DP Math AA · HL / SL · Statistics & Probability

SL 4.12—Z values, inverse normal to find mean and standard deviation

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  1. Question 1

    A random variable X follows a normal distribution with mean μ=75 and standard deviation σ=6. What is the z-score for x=63?
    No clue? Show me the answer
    Correct answerCorrect!Incorrect
    Az=−2

    Step-by-step walkthrough

    Choose a solution method

    Method #1Approach 1

    Step 1: Identify the known values

    We are given μ=75, σ=6, and x=63. We need to apply the z-score formula.

    Step 2: Apply the z-formula

    z=σx−μ​=663−75​=6−12​=−2

    Step 3: Interpret the result

    The z-score is −2, meaning x=63 lies 2 standard deviations below the mean. The negative sign confirms the value is below the mean.

    Step 4: Select the correct answer

    The correct answer is z=−2.

    Method #2Approach 2

    Step 1: Identify what is being asked

    We need the z-score for x=63 when μ=75 and σ=6. Since 63<75, the z-score must be negative — this immediately eliminates options with positive z-scores.

    Step 2: Eliminate $z = 2$

    z=2 is positive, but since x=63 is below the mean μ=75, the z-score must be negative. Eliminated.

    Step 3: Eliminate $z = 12$

    z=12 is not only positive but also unreasonably large — 12×6=72 units away from the mean, which is far larger than the actual difference of 75−63=12. Eliminated.

    Step 4: Eliminate $z = -0.5$

    If z=−0.5, then x=75+(−0.5)(6)=75−3=72=63. This does not match. Eliminated.

    Step 5: Select $z = -2$

    Checking: μ+zσ=75+(−2)(6)=75−12=63 ✓. The correct answer is z=−2.

  2. Question 2

    The daily rainfall R (in mm) in a city is normally distributed with mean μ=120 mm and standard deviation σ=15 mm. What is the probability P(R>138)?
    No clue? Show me the answer
    Correct answerCorrect!Incorrect
    AP(R>138)=P(Z>1.2)

    Step-by-step walkthrough

    Choose a solution method

    Method #1Approach 1

    Step 1: Identify the known values

    We have μ=120, σ=15, and we want P(R>138).

    Step 2: Calculate the z-score for $x = 138$

    z=15138−120​=1518​=1.2

    Step 3: Rewrite the probability in terms of $Z$

    Since R=138 corresponds to z=1.2, we have P(R>138)=P(Z>1.2).

    Step 4: Select the correct answer

    The correct answer is P(R>138)=P(Z>1.2).

    Method #2Approach 2

    Step 1: Identify what is needed

    We need the correct z-score for x=138 and since 138>120 (above the mean), the z-score must be positive.

    Step 2: Eliminate $P(Z > -1.2)$

    A negative z-score would correspond to a value below the mean. Since 138>120, the z-score must be positive. Eliminated.

    Step 3: Eliminate $P(Z > 18)$

    z=18 would mean 138 is 18 standard deviations above the mean — an absurd result. The actual difference is 138−120=18 mm, not 18 standard deviations. Eliminated.

    Step 4: Eliminate $P(Z > 0.12)$

    z=0.12 would mean x=120+0.12×15=121.8, not 138. Eliminated.

    Step 5: Select $P(Z > 1.2)$

    Confirming: z=(138−120)/15=1.2, so P(R>138)=P(Z>1.2). Correct.

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← Previous topicSL 4.11—Conditional and independent probabilities, test for independenceNext topic →AHL 4.13—Bayes theorem
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