Russian–Ukrainian military conflict and SVB collapse. The authors also calculate the hedging ratios (HR) and hedging effectiveness index (HE). The authors finally use the wavelet coherence (WC) approach to check our results’ robustness and further investigate the impact of the three crises on the relationship between Bitcoin, gold gold-backed cryptocurrencies and commodities. Findings: The results show that PAXG serves as a strong hedging instrument while gold, Bitcoin and DGX act as strong diversifiers during normal times. During crises, gold outperforms Bitcoin as a diversifier and a safe haven against commodities. Gold-backed cryptocurrencies also exhibit strong performance as diversifiers and safe havens. HR results indicate that Bitcoin and DGX are more cost-effective for commodities risk mitigation than gold and PAXG. In terms of hedging effectiveness, gold and PAXG emerge as the best hedging instruments for commodities, while DGX is considered the worst one. Bitcoin shows superior hedging against oil compared to wheat and gas risks. Moreover, the results of the WC approach confirm those of the T-GARCH-ADCC results in both the short and long run. Originality/value: This paper provides a comprehensive analysis of the diversification ability of gold, Bitcoin and gold-backed cryptocurrencies during different crises (the COVID-19 pandemic, the Russia–Ukraine conflict and the SVB collapse). By taking into consideration gold-backed cryptocurrencies, the authors expand the understanding of safe havens beyond conventional assets.
... These technologies can offer more innovative, inclusive, and transparent financial services (Baals, Lucey, Vigne, & Long, 2022). Additionally, environmentally conscious cryptocurrencies, such as green cryptocurrency and gold-backed cryptocurrency models, demonstrate the adaptability of digital assets for a sustainable future (Ali, Yousaf, & Vo, 2023;He et al., 2016;Sandri et al., 2022;Yousaf & Yarovaya, 2022a, 2022b, 2022c. ...
... Our results concur with Akhtaruzzaman, Boubaker, Nguyen, and Rahman (2022), who found that higher contagious shock transmission during COVID-19 demonstrates an increased transmission risk. Additionally, Yousaf and Yarovaya (2022a, 2022b, 2022c reported that the dynamic return and volatility connectedness became higher during the early phase of the COVID-19 pandemic and the digital asset bubble of 2021. During the pandemic, more systemic interconnections occurred between the cryptocurrency markets and, as a result, more systemic contagion channels. ...
... For instance, in the short term, most cryptocurrencies remain net recipients; conversely, most serve as net transmitters in the long-term, indicating a contagion effect. This observation of a contagion effect within the cryptocurrency market is consistent with other studies on liquidity connectedness (Ha & Nham, 2022;Hasan et al., 2022;Yousaf & Ali, 2020;Yousaf & Yarovaya, 2022b). ...
Article
The soaring popularity of blockchain investing and cryptocurrencies has captured the attention of policymakers and investors alike. However, as cryptocurrencies remain the most volatile and high-risk investment options, they have displayed extreme asymmetric patterns over time. Considering these concerns, we conducted a comprehensive analysis of the tail risk transmission of these technology-driven markets using the Conditional autoregressive Value at risk (CAViaR) model, which sheds valuable light on the market's tail characteristics. We combined the CAViaR approach with the time-frequency methods proposed by Diebold and Yilmaz (2012) and Barunik and Krehlik (2018) to further enhance our analysis. Our results revealed a range of asymmetric economic and financial patterns across markets and highlighted the varying exposure of these markets to different circumstances over time. Finally, we investigated the impact of global factors on the tail risk transmission of technology-driven markets both in the long and short term. This study offers a wealth of insights for policymakers, investors, financial market participants, and scholars of digital finance to help navigate these rapidly evolving markets.
... First, there is lack of research on the linkages between Islamic assets and cryptocurrencies. In recent literature, we come across studies that have explored the linkage between gold backed Islamic cryptocurrencies and other assets Rizvi and Ali, 2022;Yousaf and Yarovaya, 2022). Nevertheless, to the best of our knowledge, no study has explored the interconnectedness of cryptocurrencies and Islamic assets and the present study fills this gap. ...
... Finally, although both the asset classes are hypothesized to be detached from each other, it may be possible that during crisis periods, they demonstrate dynamic co-movement. There is a rich body of literature that points to the spillover of Islamic assets with other investment classes during crisis periods (Billah et al., 2022;Hassan et al., 2020;Yarovaya et al., 2021;Yousaf & Yarovaya, 2022 to name a few). For example, Umar et al. (2022) study the interconnectedness pattern of Islamic equities and US yield curve components and find them connected during crisis periods. ...
... The findings related to co-movement of Islamic assets and cryptocurrencies are unique. Only Yousaf & Yarovaya (2022) have explored the co-movement of Islamic gold backed cryptocurrencies and Islamic assets. Their findings suggest that both the asset classes may be used as hedge against each other. ...
Article
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This study explores the dynamic co-movement of Islamic asset classes and cryptocurrencies for the period 01 March, 2017 to 15 June, 2022 by employing Wavelet methodology. The Islamic investment classes are represented by Islamic equities, Islamic Socially responsible investments, Real estate investment trusts and Sukuk. The results reveal that in normal times, there is negligible co-movement of both the asset classes. By contrast, both the investment classes exhibit significant spillover effect during the health crisis period. An important implication from these findings is that both the asset classes offer diversification opportunity during normal times but not during extreme times.
... They classify the Islamic gold-backed cryptocurrencies as a separate asset class. Furthermore, Yousaf and Yarovaya (2022) find the weak connectedness between Islamic cryptocurrencies and Islamic equity sectors and conclude that Islamic cryptocurrencies as a separate asset class. ...
... They report that the cryptocurrency policy uncertainty positively affects the gold, Dow Jones Islamic index and Sukuk, suggesting the hedge and safe-haven role of gold and Islamic assets against the uncertainty of the cryptocurrency market. Only notable study on Islamic cryptocurrencies is of Yousaf and Yarovaya (2022), they examined the linkages between Islamic cryptocurrencies and the Islamic equity sectoral. Their finding suggests that Islamic cryptocurrencies can be used as a diversifier and safe-haven against the global Islamic equity investor in both pre and during COVID-19 period. ...
... This study uses the daily returns data for the top three conventional (Bitcoin, Ethereum and Binance coin) and Islamic (OneGram, X8X token and HelloGold) cryptocurrencies from February 16, 2019 to April 1, 2021. Following Yousaf and Yarovaya (2022), we have taken the data of the top three (by market capitalization) Islamic cryptocurrencies, whose sufficient observations are available to test the comovement in both pre and during COVID-19 period. The pre-COVID-19 period (February 16, 2019 to December 31, 2019) and the COVID-19 period (January 1, 2020 to April 1, 2021) are two sub-samples. ...
