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Following are the American College Test (ACT) scores attained by the 25 members of a local high school graduating class: $$\begin{array}{lllllllllllll} \hline 21 & 24 & 23 & 17 & 31 & 19 & 19 & 20 & 19 & 25 & 17 & 23 & 16 \\ 21 & 20 & 28 & 25 & 25 & 21 & 14 & 19 & 17 & 18 & 28 & 20 & \\ \hline \end{array}$$ a. Draw a dotplot of the ACT scores. b. Using the concept of depth, describe the position of 24 in the set of 25 ACT scores in two different ways. c. Find \(P_{5}, P_{10}\) and \(P_{20}\) for the ACT scores. d. Find \(P_{99}, P_{90},\) and \(P_{80}\) for the ACT scores.

Short Answer

Expert verified
Short answer: Based on the sorted dataset, the dotplot, depth and corresponding percentiles provide a comprehensive descriptive analysis of the ACT scores. The depth of the score 24 may be viewed from two distinct perspectives, including the cumulative distribution of scores from the bottom (number of scores below 24) and top (number of scores above 24). The percentile calculations illustrate the relative standing of a student's score amongst all the scores.

Step by step solution

01

Data Preparation

First, arrange the scores in ascending order. This will be useful for all parts of the exercise.
02

Create a Dotplot

For part (a), draw a horizontal line and mark every score on this line. For each repeated score, add a dot above the previous.
03

Calculate Depth

In part (b), the depth can be computed in two ways: either by counting the number of scores below 24 or by counting the number of scores above 24. The first method indicates how many students scored below 24; whereas, the second method shows how many students scored higher than 24.
04

Find Percentiles (P5, P10, P20)

In part (c), the \(P_{5}, P_{10}\), and \(P_{20}\) percentiles can be calculated. \(P_{5}\) is the score below which 5% of the scores fall, \(P_{10}\) is the score below which 10% of the scores fall and \(P_{20}\) is the score below which 20% of the scores fall. To do this, you need to find the positions of these percentiles on the ordered list using the formula \(P_i = (n+1)*i/100\), where n is the number of data points and i is the percentile.
05

Find Percentiles (P99, P90, P80)

Similarly in part (d), \(P_{99}, P_{90},\) and \(P_{80}\) can be identified. \(P_{99}\) is the score below which 99% of the scores fall, \(P_{90}\) is the score below which 90% of the scores fall, and \(P_{80}\) is the score below which 80% of the scores fall. Using the formula from the previous step, find the positions of these percentiles on the ordered list.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Dotplot Construction
Visualizing data helps one to easily grasp its distribution and key characteristics. A dotplot is one such visual tool for small to medium-sized data sets. Constructing a dotplot involves placing each data point, in this case, ACT scores, along a number line. If more than one student has received the same score, dots are stacked vertically. This simple representation allows immediate recognition of the frequency of each score, outliers, clusters, and the spread of the data.

For instance, creating a dotplot for the given ACT scores would begin with arranging the scores in ascending order. Then, a horizontal axis is drawn, often called the number line, with markers for each possible score. A dot is placed for each occurrence of a score directly above its marker. Consistency in the size and spacing of dots is critical for accurately representing the pattern of the data. Through such a dotplot, patterns within the ACT scores quickly become apparent, making it easier for students to analyze their collective performance.
Percentile Calculation
Percentiles are used to compare scores in a larger context, allowing students to understand how a particular score relates to others in the dataset. To calculate percentiles such as the 5th (\(P_{5}\)), 10th (\(P_{10}\)), and 20th (\(P_{20}\)) percentile, a specific position within an ordered list must be found. To begin, the given ACT scores are arranged from lowest to highest. The formula to find the position of a percentile is \[ P_i = \left(\frac{(n+1)i}{100}\right) \] where \( n \) is the total number of scores and \( i \) is the desired percentile.

  • \(P_{5}\) indicates the score below which 5% of the data lies.
  • \(P_{10}\) is the score below which 10% of the data lies.
  • \(P_{20}\) is the score below which 20% of the data lies.

