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CFA Level I · CFA Level I Exam · Simulation of Financial Asset Prices and Returns

A Monte Carlo analyst increases the number of simulated price paths from 1,000 to 4,000, holding all else constant. The standard error of the estimated mean terminal price will most likely:

The standard error falls to one-half of its prior value. Simulation error is proportional to one over the square root of the number of trials, so quadrupling paths halves it. A fourfold reduction would require sixteen times as many paths.

  1. Afall to one-half of its prior valueCorrect
  2. Bfall to one-quarter of its prior value
  3. Cremain unchanged because the model is the same

Explanation

Standard error of a simulation estimate equals the sample standard deviation divided by the square root of the number of trials. Quadrupling trials divides the error by the square root of 4, which is 2. It does not fall by a factor of 4, and it does change.

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