Your company has asked you to estimate the proportion of people who prefer the color red over other primary colors for manufacturing purposes. If they want the estimate to be within of the true proportion with confidence, how many people should you survey?
Table of contents
- 1. Introduction to Statistics53m
- 2. Describing Data with Tables and Graphs2h 1m
- 3. Describing Data Numerically2h 8m
- 4. Probability2h 26m
- 5. Binomial Distribution & Discrete Random Variables3h 28m
- 6. Normal Distribution & Continuous Random Variables2h 21m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 37m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals22m
- Confidence Intervals for Population Mean1h 26m
- 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 33m
- 9. Hypothesis Testing for One Sample3h 32m
- 10. Hypothesis Testing for Two Samples4h 49m
- Two Proportions1h 12m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 2m
- 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 59m
- 13. Chi-Square Tests & Goodness of Fit2h 31m
- 14. ANOVA2h 1m
8. Sampling Distributions & Confidence Intervals: Proportion
Confidence Intervals for Population Proportion
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An economist is evaluating how frequently the U.S. inflation rate exceeds the Federal Reserve's long-term target of 2% per per month. The economist finds that in 34 of the 48 sampled months, the monthly inflation rate did exceed .
Make a confidence interval for the true proportion of months in which the inflation rate exceeds the target.
We are ___ confident that the inflation rate exceeds the target in between (––––,––––) of months.
A
We are confident that the inflation rate exceeds the target in between of months.
B
We are 95% confident that the inflation rate exceeds the target in between of months.
C
We are 95% confident that the inflation rate exceeds the target in between of months.
D
We are confident that the inflation rate exceeds the target in between of months.
Verified step by step guidance1
Step 1: Identify the sample proportion (p̂) by dividing the number of months where the inflation rate exceeded the target (34) by the total number of sampled months (48). The formula is p̂ = x / n, where x is the number of successes and n is the sample size.
Step 2: Calculate the standard error (SE) for the sample proportion using the formula SE = sqrt((p̂ * (1 - p̂)) / n), where p̂ is the sample proportion and n is the sample size.
Step 3: Determine the z-value for a 95% confidence level. For a 95% confidence interval, the z-value is approximately 1.96 (this value corresponds to the critical value for a two-tailed test).
Step 4: Calculate the margin of error (ME) using the formula ME = z * SE, where z is the z-value for the desired confidence level and SE is the standard error.
Step 5: Construct the confidence interval by adding and subtracting the margin of error from the sample proportion. The confidence interval is given by (p̂ - ME, p̂ + ME).
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