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Questions tagged [pairs-trading]

Pairs trading is a market-neutral trading strategy enabling traders to profit from virtually any market conditions: uptrend, downtrend, or sideways movement. This strategy is categorized as a statistical arbitrage and convergence trading strategy.

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5
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2answers
393 views

Cointegration and Ratio Pair Trading

I'm having some confusion doing Engle-Granger Cointegration test and then trade the ratio. Methodology: Run an OLS fit for A and B price time series without a constant. Therefore, $\hat{Y} = \gamma \...
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1answer
50 views

Negatively Correlated Assets with similar medium-term trends

Theoretically, one could have stock prices with returns $\rho_1(k)$ and $\rho_2(k)$ having mean values $\mu_1$ and $\mu_2$, but still be negatively correlated with $$ \mathbb{E}[(\rho_1(k)-\mu_1)(\...
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1answer
83 views

Pairs Trading situation Spread changes

I'm setting up and following a pair trading operation by the method of summing the distances squared (SSD). After determining the best pairs, I have to track the spread between the normalized prices. ...
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1answer
72 views

Bootstrap Method for Assessing Pairs Trading Performance

After reading this paper I tried to replicate it. I almost done, but I am stuck on the section 3.6 where the author constructs a random pair (how he constructs this?) for Assessing Pairs Trading ...
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3answers
198 views

Pair trading - short / long the spread

I am wading into pair trading concepts. Here is one article I've read. I understand for these strategies our intention is to go long on one asset and short another, however I do not understand what ...
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3answers
708 views

Why isn't it appropriate to use correlation between prices in a pairs trade strategy?

I've already seen this question and read through all the answers, but I'm still confused about why you shouldn't use price correlation in a pairs trade strategy. For example, if I'm looking at the ...
10
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2answers
2k views

What does the cointegration coefficient represent in pairs trading when cointegrating log stock prices?

In Pairs Trading by Vidyamurthy, on page 83 (and throughout the book), the author describes an elementary example of trading with log prices. The long run equilibrium of the basic portfolio is given ...
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2answers
103 views

When constructing a cointegrating series, does choosing the linear regression with the lowest ADF test statistic yield the optimal hedging ratio?

Multiple sources say that you should find the optimal hedging ratio between two stocks in a pairs trade by conducting 2 linear regressions (with each stock as the independent variable), and using ...
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1answer
68 views

generalisation of cointegrated stock pair strategies to multiple cointegration

Question: as it is well known, there are strategies to trade pairs of stocks which are known to be co-integrated. See for instance here: https://medium.com/auquan/pairs-trading-data-science-...
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3answers
4k views

Calculate spread for pairs trading

What is the best way to begin calculations for pairs trading? I have seen two ways: 1) Start from the price ratio StockAPrice/StockBPrice and calculate mean, ...
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0answers
44 views

Pair trading: Hege ratio by price ratio or by regression on the stocks

So I feel things like this question do exist on the site however I failed to form a conclusion based on what was written, so I decided to formulate my query as exactly as possible and hopefully anyone ...
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3answers
189 views

what are the criteria to select pairs?

I'm new to this forum, this is the first question I posted. I have many candidate pairs and I've used ADF test to make a first selection. There are more than 800 selected. The pairs are absolutely too ...
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1answer
3k views

How to calculate Sharpe Ratio from $ returns?

I have a pairs strategy that I am trying to calculate the sharpe ratio for. Currently I am using python for my analysis and calculation. I have a dataframe that contains the cumulative returns in $'s ...
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0answers
106 views

Pairs trading strategy: Portfolio returns and NAV

Currently trying a pairs trading approach using cointegration. Tried both formations: $$log(P_t^A)=log(P_t^B) \hat{\gamma}+\hat{\mu}+\epsilon_t \hspace{0.5cm} (1)$$ $$P_t^A=P_t^B \hat{\gamma}+\hat{\...
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1answer
51 views