Article
Abstract Purpose – This study examines the dynamics of the comovement and causal relationship between conventional (Bitcoin, Ethereum and Binance coin) and Islamic (OneGram, X8X token and HelloGold) cryptocurrencies. Design/methodology/approach – This study uses wavelet coherence approach to examine the timevarying lead-lag relationship between conventional and Islamic cryptocurrencies. Furthermore, the authors use BEKK-GARCH model to estimate the optimal weights, hedge ratio and hedging effectiveness in preCOVID-19 and during the COVID-19 period. Findings – The authors find no significant comovement in pre-COVID-19. However, the authors find significant positive comovement in conventional and Islamic cryptocurrencies at the beginning of the pandemic, and in most cases, conventional cryptocurrencies are leading. X8X and HelloGold have no/weak correlation with conventional cryptocurrencies, implying that investors can diversify the risk by making an Islamic and conventional cryptocurrencies portfolio. The authors also calculate the optimal weights, hedge ratio and hedging effectiveness using the BEKK-GARCH model. Based on the optimal weights, for the portfolios of conventional–Islamic cryptocurrencies, investors are suggested to increase their investment in Islamic cryptocurrencies during the COVID-19 than normal period. The results of hedge ratios show that hedging costs are higher during COVID-19 than before. Practical implications – The findings of the paper offer several practical policy implications for investors, portfolio manager, Shariah advisors and policymakers pertaining to asset allocation, risk management, forecasting and diversification. Specifically, investors can maximize the risk adjusted returns of their conventional cryptocurrencies portfolio by adding some portions of Islamic cryptocurrencies. Considering the comovement is time-varying, investors/manager should adjust their investment strategies frequently. For the entrepreneurs in crypto-industry, it is advised to introduce new Islamic cryptocurrencies, as it has a huge growth potential because of their distinct features and performance.
... Their research indicates that combining Islamic equities with these digital gold currencies has enhanced diversification benefits in the post-COVID era. Similarly, Yousaf and Yarovaya (2022) analyzed the same gold-backed cryptocurrencies, focusing on their return and volatility transmission, as well as their hedge ratio and effectiveness against global Islamic equity sectors. Díaz et al. (2023) examined stablecoins including Tether, USD Coin, and Digix Gold, with the aim of minimizing downside risk in cryptocurrency portfolios. ...
... Additionally, all diversification options exhibit a lower average correlation with SYM than with other AI companies, indicating that SYM stands apart from other AI firms, and its inclusion in a diversified portfolio could be an effective risk management strategy. These findings align with those of Díaz et al. (2023), Ali et al. (2022), and Yousaf and Yarovaya (2022), Content courtesy of Springer Nature, terms of use apply. Rights reserved. ...
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The rapid growth of the AI sector and its increasing influence highlight the need for effective asset selection for hedging and diversification in AI-focused portfolios. This study investigates the role of gold, Bitcoin, and gold-backed cryptocurrencies in diversifying portfolios centered around AI companies. By analyzing the dynamic correlations and portfolio implications of seven leading AI firms alongside Bitcoin, gold, DGX, and PAXG from April 30, 2021, to September 15, 2023—covering various crises—we utilized the ADCC-GJRGARCH model to explore these interactions. The findings reveal that PAXG and gold exhibit low dynamic correlations with AI firms, establishing them as valuable diversification tools. Additionally, our analysis of hedge ratios shows that PAXG and gold serve as effective hedges during geopolitical and economic instability. This study emphasizes the importance of dynamic portfolio management, reinforces gold’s role as a diversifier and safe haven, and highlights the value of integrating AI companies to achieve balanced growth and stability amidst uncertainty.
... So far, research on the safe haven performance of gold-backed cryptocurrencies has been gaining interest since the emergence of the COVID-19 pandemic (Conlon et al., 2020;Jalan et al., 2021;Wasiuzzaman & Abdul-Rahman, 2021). Several studies have investigated its safe haven feature within the framework of Islamic equity markets (Ali et al., 2022(Ali et al., , 2024Yousaf & Yarovaya, 2022) or conventional stock markets (Feng et al., 2024;Trichilli & Boujelbéne, 2023). Another line of analysis on gold-backed cryptocurrencies examines their interaction with conventional cryptocurrencies (such as Bitcoin) and their usage as a safe haven against volatility in these digital markets (Ante et al., 2021;Baur & Hoang, 2020;Belguith et al., 2024;Díaz et al., 2023;Maouchi et al., 2024;Wang et al., 2020). ...
... Díaz et al. (2022) state that, even though USDbacked stablecoins show great flexibility as diversifiers, hedging, and safe-haven assets against conventional cryptocurrencies during the COVID-19 pandemic, gold-backed stablecoins' hedging and safehaven ability is limited by their significant inherent volatility. Yousaf and Yarovaya (2022) study the interaction between two Islamic gold-backed stablecoins (X8X and Onegram) and global Islamic stock markets during COVID-19. Their findings suggest that the pandemic amplified the influence diffusion between these assets and increased hedging costs across all pairs. ...
Article
The recent global crises have heightened financial market instability, surging the need for diversification, hedging, and safe haven assets to mitigate stock market risks. This study employs a Quantile Vector Autor-egression (Q-VAR) approach to analyze the interconnectedness between gold-backed cryptocurrencies and G7 stock market indices during crises spanning from December 1, 2020, to July 5, 2023. Our findings indicate a robust association between digital gold and financial assets, with a total connectedness index (TCI) of 58.64%. Remarkably, G7 stock indices emerge as significant contributors to market fluctuations compared to digital assets, exerting influence ranging from 24% to 37%, thereby underscoring the potential of gold-backed cryptocurrencies for effective diversification strategies. Dynamic analysis during crises indicates the pivotal role of DGX as a safe haven, alongside identifying NIKKEI as a significant net receiver. Furthermore, the total net directional connectedness examination corroborates the status of gold-backed cryptocurrencies as net receivers , reaffirming their safe-haven abilities. Intriguingly, an in-depth examination across quantiles validates symmetrical dynamic connectedness, with G7 indices predominantly functioning as net transmitters of spillover. Our empirical findings underscore the compelling safe-haven potential in gold-backed crypto-currencies, offering valuable insights for investors, policymakers, and portfolio optimization during turbulent market conditions.
... Moreover, the Islamic bonds only act as a safe haven during the normal market condition however, as confirmed by Rizvi et al. (2022), crypto-currencies emerged as safe-haven assets in bearish or extreme volatility times. On the other hand, according to Yousaf and Yarovaya (2022), the analysis of hedging efficiency indicates that investors can reduce the risk of Islamic sectorial equity portfolios by adding Islamic Sharia-based cryptocurrencies during the pre-COVID and COVID-19 periods. Therefore, this paper contributes to the existing literature on different fronts. ...
... On the other hand, Yousaf and Yarovaya (2022) examined the return and volatility transmissions between the Islamic gold-backed cryptocurrencies and the global Islamic market sectors during the pre-COVID and COVID-19 periods. Moreover, the hedging costs for all the pairs increased during the COVID-19 crisis compared to the pre-crisis level. ...
Article
This paper examines the downside and upside risk spillovers between renewable energy and Islamic stock markets before and during the Russia-Ukraine crisis. We employ the VAR-ADCC model and conditional value at risk (CoVaR) techniques to estimate downside and upside risk spillovers. The results show that the risk spillovers are asymmetric for the majority of cases, but the degree of asymmetry varies across distributions and sub-samples before and during the Russia-Ukraine conflict. Specifically, the downside and upside risk spillover magnitude is not significant between renewable energy and Islamic stock markets of Malaysia, Turkey, and India during the Russia-Ukraine war compared to the pre-crisis period. These results imply that renewable energy markets are not sensitivitive to the Islamic stock markets of the three countries (Malaysia, Turkey, and India) during the Russia-Ukraine war. Our findings also imply that the Canadian Islamic stock markets provide diversification opportunities against renewable energy during the extreme downside risk spillovers. These findings provide interesting insights to portfolio managers and policymakers regarding important decisions like portfolio construction, hedging, and market stability.
