Option order imbalance
Option order imbalance
Loading saved threads...
alexbougias · External communityPost link
External question — Quantitative Finance Stack Exchange
Author: alexbougias
Original post: https://quant.stackexchange.com/questions/41818
License: CC BY-SA 4.0 — https://creativecommons.org/licenses/by-sa/4.0/
Adaptation: HTML converted to plain text; contact email addresses removed.
Currently studying the paper:
HU, Jianfeng. Does Option Trading Convey Stock Price Information?. (2014). Journal of Financial Economics. 111, (3), 625-645.
Research Collection Lee Kong Chian School Of Business.
To test the impact of option order flow affects stock order flow. Author defines the measure of option order imbalance:
$\text{OOI}_{it}=\frac{\sum_{j=1}^{N} 100\text{ Dir}_{itj}\text{Delta}_{itj}\text{Size}_{itj}}{\text{Num_Shares_Outstanding}}$
Where, The option order imbalance,
$\text{OOI}_{it}$
, is measured for stock i on day t.
$\text{Dir}_{itj}$
is a dummy variable equal to
1 if the jth option trade on stock i is initiated by the buyer, and -1 if the trade is initiated by the seller,
according to certain trade signing algorithms.
$\text{Delta}_{itj}$
is the option price sensitivity to the underlying stock
price, and
$\text{Size}_{itj}$
denotes the trade size in option lots (100 shares of the underlying stock).
My question is:
If option trade denotes an executed trade, why do we need the dummy variable? Shouldn't buy trades be cancelled out by sell trades? Since whenever one buys someone else sale the respective quantity( price differs due to bid-ask spread).
Quote
Report
python_enthusiast · External communityPost link
External answer — Quantitative Finance Stack Exchange
Author: python_enthusiast
Original post: https://quant.stackexchange.com/a/44427
License: CC BY-SA 4.0 — https://creativecommons.org/licenses/by-sa/4.0/
Adaptation: HTML converted to plain text; contact email addresses removed.
There are two main types of
orders
:
limit orders
and
market orders
.
Limit Orders:
Limit orders are passive orders that are placed on the book at a given price, and remain there until they are executed or cancelled.
Market Orders:
Market orders are executed immediately at the best available price in the book, against a limit order that is already there.
Imbalance:
When we talk about
book imbalance
, we are looking at the imbalance between bid and ask prices, thus we are looking at the imbalance between limit orders. However, when we say
trade imbalance
, we are looking at the imbalance between market orders. Trade imbalance gives us a more "real-time" indicator of the trading direction, and also a stronger signal about informed traders' decisions.
Dummy Variable:
When you say "buy trades and sell trades cancel out", you actually mean a limit order and a market order have different directions (one is buying, the other is selling or vice-versa). However, when you want to know towards which side the market is actually moving, you want to know the aggregate direction of the market orders. This is why you need the
dummy variable
to indicate if it is an aggressive buy (market order to buy being executed against a limit order to sell) or an aggressive sell (market order to sell being executed against a limit order to buy).
Quote
Report
Post Reply
Quoted from Forex.com.bd-Editorial External question — Quantitative Finance Stack Exchange Author: alexbougias Source score (net votes, not local likes): 4 Original post: https://quant.stackexchange.com/questions/41818 License: CC BY-SA 4.0 — https://creativecommons.org/licenses/by-sa/4.0/ Adaptation: HTML converted to plain text; contact email addresses removed. Currently studying the paper: HU, Jianfeng. Does Option Trading Convey Stock Price Information?. (2014). Journal of Financial Economics. 111, (3), 625-645. Research Collection Lee Kong Chian School Of Business. To test the impact of option order flow affects stock order flow. Author defines the measure of option order imbalance: $\text{OOI}_{it}=\frac{\sum_{j=1}^{N} 100\text{ Dir}_{itj}\text{Delta}_{itj}\text{Size}_{itj}}{\text{Num_Shares_Outstanding}}$ Where, The option order imbalance, $\text{OOI}_{it}$ , is measured for stock i on day t. $\text{Dir}_{itj}$ is a dummy variable equal to 1 if the jth option trade on stock i is initiated by the buyer, and -1 if the trade is initiated by the seller, according to certain trade signing algorithms. $\text{Delta}_{itj}$ is the option price sensitivity to the underlying stock price, and $\text{Size}_{itj}$ denotes the trade size in option lots (100 shares of the underlying stock). My question is: If option trade denotes an executed trade, why do we need the dummy variable? Shouldn't buy trades be cancelled out by sell trades? Since whenever one buys someone else sale the respective quantity( price differs due to bid-ask spread).
Checking account access…