1 / 16
Expected Value | Lesson 1 of 2

Expected Value: The Weighted Average

Lesson 1 of 2: The Formula and the Mean

In this lesson:

  • Compute expected value with a weighted sum
  • See why weighting by probability matters
  • Recognize E(X) as the mean of the distribution
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

What You Will Be Able to Do

By the end of this lesson, you should be able to:

  1. Compute for a discrete random variable
  2. Explain why expected value is a weighted average
  3. Interpret expected value as the mean of the distribution, written
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

The Balance Point We Promised

Last lesson: every distribution has a single balance point.

What one number summarizes where the whole distribution sits?

That number is the expected value. Let's compute it.

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Two-Coin Expected Value, Term by Term

= number of heads, with :

Two-coin histogram with each term value times probability shown, summing to E(X) = 1

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

The Expected-Value Formula in General

  • Multiply each value by its probability
  • Add those products across all values
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

It Is a Weighted Average

  • Each value counts in proportion to its probability
  • Likelier values pull the average toward themselves
  • This is not the plain average of the listed values
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Predict: Is the Average 5.5?

A spinner has regions worth 1, 1, 1, 10. So , .

The plain average of is 5.5. Is that ?

Pick yes or no before advancing.

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Weighting Changes the Answer Completely

Spinner with three regions worth 1 and one region worth 10

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Two Weighting Traps to Avoid

⚠️ Don't average the values: the spinner's answer is 3.25, not 5.5

⚠️ Don't divide by n: the weight is , which equals only if equally likely

Always multiply each value by its own probability.

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

This Weighted Average Is the Mean

You already computed a mean for data sets.

Expected value is the same operation — just with probabilities as the weights.

Let's see them side by side.

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Expected Value Is Mu, the Mean

The expected value is the mean of the probability distribution, written .

  • "Expected value," "mean of the distribution," and "" mean the same thing
  • It behaves like an average because it is one
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

The Data Mean Equals Expected Value

40 trials: 10 zeros, 20 ones, 10 twos. Relative frequencies match the two-coin model.

Side-by-side: data mean from frequencies equals E(X) from probabilities, both equal 1

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

The Only Change: Frequency Becomes Probability

Data mean Distribution mean
value × relative frequency value × probability
from a sample from the model
Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Your Turn: Compute the Expected Value

A game has values 0, 5, 10, 20 with probabilities .

Find from scratch. Write each term as value × probability.

Commit to a number before advancing.

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

What Expected Value Really Means

— a weighted average

✓ Likelier values count more, not equally

✓ E(X) is the mean of the distribution, written

Grade 11 Statistics | HSS.MD.A.2
Expected Value | Lesson 1 of 2

Coming Up Next: The Balance Point

Next lesson, E(X) becomes a physical balance point under the histogram.

Then we add wins and losses — signed payoffs — to score real games.

Grade 11 Statistics | HSS.MD.A.2