... Third, we consider gold-backed cryptocurrencies, which combine the benefits of cryptocurrencies with the stability of gold. These GBCs, backed by or pegged to gold, offer a compelling mix of innovation and stability, placing them as relevant safe haven assets amidst the volatility of crypto assets and other traditional financial assets (Ali et al. 2022;Díaz, Esparcia, and Huélamo 2023;Wang, Ma, and Wu 2020;Yousaf and Yarovaya 2022). Fourth, GBCs could offer a better option compared to traditional hedging and diversification instruments, such as gold, given the ease of access to exchange platforms on which they are traded, the low intermediation costs, and the immediacy of transactions (Díaz, Esparcia, and Huélamo 2023). ...
... Finally, our analysis sheds light on the behaviour of GBCs during periods of crypto bear markets. This includes covering events like the COVID-19 pandemic and the Russo-Ukrainian War (Kumar et al. 2023;Yousaf and Yarovaya 2022), as well as major turmoil in the crypto markets caused by two notable scandals. These periods provide a suitable context for investigating safe haven and hedging properties of GBCs for the digital assets that experienced massive declines in prices. ...
... As discussed earlier, the potential of Islamic gold-backed digital currencies is not studied for their potential to diversify portfolios of Islamic investors and manager until recently, where Yousaf and Yarovaya (2022) and Aloui et al. (2021) study the Islamic cryptocurrencies and find them to be a diversifier for Islamic portfolio investors and managers. However, in their works, they use global Islamic equity indies as a proxy of the Islamic equity indices which could possess different return and risk characteristics from Indonesian Islamic markets. ...
... This paper contributes to the literature gap by studying whether the Islamic goldbacked cryptocurrencies could provide any hedging opportunities to Indonesian investors especially during turbulent times like COVID-19 period. As far as Islamic gold-backed digital currencies are concerned, following Yousaf and Yarovaya (2022); and Aloui et al. (2021), we employ Onegram and X8X. These two currencies are backed by gold. ...
Article
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This study examines whether Islamic gold-backed cryptocurrencies (Onegram and X8X) provide any diversification benefits to the Islamic investors of Indonesia. We study the co-movements between return and volatility of cryptocurrencies and Indonesian Islamic equity indices during the pre-COVID-19 and COVID-19 periods. We employ Multivariate Generalized Autoregressive Conditional Heteroscedastic-Dynamic Conditional Correlation (M-GARCH-DCC) and Continuous Wavelet Transforms (CWT) for this study. We find that the COVID-19 crisis enhanced the spillover effect among the Islamic gold-backed cryptocurrencies and Islamic equities. We also provide evidence that Indonesian investors may invest in cryptocurrencies to minimize the equity sector risks during the pandemic. Our results bear significant implications for portfolio diversification strategies for Indonesian investors.
... Overall, Bitcoin is more powerful than Gold (Ciaian et al., 2016;Gandal et al., 2018;X. Li & Wang, 2017) for its ability to influence the rise and fall of value on the Shariah Equity Index (Florin et al., 2021;Polas et al., 2020;Yousaf & Yarovaya, 2022). Although Bitcoin is not a safe haven, the return given is proportional to the risk received (Bouri, Shahzad, et al., 2020;Uddin et al., 2020), In contrast, Gold has not been able to rival Bitcoin's returns even though it is a safe haven (Corbet et al., 2020;Salisu et al., 2020;Yousaf & Yarovaya, 2022). ...
... Li & Wang, 2017) for its ability to influence the rise and fall of value on the Shariah Equity Index (Florin et al., 2021;Polas et al., 2020;Yousaf & Yarovaya, 2022). Although Bitcoin is not a safe haven, the return given is proportional to the risk received (Bouri, Shahzad, et al., 2020;Uddin et al., 2020), In contrast, Gold has not been able to rival Bitcoin's returns even though it is a safe haven (Corbet et al., 2020;Salisu et al., 2020;Yousaf & Yarovaya, 2022). So that the role of Bitcoin is more powerful than Gold in boosting the value of the Shariah Equity Index. ...
Article
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The study explores the most powerful between Bitcoin and Gold in boosting the Shariah Equity Index in Malaysia, the United Arab Emirates, China, Indonesia, The United States of America (USA), Japan, Oman, and Saudi Arabia in the short and long term. The study uses analysis of the first and second stages of the Granger Causality Test and Vector Error Correction Model (VECM), then Impulse Response Function (IRF) and Variance Decomposition (VDC) over the period 2013 to 2021. The finding proves that only Gold can affect the Islamic Equity Index in the short term, then Bitcoin and Gold proved to contribute equally to the Islamic Equity Index in the long term. However, Bitcoin has the potential to provide positively correlated shocks and dominate the value of Islamic equity indices in the long term. The results demonstrate that government intervention is decisive in maintaining the stability of the Shariah Equity Index from future Bitcoin threats. The study’s finding has practical implications for Islamic capital market Investors, Managers, and Authorities.
... NFTs, on the other hand, are one-of-a-kind digital assets such as videos, images, arts, sports cards and event tickets that cannot be exchanged at equivalent fiat money. In other words, they are non-fungible (Çağlayan Aksoy & Özkan Üner, 2021;Garcia-Teruel & Simón-Moreno, 2021 Recent literature supports our findings of the low-connectedness of NFTs and the investment opportunities associated with NFTs during the crisis periods (Ante, 2021;Dowling, 2021a,b;Yousaf & Yarovaya, 2021;Karim et al., 2021;Aharon & Demir, 2022;Umar et al., 2022). However, in contrast to the findings of Aharon and Demir (2021) and Umar et al. (2022), our benchmark DY estimation and robustness analysis indicate that, in the presence of digital, real-estate, and other asset classes, NFTs, GOLD, OIL, and REITs are net risk absorbers throughout the COVID-19 pandemic crisis. ...
... A systematic understanding of returns and volatility spillovers across asset classes is required to manage risk, develop hedging strategies, and rebalance and optimise portfolios. A body of literature exploring the financial characteristics of cryptocurrency has evolved significantly in recent years, especially during COVID-19 , and a subset of these studies focuses on the spillovers and interconnectedness between cryptocurrencies and other traditional assets (Bekiros et al., 2016;Corbet et al., 2021;Nekhili & Sultan, 2022;Yousaf & Ali, 2020;Yousaf & Yarovaya, 2022c). Evidence from indicates that connectedness between energy cryptocurrencies, equity, gold, bonds, and oil spiked during COVID-19 shocks, and connectedness increased rapidly during the start of the Russian-Ukraine war. ...
Article
We investigate the return and volatility spillovers among NFTs, REITs, and other major financial assets from January 2019 to November 2022, using connectedness approaches. The findings indicate that total return and volatility connectedness increased during the COVID-19 and the Russia-Ukraine war. REITs partially maintained their historical independence from shocks from other assets, while NFTs emerged as the new portfolio diversifiers. Findings suggest that investors can use REITs or a combination of NFTs, OIL, GOLD, and REITs with other assets to hedge against volatile assets during periods of financial turmoil. These findings have significant implications for heterogeneous market participants aiming to identify optimal portfolio diversifiers.
