If a set of data has a standard deviation of , which of the following must be true about the data?
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
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Join thousands of students who trust us to help them ace their exams!Watch the first videoMultiple Choice
As the increases in a , what happens to the graph of the ?
A
The curve becomes wider and shorter.
B
The curve becomes taller and narrower.
C
The curve shifts upward along the vertical axis.
D
The curve shifts to the right along the without changing its shape.
Verified step by step guidance1
Recall that a normal distribution is defined by two parameters: the mean (\( \mu \)) and the standard deviation (\( \sigma \)). The mean determines the center of the distribution, while the standard deviation controls the spread or width of the curve.
Understand that the graph of the normal distribution is a bell-shaped curve centered at the mean \( \mu \). The formula for the normal distribution's probability density function is:
\[ f(x) = \frac{1}{\sigma \sqrt{2\pi}} e^{-\frac{1}{2} \left( \frac{x - \mu}{\sigma} \right)^2} \]
When the mean \( \mu \) increases, it shifts the entire curve along the horizontal axis (the \( x \)-axis) because the center of the distribution moves to the right. This does not affect the shape of the curve since the standard deviation \( \sigma \) remains the same.
The height and width of the curve are controlled by the standard deviation \( \sigma \). Since \( \sigma \) is unchanged, the curve neither becomes wider nor taller; it simply moves horizontally.
Therefore, the correct interpretation is that increasing the mean shifts the normal curve to the right along the horizontal axis without changing its shape.
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