# Tag Info

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### Risk-adjusted returns ratio that does not reward high risk for negative returns

Yes, you are correct on both terms - it doesn't make much sense, and there exists a well-cited solution by C. Israelsen: "A refinement to the Sharpe ratio and information ratio." Journal of Asset ...
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### Sharpe ratio: discrete or continuous returns?

For client reporting purposes, it is customary to use discrete returns. For backtesting, it pretty much make no difference.
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### average return Vs cumulative return interpretation

Consider these two simple portfolios: Portfolio 1 returns -10% in month 1 and 10% in month 2. Average arithmetic return is zero, and cumulative return is $(1-10\%)(1+10\%)=0.99$. Portfolio 2 returns -...
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### What is an accepted method to calculate percent PnL from a short position?

A short position is a liability on your books, as the borrowed asset has to be returned to the owner. The return is then the percentage return of that liability. Assume that the shorted asset at ...

### CAPM and Beta: problem with regression (Beta is too low yet statistically significant?)

You are right to be sceptical of the beta of an international portfolio when it is calculated using daily returns. Beta estimates are often low for international portfolios because stock market ...
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### Information Coefficient (IC) Formulae Differences

Paraphrasing some quote: "they are different but same but still different" In reality the number of correct bets $N_c$ is the number of times the analyst was correct predicting the ...

### What returns to use?

Since you're looking to summarize the performance of a monthly return series in a single number, it is best to compute the annualized return. This is the standard used in the investment management ...

### What's the exact definition of alpha?

As @Alex C had pointed out, the CAPM and subsequently Jensen were probably the original motivations of the term $\alpha$. Bear in mind that $\alpha$ and $\beta$ are conventional notation for ...

### What's the exact definition of alpha?

In Quant Finance we start with the assumption that (until shown otherwise) no one can outperform a simple, passive benchmark. Such a benchmark might be for example the S&P 500 index leveraged up ...

### Risk-adjusted returns ratio that does not reward high risk for negative returns

Does this make sense? Consider this: You are an investor. You have 2 investments. 1 high risk (hr) and the other low risk (lr). You expect the hr to be volatile and expect the opposite from lr. ...

### Measuring alpha (Academia vs the Industry)

Both questions are not as straightforward as @Hui (and most academics and practitioners) would immediately think. I would try to put in my two cents to answering your question 1. Short answer: It ...

### Annualising Data

It depends on the ratio you are looking at. Most of them are scaled by $\sqrt{12}$, but the Treynor index is a bit different and is scaled by $12$. Sharpe and Information ratios are both ratios of ...

### Is there a python library to generate performance metrics from returns of the strategy?

Check out empyrical. This library provides methods for calculating several risk and performance metrics. pyfolio is also a great tool for visualizing your portfolio's performance over time.
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### How likely it is that a strategy profits are explained by luck?

Something along these lines is known as the Cowles Test, suggested by Alfred Cowles in 1933 (Can stock market forecasters forecast? https://cowles.yale.edu/sites/default/files/files/pub/misc/cowles-...

### How likely it is that a strategy profits are explained by luck?

I believe that by "luck" you mean that you want to check if you can attribute the pnl of your strategy to something else than the "alpha" that it's trying to capture. The standard way of doing this ...
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### What is a cumulative return series?

O7-30-2021 : POSTING COMMENT AS ANSWER BASED ON SUGGESTION OF RICHARD HARDY. Hi: The cumulative return is defined as the return on 1 dollar if it had been invested in whatever asset the returns came ...
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### Out of Sample Results Decay Rapidly With Prediction Window or Embargo

This is a complex question. Let me reformulate its main components to try to give a generic answer: if a relationship is non-stationary and I capture it via a model, I expect the explanatory power of ...

### Risk-adjusted returns ratio that does not reward high risk for negative returns

1) In a certain, theoretical sense, it does make sense: suppose two portfolio managers delivered negative returns (-1%, say), and one had a higher volatility ("risk") than the other. Then the ...

### Accuracy for GARCH models

The best way to check the accuracy of a Garch model is to use the methodology of Hansen and Lunde (2005). In this paper they actually compared the accuracy of 330 Arch-type models and concluded that ...
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### performance measure using pnl series

Adding to Attack68 answer- you can do a few things: calculate total and average pnl over a given time. calculate skew, kurtosis etc. as suggested above. calculate hit rate. calculate max drawdown. ...