... It is punctuated by significant economic events that further illustrate their intrinsic instabilities. Various studies have also examined the events' impacts on crypto asset market dynamics, such as the COVID pandemic (Gadi & Sicilia, 2022;Ghabri et al., 2022;Lamine et al., 2024;Yousaf & Yarovaya, 2022), the outcomes of stablecoin collapses (De Blasis et al., 2023;Esparcia et al., 2024;Saengchote & Samphantharak, 2024), and announcement events (Filezac de l'Etang, 2024;Saggu, 2022), providing insights into behavioural and economic effects on stablecoin. In addition, research, such as that by Hoang and Baur (2021), has detailed how stablecoins, though less volatile than Bitcoin, display greater instability than traditional assets like fiat currencies and gold. ...
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Stablecoins are crypto assets designed to maintain stable value by bridging fiat currencies and volatile crypto assets. Our study extends previous research by analyzing the instability and co-movement of major stablecoins (USDT, USDC, DAI, and TUSD) during significant economic events such as the COVID-19 pandemic and the collapses of Iron Finance, Terra-Luna, FTX, and Silicon Valley Bank (SVB). We investigated the temporal volatility and dynamic connections between stablecoins using wavelet techniques. Our results showed that the announcement of USDT’s listing on Coinbase in April 2021 significantly impacted the stability of stablecoins, evidenced by a decline in the power spectrum. This phenomenon has not been explored in the literature. Furthermore, the collapse of SVB was highly relevant to the stablecoin market. We observed high coherence between pairs during the pandemic, the Coinbase listing, and the collapse of SVB. After the collapse of Terra-Luna, USDT, USDC, and DAI became more connected in the medium term, with USDC and DAI extending in the long term despite a negative co-movement between USDT and the others. This study highlights the impact of exchange listings on the volatility of stablecoins, with implications for investors, regulators, and the cryptocurrency community, especially regarding the stability and safe integration of these assets into the financial system.
... For developed markets, the results indicate that upside volatility tends to exert contemporaneous and lagged negative influences on Islāmic stocks more in bear than in bull market conditions, whereas the downside counterpart positively affects returns when Sharia-compliant equities are in bear and bull phases. Finally, Yousaf and Yarovaya (2022) examined the return and volatility between Islāmic gold-backed cryptocurrencies (Onegram and X8X) and global Islāmic stock indices. They have shown that investors can increase their allocations in the Onegram gold-backed cryptocurrency to reduce the risk of the equity sector portfolio during the COVID-19 pandemic. ...
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With technology development, investment tools also vary. Money and capital market instruments are at the forefront of these, and virtual currencies have become investment tools. Because virtual currencies are not religiously permissible by many organizations causes the devout people to stay away from them. This study investigates the return and volatility interaction between Islāmic Indices and Bitcoin in Türkiye and Malaysia. The study uses weekly data for the period 24 November 2013-2 January 2022 obtained from investing.com. Multivariate Dynamic Conditional Correlation (DCC-GARCH) and multivariate dynamic stochastic volatility models were used to determine the volatility dispersion between Islāmic indices and Bitcoin. Results show that the volatilities of Türkiye Islāmic Index, Malaysia Hijrah Sharīʿah Index and Bitcoin are permanent. Volatility of Bitcoin, however, has no effect on the return of the Türkiye Islāmic Index and the Malaysian Hijrah Sharīʿah Index. Likewise, the volatility of Islāmic indices does not affect the return of Bitcoin. According to the results of the DC-MSV model, the volatility of Islāmic indices and the volatility of Bitcoin do not affect each other. This indicates that Islāmic index investors and Bitcoin investors differ.
... The studies that examined the interconnectedness between stable coins and other markets include Pernice (2021), Thanh et al. (2022), Nguyen et al. (2022), Yousaf and Yarovaya (2022) and Bojaj et al. (2022). Pernice (2021) demonstrated how the prices of fully collateralized stablecoins change due to traders' behaviours, and Nguyen et al. (2022) employed fixed effects models to determine the effect of the United States federal funds rate and the Chinese interbank rate on stablecoins. ...
... Our empirical results support the aforementioned findings for the time-varying GARCH-copula. They are also in line with those of Wang et al. (2020), Ali et al. (2022), Yousaf and Yarovaya (2022b), Mnif et al. (2022), and Díaz et al. (2023) who show that goldbacked cryptocurrencies are effective tools in mitigating portfolio risks. ...
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Given that the interconnections of NFT and DeFi digital assets with other stablecoins still not sufficiently studied, this paper is two-fold. We first examine the dynamic conditional correlation between gold-backed cryptocurrencies and NFTs and DeFi assets during the period 02/11/2021-05/01/2023. We thereafter assess the diversification potential of gold-backed cryptocurrencies against NFTand DeFi. To this end, we use the time-varying Student's copula to investigate the cross-markets linkages among different assets in dynamic fashion. We afterwards compute the optimal hedging ratios and effectiveness index to better explore the effectiveness of portfolio risk management. Our findings clearly show that the degree of dependence between gold-backed cryptocurrencies and NFT and DeFi tokens tends to vary over time. Our results also display that gold-backed cryptocurrencies act as suitable hedging (or diversifying) assets during normal times. Nevertheless, such assets can be considered as robust safe havens during the 2022 bear market for the most of NFT and DeFi assets. More specifically, PAXG and PMGT are found to be the best safe haven instruments for both NFT and DeFi tokens. DGX also serves as safe-haven assets for some NFT and DeFi assets, but with a lower risk-mitigation capacity compared to PAXG and PMGT. In most cases, DGX tends to act as a strong diversifier. Its hedging feature is only recorded for the NFT Protocol (xNFT) and the DeFi token Chainlink (LINK). Our results are of particular interest to investors and portfolio managers who search for safe havens to mitigate the risk of their NFT and DeFi portfolios.
... The significant downturn in digital financial asset markets coincides with the start of the war, creating tensions among investors. Our sample selection of NFT focused on the largest five categories based on market capitalization, namely Theta (THETA), Tezos (XTZ), Enjin Coin (ENJ), Decentraland (MANA), and Digibyte (DGB) which are in line with previous studies such as Dowling (2022b), Karim et al. (2022), Maouchi et al. (2022), Yousaf and Yarovaya (2022a), and Yousaf and Yarovaya (2022b) considering similar variables as ours. Our variable selections were based on two notions. ...
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This research studies the dynamic connectedness among digital assets proxied by non-fungible tokens (NFTs), Islamic cryptocurrencies, and conventional cryptocurrencies with the US Economic Policy Uncertainty (EPU) and Geopolitical Risk (GPR) indices. We also examine the hedge and safe haven properties of the aforementioned digital assets against the uncertainties. Using wavelet coherence analysis from 19 January 2018 to 31 October 2023, we show that NFTs react heterogeneously to changes in uncertainties while cryptocurrency reacts inversely. NFTs and conventional cryptocurrencies can only act as diversifiers, but neither as a hedge nor a safe haven against uncertainties. However, Islamic cryptocurrencies have the potential to act as both a hedge and a safe haven against uncertainties. Our findings shed light on the role of emerging digital assets in formulating investment strategies and ensuring stability in the financial markets. Originality/Value: Given the immense potential of digital assets, a remaining research gap concerns their interplay with uncertainty. In other words, given the presence of extreme market turmoil over recent years, no consensus is present in terms of highlighting the dynamic co-movement between digital assets such as NFT, Islamic cryptocurrencies, and global uncertainty factors. In addition to that, the lead-lag relationship among digital assets and uncertainties are also unknown till date. The current study fills this gap by providing robust evidence.