Short sale and zero investmest strategy

Suppose I want to build a pairs trading strategy. Theory says that we can create a zero-investment portfolio by going long stock A and short-selling stock B, given a certain hedge ratio. My question ...
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2answers
821 views

main arbitrage & statistical arbitrage concepts

Can we please sumarise here some of the basic concepts, tools used in arbitrage and statistical arbitrage in real life? ARB: benefit from price difference on same asset ARB: difference between stock ...
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2answers
205 views

pair trading - rolling adf test

I am testing a pair trading strategy. Every day I recalculate the hedge ratio using the past N prices of the 2 underlying. With the hedge ratio, I calculate the past N spreads and do an ADF test to ...
3
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2answers
606 views

Need help on cointegration

I tried to test stock pairs for pairs trading. There are two questions I am not sure. I am not using ADF to test the log difference between two stocks. But I also see people using Johansen test. What'...
2
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3answers
238 views

Calculating Sharpe Ratio with dynamic position sizing

I'm currently backtesting a mean reversion pairs trading strategy. However, instead of simple long or short trading signals, I'm using multiple "levels", where the further away the spread is from the ...
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4answers
176 views

Where can I get json currency data feeds every millisecond?

I have been looking for free or paid json data feeds on currencies for long. I have come across: currencylayer.com Oanda XE The problem is that I really need millisecond based updates. Can someone ...
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0answers
162 views

Pair trading strategies in fixed income

We usually hear about finding cointegrated pairs of stocks in pair trading, but it seems it is not as developed in fixed income despite the fact that the spectrum of securities is large (different ...
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1answer
642 views

calculating the pair weights from log price hedge ratio

I am calculating the hedge ratio using log prices: $$ \ln(A) = \text{hedge_ratio} \cdot \ln(B) $$ How do I convert the hedge_ratio into a number of shares of A vs....
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1answer
2k views

How to build an execution trading system with CQG API?

I am currently using CQG for spread trading and have a spread trading strategy in CQG chart. I am trying to automate my spread trading strategy in CQG, but CQG told me to look at CQG API samples to ...
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2answers
224 views

Standard deviation of a long-short portfolio with net position zero

I've come across the following question and I'm slightly stuck in answering it: Suppose you have a two-stock portfolio that is long one stock of asset A, and short one stock of asset B, with A ...
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1answer
2k views

How do different methods and techniques used in pairs trading compare?

I was going through the paper of Avellaneda (2008) on stat arb and I found it interesting that he uses asset returns vs. their respective ETFs to compute the s-score. I am wondering if anyone has ...
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1answer
614 views

pair trading cointegration - calculating shares quantities traded, portfolio value and returns

I have a trading strategy based on the cointegration of X and Y where beta derived from the regression is 0.7. My initial capital to invest is 1000. My understanding that the quantities of X and Y to ...
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2answers
2k views

Close or Adjusted Prices when Backtesting

I've been doing this for some years now, but recently, since I started fiddling around with an old pairs trading strat of mine again, when updating the databases before running the tests, I was ...
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2answers
551 views

Cointegration vs combination of returns

Hi Quantitative Finance, I understand that there are a wealth of pairs trading models out there. Recently, it got me thinking as to why we go through the trouble to find cointegrated pairs while we ...
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4answers
4k views

How does pair trading work?

Explain pair trading to a layman. What is it, why would you want to do it, and what are the risks? Provide a real life example.
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1answer
170 views

Is this the correct way to hedge two securities against each other?

Let's say I believe that $ts_1$ and $ts_2$ move together and I would like to pairs trade them. Am I correct in understanding that to hedge them against each other I would get their $Var_1$, $Var_2$, ...
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1answer
975 views

How to “Standard Beta Hedge”?

Let's say I have 2 time-series, how would I "standard beta hedge" them against each other? For example, what if the position in 1 timeseries is 100 shares at 16 USD per share. Another time-series is ...
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1answer
3k views

Calculating the returns of a long/short strategy

I feel like an idiot asking this but i haven't found the answer anywhere. I have backtestest a paris trading strategy, while calculating the returns of the strategy I run into some problems when the ...
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0answers
256 views

Cointegration and pairs trading

I have intuition that cointegration between elements of pair of equities somehow contradicts pairs trading strategies. Because the better is linear fit of the model the less opportunities we have for ...
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0answers
1k views

How to trade the Ornstein-Uhlenbeck process?

