Quantitative Finance · 2023 · 26 citations · 37 references
BusinessEconomicsFinanceFinancial EconomicsFinancial MarketsForecastingAsset Pricing EmpiricsAsset Return ModelingCapital Asset Pricing ModelCapital MarketsCross-impact AnalysisTime Series ForecastingCross-section Of Asset ReturnsDelay EffectsLimit Order Book DynamicsLimit Order Book ModelingLimit Order TradingOrder Book DynamicsOrder Flow EffectsPrice Impact Estimation
We investigate the impact of order flow imbalance (OFI) on price movements in equity markets in a multi-asset setting. First, we propose a systematic approach for combining OFIs at the top levels of the limit order book into an integrated OFI variable which better explains price impact, compared to the best-level OFI. We show that once the information from multiple levels is integrated into OFI, multi-asset models with cross-impact do not provide additional explanatory power for contemporaneous impact compared to a sparse model without cross-impact terms. On the other hand, we show that lagged cross-asset OFIs do improve the forecasting of future returns. We also establish that this lagged cross-impact mainly manifests at short-term horizons and decays rapidly in time.
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