... Based on the above literature, that different Islamic assets have been linked with metals, but none of the studies have examined the hedge or diversification properties of Islamic cryptocurrencies against the metals. Although several studies have explored the hedge and safe haven properties of Islamic cryptocurrencies against Islamic stocks (Yousaf & Yarovaya, 2022a), conventional cryptocurrencies (Ali et al., 2023), but none of the study has linked it with the metal market. Therefore, this study adds to literature by examining the hedge and diversification properties of Islamic cryptocurrencies against the metals. ...
... With the advent of Covid-19 pandemic, many researchers have endeavored to understand the impact of health crises on international financial markets and cross-market linkages (Arouxet et al., 2022;Bariviera et al., 2023;Corbet et al., 2023;Salisu & Vo, 2020;Zhang et al., 2020). Not only that, but they have also investigated the features of cryptocurrencies as hedge and safe haven against other assets (Bedowska-Sójka & Kliber, 2022;Yousaf & Yarovaya, 2022). In this regard, an increasing number of papers focus on the connections between cryptocurrencies and traditional assets. ...
... Bitcoin leads the market with a market capitalization of USD 577B and 44% share of the cryptocurrency market. In recent times, Bitcoin's dominance has fallen with the rise in stable coins (Ghabri et al. 2022;Kristoufek 2021;Wang et al. 2020), asset-backed cryptocurrencies (Aloui et al. 2021;Jalan et al. 2021;Yousaf and Yarovaya 2022a), decentralized finance assets (DeFi) (Yousaf et al. 2022;Yousaf and Yarovaya 2022b), and non-fungible tokens (NFTs) (Aharon and Demir 2021;Yousaf and Yarovaya 2022b). Cryptocurrencies exhibited higher volatility in the global COVID-19 crisis, which also affected the cryptocurrency market. ...
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This paper investigates the dynamic relationship between cryptocurrency uncertainty indices and the movements in returns and volatility across spectrum of financial assets, comprising cryptocurrencies, precious metals, green bonds, and soft commodities. It employs a Time-Varying Parameter Vector Autoregressive (TVP-VAR) connectedness approach; the analysis covers both the entire sample period spanning August 2015 to 31 December 2021 and the distinct phase of COVID-19 pandemic. The findings of the study reveal the interconnectedness of returns within these asset classes during the COVID-19 pandemic. In this context, cryptocurrency uncertainty indices emerge as influential transmitters of shocks to other financial asset categories and it significantly escalates throughout the crisis period. Additionally, the outcomes of the study imply that during times of heightened uncertainty, exemplified by events such as the COVID-19 pandemic, the feasibility of portfolio diversification for investors might be constrained. Consequently, the amplified linkages between financial assets through both forward and backward connections could potentially compromise financial stability. This research sheds light on the impact of cryptocurrency uncertainty on the broader financial market, particularly during periods of crisis. The findings have implications for investors and policymakers, emphasizing the need for a comprehensive understanding of the interconnectedness of financial assets and the potential risks associated with increased interdependence. By recognizing these dynamics, stakeholders can make informed decisions to enhance financial stability and manage portfolio risk effectively.
... Some researchers (e.g. Yousaf & Yarovaya, 2022;Hasan, Rashid, Shafiullah, & Sarker, 2022) also utilize these calculations in their studies to do the same. However, we estimate the HR, introduced by Kroner and Sultan (1993), based on the conditional variance and covariances of the DCC-GARCH t-copula. ...
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... There is some previous research that discussed cryptocurrency. Yousaf and Yarovaya (2022) Analysed spillovers between the Islamic gold-backed cryptocurrencies and equity markets during the COVID-19: A sectorial analysis. The result suggested that the COVID-19 crisis intensified the spillover effect between the selected Islamic assets. ...
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This paper examines the dynamics of the asymmetric volatility spillovers across four major cryptocurrencies comprising nearly 61% of cryptocurrency market capitalization and covering both conventional (Bitcoin and Ethereum) and Islamic (Stellar and Ripple) cryptocurrencies. Using a novel time-varying parameter vector autoregression (TVP-VAR) asymmetric connectedness approach combined with a high frequency (hourly) dataset ranging from 1st June 2018 to 22nd July 2022, we find that (i) good and bad spillovers are time-varying; (ii) bad volatility spillovers are more pronounced than good spillovers; (iii) a strong asymmetry in the volatility spillovers exists in the cryptocurrency market; and (iv) conventional cryptocurrencies dominate Islamic cryptocurrencies. Specifically, Ethereum is the major net transmitter of positive volatility spillovers while Stellar is the main net transmitter of negative volatility spillovers.
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Purpose The rapid rise of Islamic crypto assets, underpinned by blockchain technology, has introduced a novel dimension to the Islamic financial landscape, raising questions about their potential as safe havens within emerging Islamic economies. However, the opportunities and challenges associated with this phenomenon remain insufficiently explored. In this context, this study aims to empirically investigate the extent to which blockchain technology can establish Islamic crypto assets as safe havens in equity markets within Islamic economies. Design/methodology/approach This study addresses the need for rigorous empirical analysis to understand the dynamics between Islamic crypto assets and stock markets in emerging Islamic economies, focusing on the transmission of volatility. While the evolving nature of the Islamic financial sector demands reliable data, the reliance on the most available data offers insights into the expected future trends in this emerging field. The research specifically focuses on three essential assets in the Islamic financial portfolio: OneGram Coin and X8XToken, both backed by gold and MRHB DeFi, an Islamic DeFi asset lacking gold backing. These crypto assets are compared with corresponding assets in seven stock markets of emerging Islamic economies. Using daily log returns of the Islamic crypto assets from various sources and seven Islamic stock indices. The data covers the period from December 27, 2021, to December 28, 2022, capturing the fluctuations in Islamic stocks and cryptocurrency markets during the post-COVID-19 era. This research uses advanced econometric techniques, including pairwise dynamic correlation and the DCC GARCH model. Findings The findings indicate that Islamic crypto assets exhibit distinct characteristics, with lower volatility and low correlations compared to their conventional counterparts in non-Islamic contexts. This outcome suggests that these Islamic crypto assets could potentially serve as safe havens within Islamic stock markets, offering valuable insights for various stakeholders, including investors, governments and policymakers. Research limitations/implications The findings are based on a specific set of Islamic crypto assets and may vary with a different selection. Market dynamics can also influence the relationships observed. Nevertheless, the outcomes provide valuable insights for investors, policymakers and researchers interested in the intersection of Islamic finance, cryptocurrency and technology. Originality/value In essence, this research not only unveils the potential of Islamic crypto assets as stabilizing forces but also delineates a trajectory for subsequent research endeavours within the realm of emerging Islamic Fintech, elucidating the challenges, opportunities and benefits that lie therein. With a discerning eye on circumventing the pitfalls entrenched within conventional crypto finance, this study contributes to a heightened comprehension of the transformative role that Islamic crypto assets can assume, ultimately enriching the financial resilience of Islamic economies.
