Math Problem Statement

The systolic blood pressure of adults in the USA is nearly normally distributed with a mean of 118 millimeters of mercury (mmHg) and standard deviation of 26.

Someone qualifies as having Stage 2 high blood pressure if their systolic blood pressure is 160 or higher. Stage 1 high BP is specified as systolic BP between 140 and 160.

What is the probability that an adult in the USA has stage 2 high blood pressure? 

What is the probability that an adult in the USA has stage 1 high blood pressure?

Your doctor tells you you are in the 30th percentile for blood pressure among US adults. What is your systolic BP?  mmHg

What is the systolic blood pressure that cuts off the top 2.5% of adults in the USA?  mmHg

Solution

Given that systolic blood pressure (SBP) is nearly normally distributed, we can use properties of the normal distribution to answer these questions. Let’s define:

  • μ=118\mu = 118 mmHg (mean)
  • σ=26\sigma = 26 mmHg (standard deviation)

1. Probability of Stage 2 High Blood Pressure (SBP ≥ 160 mmHg):

We want to find P(X160)P(X \geq 160), where XX is the systolic blood pressure. First, we convert this to a standard normal variable:

Z=Xμσ=16011826=1.615Z = \frac{X - \mu}{\sigma} = \frac{160 - 118}{26} = 1.615

Using the standard normal table, or a calculator, we find the probability that a standard normal variable is greater than 1.615. The cumulative probability to the left of 1.615 is approximately 0.9466. Therefore, the probability of SBP ≥ 160 is:

P(X160)=10.9466=0.0534P(X \geq 160) = 1 - 0.9466 = 0.0534

So, 5.34% of adults in the USA have Stage 2 high blood pressure.

2. Probability of Stage 1 High Blood Pressure (140 ≤ SBP < 160 mmHg):

We now need to calculate the probability that the SBP is between 140 and 160. We already know the ZZ-score for 160 is 1.615. Let’s calculate the ZZ-score for 140:

Z=14011826=0.846Z = \frac{140 - 118}{26} = 0.846

Using the standard normal table, the cumulative probability for Z=0.846Z = 0.846 is approximately 0.8013. We already found the cumulative probability for Z=1.615Z = 1.615 (160 mmHg) to be 0.9466. Therefore, the probability of Stage 1 high blood pressure is:

P(140X<160)=0.94660.8013=0.1453P(140 \leq X < 160) = 0.9466 - 0.8013 = 0.1453

So, 14.53% of adults in the USA have Stage 1 high blood pressure.

3. Systolic BP for the 30th Percentile:

The 30th percentile corresponds to a cumulative probability of 0.30. Using the standard normal table or a calculator, the ZZ-score corresponding to 0.30 is approximately Z=0.524Z = -0.524.

Now, we convert this ZZ-score back to the systolic blood pressure:

X=Zσ+μ=(0.524)(26)+118=104.38mmHgX = Z\sigma + \mu = (-0.524)(26) + 118 = 104.38 \, \text{mmHg}

So, if you are in the 30th percentile for blood pressure, your systolic BP is approximately 104.38 mmHg.

4. Systolic BP for the Top 2.5%:

The top 2.5% of adults corresponds to a cumulative probability of 0.975 (since we are looking for the 97.5th percentile). From the standard normal table, the ZZ-score corresponding to 0.975 is approximately Z=1.96Z = 1.96.

Converting this back to systolic blood pressure:

X=Zσ+μ=(1.96)(26)+118=168.96mmHgX = Z\sigma + \mu = (1.96)(26) + 118 = 168.96 \, \text{mmHg}

So, the systolic blood pressure that cuts off the top 2.5% of adults is approximately 169 mmHg.


Summary:

  1. Stage 2 High BP (SBP ≥ 160 mmHg): 5.34%
  2. Stage 1 High BP (140 ≤ SBP < 160 mmHg): 14.53%
  3. 30th Percentile Systolic BP: 104.38 mmHg
  4. Systolic BP for Top 2.5%: 169 mmHg

Would you like any further explanation or details on these calculations?

Further Questions:

  1. What is the probability that an adult has systolic BP less than 100 mmHg?
  2. What percentile corresponds to a systolic BP of 130 mmHg?
  3. What is the probability that an adult has systolic BP between 110 and 130 mmHg?
  4. If an adult has systolic BP of 145 mmHg, what percentile are they in?
  5. What percentage of adults have systolic BP below 90 mmHg?

Tip:

When dealing with normal distributions, understanding how to use ZZ-scores and cumulative probabilities helps in solving a wide range of probability-related problems.

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Probability
Percentiles
Z-scores

Formulas

Z = (X - μ) / σ
P(X ≥ x) = 1 - P(Z ≤ z)
X = Zσ + μ

Theorems

Properties of the Normal Distribution

Suitable Grade Level

Grades 10-12