Calculating these percentages could reveal, for example, that a student with an ACT score at \(P_{90}\) performed better than 90% of the other students, offering both a sense of achievement and a measure for setting future goals.
Data Depth Concept
The concept of data depth refers to a data point's centrality within a dataset. In other words, it describes the position of a given value by counting the number of data points that lie above or below it. For example, consider the ACT score of 24. To determine its data depth, we count either how many scores are below 24 or how many are above it. This gives two perspectives: one describes how many students had a lower score (indicating better performance of the score in question), and the other shows how many had a higher score (indicating poorer performance).

Data depth provides context beyond mere ranking. It helps to understand the relative standing of a particular score amidst all scores and can be especially enlightening in a classroom setting where students often inquire about their performance relative to their peers.

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Most popular questions from this chapter

Make up a set of 18 data (think of them as exam scores) so that the sample meets each of these sets of criteria: a. Mean is \(75,\) and standard deviation is \(10 .\) b. Mean is \(75,\) maximum is \(98,\) minimum is \(40,\) and standard deviation is \(10 .\) c. Mean is \(75,\) maximum is \(98,\) minimum is \(40,\) and standard deviation is \(15 .\) d. How are the data in the sample for part b different from those in part c?

The players on the Women's National Soccer Team scored 84 points during the 2008 season. The number of goals for those players who scored were: $$\begin{array}{llllllllllllllll} \hline \text { Player } & 1 & 2 & 3 & 4 & 5 & 6 & 7 & 8 & 9 & 10 & 11 & 12 & 13 & 14 & 15 \\ \text { Goals } & 1 & 2 & 2 & 1 & 2 & 8 & 15 & 9 & 1 & 10 & 1 & 6 & 12 & 13 & 1 \\ \hline \end{array}$$ a. If you want to show the number of goals scored by each player, would it be more appropriate to display this information on a bar graph or a histogram? Explain. b. Construct the appropriate graph for part a. c. If you want to show (emphasize) the distribution of scoring by the team, would it be more appropriate to display this information on a bar graph or a histogram? Explain. d. Construct the appropriate graph for part c.

Which \(x\) value has the higher position relative to the set of data from which it comes? \(\mathrm{A}: x=85,\) where mean \(=72\) and standard deviation \(=8\) \(\mathbf{B}: x=93,\) where mean \(=87\) and standard deviation \(=5\)

Construct two different graphs of the points \((62,2),(74,14),(80,20),\) and (94,34). a. On the first graph, along the horizontal axis, lay off equal intervals and label them \(62,74,80,\) and \(94 ;\) lay off equal intervals along the vertical axis and label them \(0,10,20,30,\) and \(40 .\) Plot the points and connect them with line segments. b. On the second graph, along the horizontal axis, lay off equally spaced intervals and label them 60,65,70 \(75,80,85,90,\) and \(95 ;\) mark off the vertical axis in equal intervals and label them \(0,10,20,30,\) and 40 Plot the points and connect them with line segments. c. Compare the effect that scale has on the appearance of the graphs in parts a and b. Explain the impression presented by each graph.

Once a student graduates from college, a whole new set of issues and concerns seem to come into play. A Charles Schwab survey of 1252 adults, ages \(22-28,\) was done by Lieberman Research Worldwide. The results were reported in the USA Today Snapshot "Most important issues facing young adults" on May \(5,2009,\) and are as follows: $$\begin{array}{lc} \text { Issues } & \text { Percent } \\ \hline \text { Making better money managemert choices } & 52 \% \\ \text { Strengthening family relationships } & 18 \% \\ \text { Prolecting the environment } & 1 \% \\ \text { Balancing work ard personal life } & 10 \% \\ \text { Improving nutritior / health } & 9 \% \\ \hline \end{array}$$ a. Construct a circle graph showing this information. b. Construct a bar graph showing this information. c. Compare the appearance of the circle graph drawn in part a with the bar graph drawn in part b. Which one best represents the relationship between the various issues?

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