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This study investigates volatility spillovers and network connectedness among four cryptocurrencies (Bitcoin, Ethereum, Tether, and BNB coin), four energy companies (Exxon Mobil, Chevron, ConocoPhillips, and Nextera Energy), and four mega-technology companies (Apple, Microsoft, Alphabet, and Amazon) in the US. We analyze data for the period November 15, 2017–October 28, 2022 using methodologies in Diebold and Yilmaz (Int J Forecast 28(1):57–66, 2012) and Baruník and Křehlík (J Financ Economet 16(2):271–296 2018). Our analysis shows the COVID-19 pandemic amplified volatility spillovers, thereby intensifying the impact of financial contagion between markets. This finding indicates the impact of the pandemic on the US economy heightened risk transmission across markets. Moreover, we show that Bitcoin, Ethereum, Chevron, ConocoPhilips, Apple, and Microsoft are net volatility transmitters, while Tether, BNB, Exxon Mobil, Nextera Energy, Alphabet, and Amazon are net receivers Our results suggest that short-term volatility spillovers outweigh medium- and long-term spillovers, and that investors should be more concerned about short-term repercussions because they do not have enough time to act quickly to protect themselves from market risks when the US market is affected. Furthermore, in contrast to short-term dynamics, longer term patterns display superior hedging efficiency. The net-pairwise directional spillovers show that Alphabet and Amazon are the highest shock transmitters to other companies. The findings in this study have implications for both investors and policymakers.
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The shift from conventional business transactions to digital business transactions, especially for the Muslim community in Indonesia, necessitates a fast and reactive response from current laws. The theoretical argument that has been developed thus far is that the fatwa is the most appropriate legal tool for Muslim communities to respond to the rapid development of digital business. Nevertheless, do the existing fatwas fulfill legal needs as expected in this era of digital transactions? Hence, this paper discusses digital transaction fatwas within the framework of Islamic legal epistemology, especially fatwas from the National Shariah Council–Indonesian Ulama Council. The research method uses normative juridical with a conceptual and historical-uṣūliyah approach. This research finds that the contemporary fatwa epistemology of the National Shariah Council–Indonesian Ulama Council in terms of digital transactions employs istiṣlāhī arguments. This is shown by the proposition that fiqh rules are more dominant than textual ones. Moreover, the arguments in the fatwa of the National Shariah Council–Indonesian Ulama Council provide signs of benefit as the estuary of maqāṣid syarī'ah. The consistency of the use of legal methodology utilized by the National Shariah Council–Indonesian Ulama Council in fatwas on digital transactions is shown in the structure and utilization of al-nuṣūṣ al-shariah arguments, the opinions of ulama, and the rules of fiqh, which are expanded from the five rules of fiqh into eight rules. These fatwas are reliable and valid in terms of dictum and method, thus supporting the development of the current digital transactions.
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The shift from conventional business transactions to digital business transactions, especially for the Muslim community in Indonesia, necessitates a fast and reactive response from current laws. The theoretical argument that has been developed thus far is that the fatwa is the most appropriate legal tool for Muslim communities to respond to the rapid development of digital business. Nevertheless, do the existing fatwas fulfill legal needs as expected in this era of digital transactions? Hence, this paper discusses digital transaction fatwas within the framework of Islamic legal epistemology, especially fatwas from the National Shariah Council–Indonesian Ulama Council. The research method uses normative juridical with a conceptual and historical-uṣūliyah approach. This research finds that the contemporary fatwa epistemology of the National Shariah Council–Indonesian Ulama Council in terms of digital transactions employs istiṣlāhī arguments. This is shown by the proposition that fiqh rules are more dominant than textual ones. Moreover, the arguments in the fatwa of the National Shariah Council–Indonesian Ulama Council provide signs of benefit as the estuary of maqāṣid syarī'ah. The consistency of the use of legal methodology utilized by the National Shariah Council–Indonesian Ulama Council in fatwas on digital transactions is shown in the structure and utilization of al-nuṣūṣ al-shariah arguments, the opinions of ulama, and the rules of fiqh, which are expanded from the five rules of fiqh into eight rules. These fatwas are reliable and valid in terms of dictum and method, thus supporting the development of the current digital transactions.
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We examine the return and volatility transmission between oil and US equity sectors during three periods: the pre-COVID-19 phase, COVID-19 pre-vaccination phase, and COVID-19 post-vaccination phase. We show that the return and volatility spillovers between oil and US equity sectors vary across these three phases. The highest return connectedness is observed during the post-vaccination phase. The volatility spillover is highest from the majority of sectors to oil market in the COVID-19 pre-vaccination phase. The volatility transmission from oil to US equities during COVID-19 is weak. Moreover, our optimal weights estimations suggest that investors should decrease their exposures in US equities for the portfolio of oil-equity sectors in the COVID-19 post-vaccination phase. Finally, hedging cost is lowest, and hedging effectiveness is highest during the post-vaccination phase. Our findings provide valuable insights to portfolio managers and investors regarding portfolio diversification, hedging, and forecasting during health crises and subsequent recovery phases.
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We extend the Shariah-compliant digital assets and Islamic Fintech literature through exploring the time-frequency associations between the volatility index (VIX) and cryptocurrencies (both Islamic and traditional). Employing wavelet-based technique, we find that Islamic cryptocurrencies demonstrate low or no coherency with stock market volatility compared to traditional cryptocurrencies (except Tether) during the whole time and frequency bands, highlighting the hedging capabilities of Islamic cryptocurrencies. Tether also serves the same against VIX, as there is a low or favorable link between these variables. Finally, our findings would be prolific to digital currency traders and investors in designing the portfolio strategies.
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This paper discusses whether the Bitcoin exchange-traded fund (ETF), which tracks the value of Bitcoin, improves equity portfolios, by using a robust portfolio performance analysis. The equity portfolio is represented by an ETF which tracks the Standard & Poor's 500. We use data for a turbulent investment period within the coronavirus pandemic, to study the diversification benefits of Bitcoin. We compare the performances of diverse portfolios composed of both ETFs, which include 40 classical dynamic volatility model-based portfolios and 900 score-driven portfolios. For the score-driven portfolios, dynamic association is modelled by score-driven Clayton, rotated Clayton, Gumbel, rotated Gumbel, and Student's t copulas. We compare portfolio strategies using the model confidence set test. We find that score-driven portfolios outperform classical volatility model-based portfolios and the equity portfolio. Our results may provide suggestions for cryptocurrency investors on portfolio optimization, and may also have policy implications for regulators and policymakers.
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The Covid-19 crisis has been spread rapidly throughout the world so far. However, how deep and long the turbulence would depend on the success of solutions taken to deter the spread of Covid-19, the impacts of government policies may be prominent to alleviate the current crisis. In this article, we investigate the spillover effects and time-frequency connectedness between S&P 500, crude oil prices, and gold asset using both the spillover index of Diebold and Yilmaz (2012) and the wavelet coherence to evaluate whether the time-varying dynamic return spillover index exhibited the intensity and direction of transmission during the Covid-19 outbreak. Overall, the present results shed light on that in comparison with the pre-Covid-19 period, and the return transmissions are more apparent during the Covid-19 crisis. More importantly, there exist significant dependent patterns about the information spillovers among the crude oil, S&P 500, and gold markets might provide significant implications for portfolio managers, investors, and government agencies.
