Math Problem Statement
A random sample of
10121012
adults in a certain large country was asked "Do you pretty much think televisions are a necessity or a luxury you could do without?" Of the
10121012
adults surveyed,
513513
indicated that televisions are a luxury they could do without. Complete parts (a) through (e) below.
Question content area bottom
Part 1
(a) Obtain a point estimate for the population proportion of adults in the country who believe that televisions are a luxury they could do without.
ModifyingAbove p with caretpequals=0.5070.507
(Round to three decimal places as needed.)
Part 2
(b) Verify that the requirements for constructing a confidence interval about p are satisfied.
The sample
can be assumed to be
a simple random sample, the value of
n ModifyingAbove p with caret left parenthesis 1 minus ModifyingAbove p with caret right parenthesisnp1−p
is
enter your response here,
which is
greater than or equal to
10, and the
sample size
can be assumed to be
less than or equal to 5% of the
population size.
(Round to three decimal places as needed.)
Solution
Part 1 (a) - Obtain a point estimate for the population proportion
The point estimate is the sample proportion of adults who believe that televisions are a luxury they could do without. This is calculated as:
Given:
- Total adults surveyed
- Adults who believe televisions are a luxury
So, the point estimate (rounded to three decimal places).
Part 2 (b) - Verify the requirements for constructing a confidence interval about
The requirements for constructing a confidence interval about are:
-
Random Sample: The sample can be assumed to be a simple random sample.
-
Condition :
Since , this condition is satisfied.
-
Sample size relative to population: The sample size should be less than or equal to 5% of the population size. If we assume the population size of the country is large (say, 300 million or more), then:
Since , this condition is also satisfied.
Therefore, the requirements for constructing a confidence interval about are satisfied.
Do you want to continue with part (c)? Let me know if you have any questions!
Here are five follow-up questions related to this problem:
- How is the sample proportion different from the population proportion?
- What is the significance of the condition in confidence interval estimation?
- How would increasing the sample size affect the margin of error in this survey?
- What statistical methods can be used to determine an appropriate sample size for surveys?
- How does the sample size influence the precision of the confidence interval?
Tip: When calculating proportions, always ensure the sample is representative of the population to avoid bias.
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Math Problem Analysis
Mathematical Concepts
Statistics
Proportion Estimation
Confidence Intervals
Formulas
Sample Proportion (p̂) = x / n
n * p̂ * (1 - p̂) ≥ 10
Theorems
Central Limit Theorem
Suitable Grade Level
College Level (Introductory Statistics)
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