Math Problem Statement

Please solve

What is your favorite color? A large survey of countries indicated that most people prefer the color blue. In fact, about 24% of the population claim blue as their favorite color. Suppose a random sample of college students is taken to test whether the proportion of college students who prefer blue differs from 0.24, using α = 0.05.

Solution

To solve this problem, I’ll guide you through the steps:

(a) Significance Level and Hypotheses:

  • Level of significance: α=0.05\alpha = 0.05
  • Null hypothesis (H0H_0): The true proportion of college students who favor the color blue is equal to 0.24.
    H0:p=0.24H_0: p = 0.24
  • Alternative hypothesis (H1H_1): The true proportion of college students who favor the color blue is different from 0.24 (two-tailed test).
    H1:p0.24H_1: p \neq 0.24

(b) Sampling Distribution and Test Statistic:

  1. Sampling Distribution:
    Since the sample size is sufficiently large (np>5np > 5 and nq>5nq > 5, where q=1pq = 1 - p), we use the standard normal distribution.

  2. Test Statistic Formula: z=p^p0p0(1p0)nz = \frac{\hat{p} - p_0}{\sqrt{\frac{p_0(1 - p_0)}{n}}} where:

    • p^\hat{p} = sample proportion (provided in the question),
    • p0=0.24p_0 = 0.24 (null hypothesis proportion),
    • nn = sample size (provided in the question).
  3. Plug the values into the formula and calculate zz-value. Round your zz-value to two decimal places.

(c) P-Value of the Test Statistic:

  1. P-value Calculation:
    Use the zz-value obtained from part (b) to calculate the P-value from a standard normal table or a statistical calculator. Since this is a two-tailed test, multiply the one-tail probability by 2.

  2. Round your P-value to four decimal places.

(d) Decision on Null Hypothesis:

  • If the P-value is less than α=0.05\alpha = 0.05, reject H0H_0.
  • If the P-value is greater than or equal to α=0.05\alpha = 0.05, fail to reject H0H_0.

(e) Conclusion:

Interpret the result in the context of the problem:

  • If H0H_0 is rejected, there is sufficient evidence to conclude that the true proportion of college students favoring blue differs from 0.24.
  • If H0H_0 is not rejected, there is insufficient evidence to conclude that the true proportion of college students favoring blue differs from 0.24.

Let me know the sample proportion (p^\hat{p}) and the sample size (nn) from the problem so I can compute the detailed calculations for you.

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Math Problem Analysis

Mathematical Concepts

Hypothesis Testing
Sampling Distribution
P-Value Analysis
Statistical Significance

Formulas

Test Statistic Formula: z = (p̂ - p₀) / √[p₀(1-p₀)/n]
P-Value Calculation

Theorems

Central Limit Theorem
Standard Normal Distribution

Suitable Grade Level

Undergraduate Statistics