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We examine the relationship between Islamic and conventional stock market returns to see if Islamic financial markets provide portfolio diversification benefits and safe havens during turbulent times. Using daily data from January 1996 through September 2020 we consider conventional emerging stock market returns and some Islamic stock market returns and examine their interactions using causality-in-variance, dynamic conditional correlations, optimal hedge ratios, and causality-in-risk tests. Causality-in-variance test results show causality between Islamic stock returns and all emerging stock returns which indicates Islamic markets provide limited safe havens. Results from both time-varying conditional correlations and the hedge ratios show that there are positive and significant correlations between emerging stock markets and Dow Jones Islamic Market Index, which implies limited portfolio diversification benefits afforded by Islamic stock markets.
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Through the application of the VAR-AGARCH model to intra-day data for three cryptocurrencies (Bitcoin, Ethereum, and Litecoin), this study examines the return and volatility spillover between these cryptocurrencies during the pre-COVID-19 period and the COVID-19 period. We also estimate the optimal weights, hedge ratios, and hedging effectiveness during both sample periods. We find that the return spillovers vary across the two periods for the Bitcoin–Ethereum, Bitcoin–Litecoin, and Ethereum–Litecoin pairs. However, the volatility transmissions are found to be different during the two sample periods for the Bitcoin–Ethereum and Bitcoin–Litecoin pairs. The constant conditional correlations between all pairs of cryptocurrencies are observed to be higher during the COVID-19 period compared to the pre-COVID-19 period. Based on optimal weights, investors are advised to decrease their investments (a) in Bitcoin for the portfolios of Bitcoin/Ethereum and Bitcoin/Litecoin and (b) in Ethereum for the portfolios of Ethereum/Litecoin during the COVID-19 period. All hedge ratios are found to be higher during the COVID-19 period, implying a higher hedging cost compared to the pre-COVID-19 period. Last, the hedging effectiveness is higher during the COVID-19 period compared to the pre-COVID-19 period. Overall, these findings provide useful information to portfolio managers and policymakers regarding portfolio diversification, hedging, forecasting, and risk management.
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We examine the risk transmission from the COVID-19 to metal (precious and industrial) and energy markets using the BEKK-MGARCH model. The findings reveal the significant and negative volatility transmission from the COVID-19 to gold, palladium, and brent oil markets, suggesting the safe-haven properties of these markets. The COVID-19 risk is not transmitted to the industrial metal market, whereas the rise in COVID-19 volatility leads to an increase in WTI oil market volatility. These results provide useful insights to investors and policymakers regarding risk management, asset pricing, and financial market stability during the COVID-19 pandemic.
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Purpose The purpose of this study is to investigate the volatility and forecast accuracy of the Islamic stock market for the period 1999–2017. This period is characterized by the occurrence of several economic and political events such as the September 11, 2001, terrorist attack and the 2007–2008 global financial crisis. Design/methodology/approach This study constructs a new hybrid generalized autoregressive conditional heteroskedasticity (GARCH)-type model based on an artificial neural network (ANN). This model is applied to the daily Dow Jones Islamic Market World Index during the period June 1999–January 2017. Findings The in-sample results show that the volatility of the Islamic stock market can be better described by the fractionally integrated asymmetric power ARCH (FIAPARCH) approach that takes into account asymmetry and long memory features. Considering the out-of-sample analysis, this paper has applied a hybrid forecasting model, which combines the FIAPARCH approach and the ANN. Empirical results reveal that the proposed hybrid model (FIAPARCH-ANN) outperforms all other single models such as GARCH, fractional integrated GARCH and FIAPARCH in terms of all performance criteria used in the study. Practical implications The results have some implications for Islamic investors, portfolio managers and policymakers. These implications are related to the optimal portfolio diversification decision, the hedging strategy choice and the risk management analysis. Originality/value The paper develops a new framework that combines an ANN and FIAPARCH model that introduces two important features of time series, namely, asymmetry and long memory.
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Using a bivariate dynamic conditional correlation (DCC) generalized autoregressive conditional heteroskedasticity (GARCH) model, this study compares the safe-haven properties of various assets against the major Gulf Cooperation Council (GCC) stock indexes during two periods of financial turmoil, the COVID-19 pandemic and the 2008 Global Financial Crisis (GFC). Sovereign bonds offered the highest hedging benefits under both crises. The traditional safe assets, gold and silver, which were reasonably productive under the GFC, have been less so during the pandemic. The Japanese yen emerged as a very safe choice for investors holding GCC stock indexes. Both sector indexes and stock indexes failed to safeguard investors most of the time during each crisis.
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Inter-sectoral volatility linkages in the Chinese stock market are understudied, especially asymmetries in realized volatility connectedness, accounting for the catastrophic event associated with the COVID-19 outbreak. In this paper, we examine the asymmetric volatility spillover among Chinese stock market sectors during the COVID-19 pandemic using 1-min data from January 2, 2019 to September 30, 2020. In doing so, we build networks of generalized forecast error variances by decomposition of a vector autoregressive model, controlling for overall market movements. Our results show evidence of the asymmetric impact of good and bad volatilities, which are found to be time-varying and substantially intense during the COVID-19 period. Notably, bad volatility spillover shocks dominate good volatility spillover shocks. The findings are useful for Chinese investors and portfolio managers constructing risk hedging portfolios across sectors and for Chinese policymakers monitoring and crafting stimulating policies for the stock market at the sectoral level.
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We undertake a comparative examination of Islamic equity markets and their conventional counterparts during the COVID‐19 pandemic via maximum drawdown‐based risk measures. The two‐digit drawdown throughout the underlying sectors signifies the indiscriminate impact of the pandemic. It appears that most of the Islamic sectors experience relatively lower drawdown as well as faster recovery than their non‐Islamic counterparts. During the period, Islamic markets outperformed their counterparts. Islamic markets also hold healthier Calmar ratios while the emerging markets retain relatively higher metrics.
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This paper analyses herding in cryptocurrency markets in the time of the COVID-19 pandemic. We employ a combination of quantitative methods to hourly prices of the four most traded cryptocurrency markets - USD, EUR, JPY and KRW - for the period from 1st January 2019 to 13th March 2020. While there are several strong theoretical reasons to observe the “black swan” effect on cryptocurrency herding, our results suggest that COVID-19 does not amplify herding in cryptocurrency markets. In all markets studied, herding remains contingent on up or down markets days, but does not get stronger during the COVID-19. These results are important for cryptocurrency investors and regulators to enhance their understanding of cryptocurrency markets and the financial effects of the COVID-19 pandemic.
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We evaluate the connection between corporate characteristics and the reaction of stock returns to COVID-19 cases using data on more than 6,700 firms across 61 economies. The pandemic-induced drop in stock returns was milder among firms with stronger pre-2020 finances (more cash and undrawn credit, less total and short-term debt, and larger profits), less exposure to COVID-19 through global supply chains and customer locations, more corporate social responsibility activities, and less entrenched executives. Furthermore, the stock returns of firms controlled by families (especially through direct holdings and with non-family managers), large corporations, and governments performed better, and those with greater ownership by hedge funds and other asset management companies performed worse. Stock markets positively price small amounts of managerial ownership but negatively price high levels of managerial ownership during the pandemic.
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We analyse the impact of the COVID-19 pandemic on the spillovers between conventional and Islamic stock and bond markets. We further analyse comparatively whether gold, oil, Bitcoin prices, and VIX and EPU indexes affect the relationships between these markets during the COVID-19 pandemic outbreak. The results show that the Islamic bonds (Sukuk) demonstrate safe haven properties during this pandemic crisis, while the spillovers between conventional and Islamic stock markets become stronger during the pandemic outbreak. COVID-19, Oil and gold are strong predictors of the conventional-Islamic markets spillovers, while Bitcoin is not a significant determinant of these relationships.
