Math Problem Statement

Given two dependent random samples with the following results, use this data to find the 98% confidence interval for the true difference between the population means. Assume that both populations are normally distributed. The user is asked to calculate the point estimate for the population mean of the paired differences (step 1 of 4).

Solution

The problem asks to calculate the point estimate for the population mean of the paired differences between two dependent random samples. Here's the approach for step 1:

Step-by-Step:

  1. Paired differences (d): Use the formula d=x2x1d = x_2 - x_1, where x1x_1 and x2x_2 are the corresponding values from Population 1 and Population 2.

    For the dataThe problem asks to calculate the point estimate for the population mean of the paired differences between two dependent random samples. Here's the approach for step 1:

Step-by-Step:

  1. Paired differences (d): Use the formula d=x2x1d = x_2 - x_1, where x1x_1 and x2x_2 are the corresponding values from Population 1 and Population 2.

    For the

    • Population 1: [22,39,20,34,43,17,45][22, 39, 20, 34, 43, 17, 45]
    • Population 2: [33,45,35,46,35,27,37][33, 45, 35, 46, 35, 27, 37]

    Compute the differences:

    • d1=3322=11d_1 = 33 - 22 = 11
    • d2=4539=6d_2 = 45 - 39 = 6
    • d3=3520=15d_3 = 35 - 20 = 15
    • d4=4634=12d_4 = 46 - 34 = 12
    • d5=3543=8d_5 = 35 - 43 = -8
    • d6=2717=10d_6 = 27 - 17 = 10
    • d7=3745=8d_7 = 37 - 45 = -8
  2. Mean of the differences (point estimate): Now, calculate the mean dˉ\bar{d} of these differences: dˉ=11+6+15+128+1087\bar{d} = \frac{11 + 6 + 15 + 12 - 8 + 10 - 8}{7} Simplifying: dˉ=3875.4\bar{d} = \frac{38}{7} \approx 5.4

Answer:

The point estimate for the population mean of the paired differences is approximately 5.4.

Would you like to proceed with further steps or details on this?

Here are 5 questions related to this concept:

  1. How do you calculate a confidence interval for paired differences?
  2. What is the significance of using a 98% confidence level in this context?
  3. Why is it necessary for both populations to be normally distributed?
  4. How do sample size and variability affect the confidence interval?
  5. How would the process change if the populations were independent rather than dependent?

Tip: When calculating paired differences, always ensure the correct subtraction order (Population 2 minus Population 1 in this case).

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Math Problem Analysis

Mathematical Concepts

Confidence Interval
Paired Sample t-test
Population Mean

Formulas

d = x2 - x1
Mean of differences: d̄ = Σd / n

Theorems

Central Limit Theorem
t-distribution for small samples

Suitable Grade Level

College Level Statistics