What happens to the standard deviation of p̂ as the sample size increases? If the sample size is increased by a factor of 4, what happens to the standard deviation of p̂?
Table of contents
- 1. Intro to Stats and Collecting Data1h 14m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically2h 5m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables3h 6m
- 6. Normal Distribution and Continuous Random Variables2h 11m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 23m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals15m
- Confidence Intervals for Population Mean1h 18m
- Determining the Minimum Sample Size Required12m
- Finding Probabilities and T Critical Values - Excel28m
- Confidence Intervals for Population Means - Excel25m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 25m
- 9. Hypothesis Testing for One Sample3h 29m
- 10. Hypothesis Testing for Two Samples4h 50m
- Two Proportions1h 13m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 3m
- Two Means - Unknown Variances Hypothesis Test - Excel12m
- Two Means - Unknown, Equal Variance15m
- Two Means - Unknown, Equal Variances Hypothesis Test - Excel9m
- Two Means - Known Variance12m
- Two Means - Sigma Known Hypothesis Test - Excel21m
- Two Means - Matched Pairs (Dependent Samples)42m
- Matched Pairs Hypothesis Test - Excel12m
- 11. Correlation1h 24m
- 12. Regression1h 50m
- 13. Chi-Square Tests & Goodness of Fit2h 21m
- 14. ANOVA1h 57m
8. Sampling Distributions & Confidence Intervals: Proportion
Sampling Distribution of Sample Proportion
Problem 8.2.25d
Textbook Question
Reincarnation Suppose 21% of all American teens (age 13–17 years) believe in reincarnation.
d. In a survey of 100 American teens, how many would you expect to believe in reincarnation?
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Identify the probability that a single American teen believes in reincarnation, which is given as 21%, or 0.21 in decimal form.
Recognize that the problem involves a sample of 100 American teens, so the total number of trials (n) is 100.
To find the expected number of teens who believe in reincarnation, use the formula for the expected value of a binomial distribution: \(E = n \times p\) where \(n\) is the number of trials and \(p\) is the probability of success.
Substitute the known values into the formula: \(E = 100 \times 0.21\).
Interpret the result as the expected number of teens out of 100 who believe in reincarnation.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Probability and Proportion
Probability represents the likelihood of an event occurring, often expressed as a percentage or decimal. In this context, 21% means that out of all American teens, 21 out of 100 are expected to believe in reincarnation. Understanding this helps estimate expected counts in samples.
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Difference in Proportions: Hypothesis Tests
Expected Value
The expected value is the average outcome you anticipate from a random process over many trials. For a survey, it is calculated by multiplying the total number of individuals by the probability of the event, giving the expected number who believe in reincarnation.
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Expected Value (Mean) of Random Variables
Sampling and Sample Size
Sampling involves selecting a subset from a population to make inferences. The sample size (here, 100 teens) affects the reliability of estimates. Larger samples tend to provide more accurate reflections of the population proportion.
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Sampling Distribution of Sample Proportion
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