You may need to use the appropriate appendix table or technology to answer this question. Americans spend nearly $7 billion on Halloween costumes and decorations.† Sample data showing the amount, in dollars, 16 adults spent on a Halloween costume are as follows. 33 64 45 31 69 36 52 26 44 13 98 32 63 22 16 12 (a) What is the estimate of the population mean amount (in dollars) adults spend on a Halloween costume? $ (b) What is the sample standard deviation (in dollars)? (Round your answer to the nearest cent.) $ (c) Provide a 95% confidence interval estimate of the population standard deviation (in dollars) for the amount adults spend on a Halloween costume. (Round your answers to the nearest cent.) $ to $
Inverse Normal Distribution
The method used for finding the corresponding z-critical value in a normal distribution using the known probability is said to be an inverse normal distribution. The inverse normal distribution is a continuous probability distribution with a family of two parameters.
Mean, Median, Mode
It is a descriptive summary of a data set. It can be defined by using some of the measures. The central tendencies do not provide information regarding individual data from the dataset. However, they give a summary of the data set. The central tendency or measure of central tendency is a central or typical value for a probability distribution.
Z-Scores
A z-score is a unit of measurement used in statistics to describe the position of a raw score in terms of its distance from the mean, measured with reference to standard deviation from the mean. Z-scores are useful in statistics because they allow comparison between two scores that belong to different normal distributions.
33 | 64 | 45 | 31 |
69 | 36 | 52 | 26 |
44 | 13 | 98 | 32 |
63 | 22 | 16 | 12 |
![**Educational Content: Analyzing Halloween Costume Spending**
**Context:**
Americans spend approximately $7 billion on Halloween costumes and decorations. A sample data set provides insight into the spending habits of 16 adults regarding their Halloween costumes.
**Sample Data:**
The table below presents the amount spent (in dollars) by each of the 16 adults:
\[
\begin{array}{cccc}
33 & 64 & 45 & 31 \\
69 & 36 & 52 & 26 \\
44 & 13 & 98 & 32 \\
63 & 22 & 16 & 12 \\
\end{array}
\]
**Analysis Tasks:**
(a) **Estimate of Population Mean:**
Determine the average amount (in dollars) adults spend on a Halloween costume. This requires calculating the mean of the given sample data.
(b) **Sample Standard Deviation:**
Compute the sample standard deviation (in dollars) and round the answer to the nearest cent. This measures the variation or dispersion of the spending data from the mean.
(c) **95% Confidence Interval:**
Provide a 95% confidence interval estimate for the population standard deviation (in dollars) regarding adult Halloween costume spending. This interval gives a range within which we expect the population standard deviation to fall, with 95% confidence. Round the answers to the nearest cent.
**Graphical Representation:**
This section would typically include graphs or diagrams if applicable. In this case, interpreting the data through summary statistics (mean and standard deviation) and providing confidence intervals helps visualize the variability and central tendency of the sample.
**Conclusion:**
By understanding the sample's mean, standard deviation, and confidence intervals, we gain insights into overall spending trends, variability in spending, and the likely range of average costs across a broader population.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fe3199557-9ae5-4736-b6b1-84cac0662acc%2F471fcc3e-8db9-432c-8988-3060a13e4c7f%2Fwc1hcxn_processed.png&w=3840&q=75)

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