Math Problem Statement

A research center claims that at least

2525​%

of adults in a certain country think that their taxes will be audited. In a random sample of

600600

adults in that country in a recent​ year,

2020​%

say they are concerned that their taxes will be audited. At

alphaαequals=0.100.10​,

is there enough evidence to reject the​ center's claim? Complete parts​ (a) through​ (d) below.

​(a) Identify the claim and state

Upper H 0H0

and

Upper H Subscript aHa. Identify the claim in this scenario. Select the correct choice below and fill in the answer box to complete your choice. Find the critical​ value(s) and identify the rejection​ region(s).

Identify the critical​ value(s) for this test. Identify the rejection​ region(s). Select the correct choice below and fill in the answer​ box(es) to complete your choice.ind the standardized test statistic z.

Solution

To address this hypothesis testing problem, we'll proceed step by step as required:

(a) Identify the claim and state H0H_0 and HaH_a:

  1. Claim: The research center claims that at least 25% (0.25) of adults in the country think their taxes will be audited. This claim implies: p0.25p \geq 0.25

  2. Null Hypothesis (H0H_0): The null hypothesis is what is claimed, which suggests that the proportion of adults who think their taxes will be audited is at least 25%. Thus: H0:p0.25H_0: p \geq 0.25

  3. Alternative Hypothesis (HaH_a): This suggests the opposite of the claim, that the proportion is less than 25%. Therefore: Ha:p<0.25H_a: p < 0.25

(b) Find the critical value(s) and identify the rejection region(s):

Since this is a left-tailed test at α=0.10\alpha = 0.10, find the z-critical value for which the cumulative probability is 0.10.

  • Use a z-table or standard normal distribution to find the z-critical value corresponding to 0.10 in the left tail.
  • The critical z-value is approximately -1.28.

Rejection Region:

  • Reject H0H_0 if the calculated z-value is less than -1.28.

(c) Find the standardized test statistic zz:

The sample proportion (p^\hat{p}) is given as 20% (0.20), and the sample size (nn) is 600.

Calculate the z-statistic using the formula: z=p^p0p0(1p0)nz = \frac{\hat{p} - p_0}{\sqrt{\frac{p_0(1-p_0)}{n}}}

Where:

  • p^=0.20\hat{p} = 0.20
  • p0=0.25p_0 = 0.25
  • n=600n = 600

Substitute these values in: z=0.200.250.25×0.75600z = \frac{0.20 - 0.25}{\sqrt{\frac{0.25 \times 0.75}{600}}} z=0.050.1875600z = \frac{-0.05}{\sqrt{\frac{0.1875}{600}}} z=0.050.0003125z = \frac{-0.05}{\sqrt{0.0003125}} z=0.050.017682.83z = \frac{-0.05}{0.01768} \approx -2.83

(d) Conclusion:

Since the calculated z-value (-2.83) is less than the critical value (-1.28), we reject the null hypothesis H0H_0.

Conclusion:

There is enough evidence at the 0.10 significance level to reject the research center's claim that at least 25% of adults in the country think their taxes will be audited.

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Math Problem Analysis

Mathematical Concepts

Hypothesis Testing
Proportions
Z-Tests
Null and Alternative Hypotheses

Formulas

Z = (p̂ - p₀) / √(p₀(1 - p₀) / n)

Theorems

Central Limit Theorem
Z-Distribution for Proportions

Suitable Grade Level

Grades 10-12