Hi! there is any way to execute my orders using the vwap field instead close, open?
I think it is more realistic than slippage or market impacts calculations.
tks.
Hi! there is any way to execute my orders using the vwap field instead close, open?
I think it is more realistic than slippage or market impacts calculations.
tks.
One can create a custom VWAP slippage function to use in place of the standard slippage models. The slippage function get's as an input the order object and then outputs the number of shares filled and the price it is filled at. This function is called each minute for every open order.
So, how to create a custom slippage model (https://www.quantopian.com/docs/api-reference/algorithm-api-reference#zipline.finance.slippage.SlippageModel)? The attached algo shows one possible implementation. It uses historical minute volumes (21 days in this example) to calculate the percent of each securities total day volume which was historically traded during each minute. This is sort of a 'traded minute volume profile'. Orders are then 'filled' at the end of the day at a price equal to this average minute volume x actual minute close prices. This is the Volume Weighted Average Price (VWAP) for the day.
There are some caveats with this implementation:
Use or adapt to fit your needs. Good luck.
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