How Does Removing Zeros Affect Sharpe?
Problem Description
A financial return series consists of 2n observations. Exactly n of these observations are zero returns. The remaining n observations are non-zero returns, denoted x1, x2, ..., xn, which have a known mean mu and standard deviation sigma.
Assume the risk-free rate is zero, so the Sharpe ratio is defined as:
Sharpe = mean(return) / std(return)
Questions
- Calculate and compare the Sharpe ratio computed on all
2nobservations with the Sharpe ratio computed after removing thenzero-return observations (i.e., computed only onx1, ..., xn). - Determine if the Sharpe ratio of the filtered series (with zeros removed) is higher or lower than the original series.
- If your conclusion from point 2 depends on the sign of the mean return (
mu), explain the underlying reasons. - Briefly discuss whether the conclusion from point 2 would still hold if the
nremoved observations were not necessarily the zero-return ones, but rather anynarbitrary observations.
AI interview prep
Core dilemma
Understanding the mathematical sensitivity of a ratio statistic (Sharpe ratio) to data manipulation (removing zero returns) and its implications for performance evaluation, particularly how it interacts with the sign of the mean.
3 tradeoffs and 3 stress tests locked
Interview prep
Unlock the interviewer X-Ray rubric, tradeoff matrix, stress tests, clarifying questions, and key concepts.
How Does Removing Zeros Affect Sharpe?
Problem Description
A financial return series consists of 2n observations. Exactly n of these observations are zero returns. The remaining n observations are non-zero returns, denoted x1, x2, ..., xn, which have a known mean mu and standard deviation sigma.
Assume the risk-free rate is zero, so the Sharpe ratio is defined as:
Sharpe = mean(return) / std(return)
Questions
- Calculate and compare the Sharpe ratio computed on all
2nobservations with the Sharpe ratio computed after removing thenzero-return observations (i.e., computed only onx1, ..., xn). - Determine if the Sharpe ratio of the filtered series (with zeros removed) is higher or lower than the original series.
- If your conclusion from point 2 depends on the sign of the mean return (
mu), explain the underlying reasons. - Briefly discuss whether the conclusion from point 2 would still hold if the
nremoved observations were not necessarily the zero-return ones, but rather anynarbitrary observations.