Modelling and forecasting liquidity supply using semiparametric factor dynamics

► The Dynamic Semiparametric Factor Model successfully models liquidity supply. ► The spatial structure of the limit order book can be explained by two factors. ► Factor loadings and quote dynamics follow a vector error correction specification. ► Our method outperforms a naive benchmark approach. ► Intra-day order execution strategies can be improved.