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When to Compound Returns and When to Add Them

Article Quant Q&A · Author: user1234440

Summary

The document explains why cumulative returns depend on how profits and losses affect the capital base. If gains and losses remain invested and change the amount exposed to later returns, calculate the total by multiplying each period’s gross return and subtracting one. The example contrasts the sum of monthly returns with compounded and continuously compounded totals.

If returns are removed from the trading capital or position sizes are otherwise kept independent of accumulated gains, simple addition can describe the aggregate returns. The discussion cautions against assuming that capital is reinvested at a fixed daily, weekly, or monthly cadence; actual trading and risk-limit practices may adjust less frequently. The right calculation therefore depends on the strategy’s reinvestment and sizing rules, rather than on a universal convention.

Key ideas

  • Compound period returns when each period’s outcome changes the capital exposed to later returns.
  • Add returns when gains and losses are not reinvested into the trading capital.
  • Continuous compounding uses the logarithm of the compounded growth factor.
  • Choose a return aggregation method that matches actual capital and position sizing practices.

Tags

Full text
# Calculating Momentum From Returns


# Calculating Momentum From Returns












I am doing some modelling and have some data:

```
Index         XYZ                1 
1994-02-01  -0.005128205          0.994871
1994-03-01  0.013089005           1.007893
1994-04-01  0.012224939           1.020215
1994-05-01  0.018518519           1.039107
1994-06-01  0.017817372           1.057622
1994-07-01  0.019438445           1.078180
1994-08-01  0.006741573           1.085449
1994-09-01  0.017582418           1.104534
1994-10-01  -0.004319654          1.099762
1994-11-01  0.004310345           1.104503
1994-12-01  0.002150538           1.106878
1995-01-01  0.006382979           1.113943
```

I am trying to calculate the total return of the above column vector without transforming it to an equity curve first. Is it correct to just add it up?

The sum of the return = 0.1088808, while the discrete and continuous returns are 0.113944 and 0.107907. Why is there this difference?

Thanks,

EDIT: For the calculation, i simply used @Richard's equation. Discrete = (1.113943 - 1) / 1 = 0.113944 Continuous = ln(1.113943/1) = 0.107907

## Answer by Matt Wolf (score 4, accepted)

https://quant.stackexchange.com/a/7468

It depends on what you do with your returns. If your returns directly affect your capital base, regardless of positive or negative returns, and if you employ all the generated returns in new trades on which you subsequently calculate returns then you should use compounded returns. Else your returns should be treated as additive and simply aggregated through addition.

Please keep in mind that most buy-side portfolio managers and prop groups on the sell-side and hedge fund side do not re-employ returns, at least not right away. It is not a hard science in that all returns, gains and losses are moved into a segregated account but traders and portfolio managers generally do not look at each day's capital base, including all generated returns, when they make decisions of position size, profit targets and when they cut losing positions. Especially loss limits and position limits on the sell-side are re-evaluated very infrequently by superiors. Of course losses are immediately reflected in aggregate net profitability but just because you start off a 100 unit capital base and generated a 10 unit profit today does not mean your boss lets you get off the hook easily if your single asset position limit was 5% of the capital base at your last meeting with your boss and you took the liberty to put on a position of 5.5 units tomorrow. Buy-side portfolio manager committees generally sit down quarterly or so and re-evaluate re-investment decisions that are based on the profits/losses generated.

At the least, I would not blindly assume a constant re-investment on daily, weekly, even monthly basis unless there is a clear intention to re-invest behind it.

## Answer by chrisaycock (score 4)

https://quant.stackexchange.com/a/7467

Returns are supposed to be compounded. For example, if I make 10% today and another 10% on top of that tomorrow, then I will have made 21%. Addition would only make sense if I had taken my profits out at the end of the first day.

So no, you can't add returns like this. Instead, you must multiply the returns:

\begin{equation} \prod_{i=1}^{n} (x_i + 1) - 1 \end{equation}

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.