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This study focuses on the dynamic connectedness between returns and volatilities of commodities and Islamic developed and emerging market indices using daily date from August 30, 2007 to June 30, 2020. We employed the Diebold and Yilmaz (2014) connectedness index based on the forecast error variance decomposition from vector autoregression (VAR) framework. First, we used a static analysis to calculate the total return and volatility connectedness. Second, we opted for a dynamic analysis to evaluate both the net directional and net pairwise directional connectedness for commodities and Islamic stock markets in the total period. Finally, we perform a sub-sample analysis, with networks, nodes and edges after the outbreak of COVID-19 to highlight how this earlier outbreak has changed the network structure between commodities and Islamic indices. Generally, results show that commodities indices exhibits the highest source of shocks to Islamic stock market whatever the period. Additionally, the rolling analysis of return and volatility spillover shows that the degree of connectedness varies over time, as there is a strong spillover transmission especially after the COVID-19 pandemic. Thus, Islamic stock market appears as a net recipient rather than a transmitter of spillovers.
Article
In this paper, we use a bivariate Dynamic Conditional Correlation Generalized Autoregressive Conditional Heteroskedasticity model within the world's dominant financial asset classes— represented by sovereign bonds, commodities, and major exchange rates—to characterize the correlation within the major asset classes among the Global Financial Crisis (GFC) and COVID-19’s 100 days. Our results specify a noteworthy degradation of co-relationship within the asset classes dominant in COVID-19 compared to the GFC, especially when the VIX was at its peak, indicating massive fear among investors. We also find that gold, U.S., UK, and German sovereign bonds are a safe option for investors.
Article
Purpose This study examines co-movements between global Islamic index and heterogeneous rated/maturity sukuk. It tests the impact of financial uncertainty on these movements. Design/methodology/approach Firstly, we conduct a bivariate wavelet analysis to assess the co-movements between stocks and sukuk indexes. Secondly, we use General dynamic factor model and stochastic volatility to construct financial uncertainty index from Islamic stock indexes. Finally, we run regression analysis to determine the impact of uncertainty on the obtained correlations. Findings Our results suggest the absence of flight to quality phenomenon since correlations are positive especially at a short investment horizon. There is evidence of contagion phenomena across assets. Financial uncertainty may be considered as a determinant of stock-sukuk co-movements. Our results show that a rise in financial uncertainty induces correlation to move in the opposite direction in the short term, (exception for correlation with AA-Rated sukuk). However, the sign of stock market uncertainty becomes positive in the long term, which leads sukuk and stocks to move in the same direction (exception for 1–3 Year and AA Rated sukuk). Practical implications Investors may combine sukuk with 1–3 Year maturity and AA Rated when considering long holding periods. Further, all sukuk categories provide diversification benefit in time high financial uncertainty expectation for AA Rated sukuk when considering short holding periods. Originality/value To the best of our best knowledge, our study is the first investigation of the impact of financial uncertainty on Stock-sukuk co-movements and provides recommendation considering sukuk with different characteristics.
Article
This study explores the return and volatility spillovers between the S&P 500 and cryptocurrencies (Litecoin, Bitcoin, and Ethereum) during the pre-COVID-19 period and the COVID-19 period using the VAR- BEKK-AGARCH model on hourly data. Furthermore, this study also quantifies the optimal portfolio weights and hedge ratios during both sample periods. The findings of study show that the return and volatility spillovers between US stock and cryptocurrency markets are not significant during the pre-COVID-19. However, the study finds the unidirectional return transmission from the S&P 500 to all cryptocurrencies during the COVID-19. During the COVID-19, the volatility spillover is unidirectional from the S&P 500 to Litecoin, whereas volatility transmissions are not significant for the pairs of S&P 500- Bitcoin and S&P 500-Ethereum. Based on optimal weights, the portfolio managers are recommended to slightly decrease their investments in the S&P 500 for the portfolios of S&P 500/BTC, S&P 500/ETH, and S&P 500/LTC during the COVID-19 period. Finally, during the COVID-19 period, all hedge ratios were found to be higher, implying higher hedging costs during COVID-19 period compared to pre-COVID-19 period. Our research offers valuable insights to the fund managers, investors, and policymakers regarding diversification opportunities, hedging, optimal asset allocation, and risk management.
Article
No previous infectious disease outbreak, including the Spanish Flu, has affected the stock market as forcefully as the COVID-19 pandemic. In fact, previous pandemics left only mild traces on the U.S. stock market. We use text-based methods to develop these points with respect to large daily stock market moves back to 1900 and with respect to overall stock market volatility back to 1985. We also evaluate potential explanations for the unprecedented stock market reaction to the COVID-19 pandemic. The evidence we amass suggests that government restrictions on commercial activity and voluntary social distancing, operating with powerful effects in a service-oriented economy, are the main reasons the U.S. stock market reacted so much more forcefully to COVID-19 than to previous pandemics in 1918–1919, 1957–1958, and 1968.
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We investigate if trust affects global stock market volatility during the COVID-19 pandemic. Using a sample of 47 national stock markets, we find the stock markets’ volatility to be significantly lower in high-trust countries (in reaction to COVID-19 case announcements). Both trust in fellow citizens as well as in the countries’ governments are of significant importance.
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Utilizing the WHO COVID-19 pandemic statement, we test Bitcoin and Ethereum as safe-havens for stocks. We find that the two largest cryptocurrencies are suitable as short-term safe-havens. The DCC and cDCC results show that their daily returns tend to correlate with S&P500 return negatively during the pandemic. The regression results also robustly support the safe-haven features and uncover that Ethereum is possibly a better safe-haven than Bitcoin. However, we note that both coins exhibit high volatilities. Before (during) the pandemic daily volatilities of Bitcoin, Ethereum, gold, and the S&P500 are 3.44% (9.11%), 4.34% (10.96%), 0.89% (2.19%), and 1.27% (6.07%), respectively.
Article
Abstract In the wake of recent pandemic of COVID-19, we explore its unprecedented impact on the cryptocurrencies' market. Specifically, we check how the changing intensity of the COVID-19 represented by the daily addition in new infections worldwide affects the daily returns of the top 10 cryptocurrencies according to the market capitalization. The results from Quantile-on-Quantile Regression (QQR) approach reveal that the changing intensity levels of the COVID-19 affect the Bearish and the Bullish market scenarios of cryptocurrencies differently (asymmetric impact). Additionally, there are differences between these currencies in their responses to the changing levels of this pandemic's intensity. Most of the currencies absorbed the small shocks of COVID-19 by registering positive gains but failed to resist against the huge changes except Bitcoin, ADA, CRO, and up to some extent Ethereum also. Our results reveal new and asymmetric dynamics of this emerging asset class against an extremely stressful and unpredictable event (COVID-19). Moreover, these results are robust to the use of alternative proxy (COVID-19 deaths) for pandemic intensity. Our findings help to improve investors and policymakers' understanding of the cryptocurrencies' market dynamics, especially in the times of extremely stressful and unseen events. Keywords: COVID-19; Bitcoin; Top 10 Cryptocurrencies; World; Quantile-on-Quantile regression.