CFA Level I · CFA Level I Exam · Estimation and Hypothesis Testing
An analyst backtests a strategy using financial statement data for fiscal year-end December 2022 to pick stocks as of 31 December 2022, although the statements were published only in March 2023. The most likely bias in the backtest results is:
The backtest most likely suffers from look-ahead bias. It selects stocks on a date using financial statements that were not published until months later, so the strategy relies on information unavailable to investors at that time, which overstates the realistic performance.
- ATime-period bias
- BLook-ahead biasCorrect
- CSurvivorship bias
Explanation
The test uses information that was not available to investors on the portfolio formation date. Using data not public at the time is look-ahead bias. Time-period bias relates to the choice of sample window, and survivorship bias to excluded failed entities.
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