The standard deviation is used in conjunction with the to describe which aspect of a data set?
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
3. Describing Data Numerically
Standard Deviation
Problem 3.2.33
Textbook Question
Identifying Significant Values with the Range Rule of Thumb. In Exercises 33–36, use the range rule of thumb to identify the limits separating values that are significantly low or significantly high.
U.S. Presidents Based on Data Set 22 “Presidents” in Appendix B, at the time of their first inauguration, presidents have a mean age of 55.2 years and a standard deviation of 6.9 years. Is the minimum required 35-year age for a president significantly low?
Verified step by step guidance1
Step 1: Recall the Range Rule of Thumb, which states that significantly low values are below μ - 2σ, and significantly high values are above μ + 2σ. Here, μ is the mean and σ is the standard deviation.
Step 2: Substitute the given values into the formulas for the significantly low and high limits. The mean (μ) is 55.2 years, and the standard deviation (σ) is 6.9 years. The formulas are:
Significantly Low Limit = μ - 2σ
Significantly High Limit = μ + 2σ.
Step 3: Calculate the significantly low limit using the formula:
Significantly Low Limit = 55.2 - 2(6.9).
Step 4: Calculate the significantly high limit using the formula:
Significantly High Limit = 55.2 + 2(6.9).
Step 5: Compare the minimum required age of 35 years to the significantly low limit. If 35 is below the significantly low limit, it is considered significantly low. Otherwise, it is not significantly low.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Range Rule of Thumb
The Range Rule of Thumb is a statistical guideline that suggests using the mean and standard deviation to identify significant values in a data set. According to this rule, values that fall more than two standard deviations away from the mean are considered significantly low or high. This helps in determining outliers and understanding the distribution of data.
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Mean and Standard Deviation
The mean is the average of a data set, calculated by summing all values and dividing by the number of values. The standard deviation measures the amount of variation or dispersion in a set of values. A low standard deviation indicates that values tend to be close to the mean, while a high standard deviation indicates a wider spread of values.
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Significance in Statistics
In statistics, a value is considered significant if it falls outside the expected range based on the mean and standard deviation. For example, in the context of the question, the minimum age of 35 years for a president can be evaluated against the calculated limits using the range rule of thumb to determine if it is significantly low compared to the average age of presidents.
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