My question comes from this paper, which is a short version of Avellaneda's paper The picture bellow provides a summary of the equations. Do I understand correctly that in order to trade OU process ...
2
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0answers
165 views

Relative Value Trading of American Style Options on Futures, Calcuating hedging ratios?

I am interested in Relative Value Trading of American style options on futures and have not found a whole lot of literature on it. The best resource I have discovered so far is a few pages in Colin ...
8
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1answer
3k views

How does Kalman filtering of beta in pairs trading model work in R?

Could anyone show how this could be done in R? The dlm package seems to be a good start, but I can't really find any good examples to learn from. Currently I have ...
3
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1answer
227 views

How do you decide what time frame you're going to use when testing for cointegration?

I've been fiddling around with different time frames when doing tests for cointegration between two timeseries, and I've realized that the dates that you use for your start/stop of the test will ...
0
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1answer
303 views

How can I apply error correction model in pairs trading?

I have read Vidyamurthy and others, but did not find clear example of error correction model (ECM) application in pairs trading. How should I use the ECM model in the pairs trading? How to use ECM ...
2
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0answers
365 views

cointegration strategy

If it can be proved that two time series $$S_t^1=\alpha + \beta S_t^2 + \xi_t$$ representing stocks are correlated, with $\beta=-2$ and then are proved to be cointegrated, how a portfolio should be ...
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1answer
351 views

What causes poor returns in pair trading of very cointegrated securities?

I've been running some backtests of a pair trading strategy on 1 year worth of 5 min bars of two securities and I've noticed pretty poor returns, especially once transaction costs are taken into ...
0
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1answer
229 views

How buying/selling pairs and entering/exiting trade works in pairs trading?

Lets say I have two stocks x and y and their corresponding stock price p(x) and p(y). consider HR as hedge ratio. Then we can calculate the spread using this equation. $spread=p(x)-HR*p(y)$ from ...
4
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1answer
2k views

What is the pseudo code for a pairs trading strategy?

I am trying to learn about pairs trading strategy. I know that we have to long and short cointegrated assests simultaneously. But I still have some confusion in how the strategy works. I wrote the ...
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2answers
829 views

Pairs Trading Signals and Positioning

I am currently working on a research project for a pairs trading strategy and would like to know the correct positions to take when a signal has been triggered. Say we are using this equation to ...
2
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1answer
557 views

Mean reversion and adjusted beta for pairs trading

Trying to evaluate model for pairs trading. Consider classic formula: $\frac{dP}{P} = adt+b\frac{dQ}{Q}+dX$, where $P$ and $Q$ are stock prices, and $X$ is a mean reverting process (MRP) and $a$ is ...
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0answers
291 views

Calculating PnL from log prices

I'm backtesting a statistical arbitrage strategy. To calculate the PnL I simply use $Y(t)-Y(t+n)$ for the profit on the first leg and $\beta*X(t) - \beta*X(t+n)$ for the profit on the second leg, ...
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1answer
262 views

What P&L netting should one use when a strategy has trades in two different geographic locations?

I am familiar with the FIFO methodology of netting buys and sells to obtain a realized P&L and outstanding position. Suppose there's a strategy which runs in two different places A, and B and ...
2
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1answer
379 views

Pair trading based on cointegration - equity line

I'm preparing a project at my Uni where I have to make a simple pair trading strategy using cointegration between two stocks. I'm stuck on the equity line calculation. I have prepared opening and ...
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1answer
250 views

How to projectP&L or drawdowns on pair trading , trading and portfolios? [closed]

This is for planning and risk management. I am stuck on the following thoughts - Back-test the trading strategy for a period similar to the one you expect and then project. Do the above using ...
4
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2answers
1k views

How to select optimal look back period for statistical arbitrage?

Is it possible to estimate the optimal look back period for OLS from which we test if residuals are stationary? Almost all papers that I read use random look back periods of 100 days, 252 days, 500 ...