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Intraday return predictability: Evidence from commodity ETFs and their related volatility indices
Yahua Xu1, Elie Bouri2, Tareq Saeed3
1China Economics and Management Academy, Central University of Finance and Economics, China.
Intraday momentum, or return predictability, exists in crude oil, gold, and silver exchange-traded funds (ETFs). This predictability varies by market and is stronger during high volatility, offering economic value through market timing strategies.
Area of Science:
- Financial Markets
- Quantitative Finance
- Market Microstructure
Background:
- Intraday momentum, the predictability of short-term returns within a trading day, is a key area of financial market microstructure research.
- Understanding intraday return patterns is crucial for developing effective trading strategies and risk management.
Purpose of the Study:
- To analyze intraday return predictability patterns in crude oil, gold, and silver exchange-traded funds (ETFs).
- To investigate the relationship between intraday momentum and market volatility.
- To assess the economic value of market timing strategies based on intraday momentum.
Main Methods:
- Utilized high-frequency data for crude oil, gold, and silver ETFs and their associated volatility indices.
- Employed econometric techniques to identify and quantify intraday return predictability.
- Simulated market timing strategies to evaluate economic value.
Main Results:
- Confirmed the existence of intraday return predictability across all studied markets (crude oil, gold, silver ETFs).
- Observed distinct patterns of predictability, with specific half-hour intervals showing significant predictive power for later intervals.
- Found that intraday momentum is more pronounced on high-volatility days and days with significant price jumps.
- Demonstrated substantial economic value generation through market timing strategies exploiting intraday momentum.
Conclusions:
- Intraday momentum is a prevalent phenomenon in commodity and precious metal ETFs, though its manifestation varies by asset.
- Market volatility and price jumps amplify intraday return predictability.
- A market timing strategy based on intraday momentum can be profitable across these markets.
- Potential explanations include investor behavior such as infrequent portfolio rebalancing and delayed information incorporation.
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