Variance and Standard Deviation
Expectation gives you a fair price. It says nothing about risk, and two positions with identical expected value can be wildly different trades. Variance is what separates them.
Variance is the expected squared deviation from the mean:
The average squared distance from the mean, which is why its units are squared and the standard deviation exists at all.
Standard deviation is its square root, , and is usually the number quoted because it carries the same units as . If is a P&L in dollars, variance is in dollars squared, which means nothing intuitively, while is in dollars.
The formula you should actually use
Computing directly requires two passes. This identity does it in one and is the version to have memorised:
The rest of this lesson is for subscribers
Unlock every lesson in Fundamentals of Probability and Statistics, and every other premium course.
Subscribe to continueTest your knowledge
Keep reading Fundamentals of Probability and Statistics
41 lessons in this course, and every other premium course, on one subscription.
- Every lesson in every course, with the worked examples and interactive simulators
- Graded questions on every lesson, with explanations for the wrong answers as well as the right one
- The trainers, timed assessments and brainteaser library that go with them