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91Ó°ÊÓ

The following partially complete two-way table shows the marginal distributions of gender and handedness for a sample of 100 high school students. $$ \begin{array}{lccc} \hline & \text { Male } & \text { Female } & \text { Total } \\ \text { Right } & x & & 90 \\ \text { Left } & & & 10 \\ \text { Total } & 40 & 60 & 100 \\ \hline \end{array} $$ If there is no association between gender and handedness for the members of the sample, which of the following is the correct value of \(x ?\) (a) 20 . (b) 30 . (c) 36 (d) 45 (e) Impossible to determine without more information.

Short Answer

Expert verified
The correct value of \(x\) is 36.

Step by step solution

01

Understand the problem

We are given a partially complete two-way table with handedness (Right, Left) and gender (Male, Female) for 100 students. We need to find the value of \(x\) assuming no association between gender and handedness.
02

Determine probability of right-handed students

According to the table, there are 90 right-handed students out of 100 total students. Therefore, the probability of a student being right-handed is \( \frac{90}{100} = 0.9 \).
03

Calculate expected right-handed males

Since there is no association, the expected number of right-handed males equals the probability that a student is right-handed times the total number of males: \(0.9 \times 40 = 36\).
04

Find the value of \(x\)

Based on the calculations, the expected value of \(x\) (right-handed males) is \(36\). Hence, \(x = 36\).
05

Verify the conditions of the table

Check that the expected numbers meet the total. 36 males plus the remaining right-handed students (54 females = 90 total right-handed), and the sum equals the given totals.

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Key Concepts

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

Marginal Distributions
Marginal distributions provide an overview of the various totals for each category present within a data set presented in a two-way table. This means they help in summarizing the distribution of each category without taking into account related categories, by displaying totals across columns or rows. In the context of the two-way table within this exercise, the marginal distributions reveal:
  • The sum of all males and the sum of all females in the study.
  • The sum of all right-handed and all left-handed students in the study.
These totals (40 males, 60 females, 90 right-handed, and 10 left-handed) allow us to understand how many subjects belong to each specific demographic, disregarding any other related property or variable. They give us a broad but essential insight into the makeup of our data.
Probability
Probability is the measure of the likelihood of a given event happening. To find the probability in a data set from a two-way table, we calculate it by taking the proportion of the individual event over the total. In the exercise, the probability of a student being right-handed is calculated as follows:\[P(\text{Right-Handed}) = \frac{\text{Number of Right-Handed Students}}{\text{Total Students}} = \frac{90}{100} = 0.9\]This probability tells us that there is a 90% chance that a randomly selected student from the study is right-handed. Understanding the probability helps in assessing likely outcomes and making predictions based on data.
Independence
Independence in statistics implies that two variables have no association, meaning the occurrence of one variable provides no information about the occurrence of the other. In the context of this problem, assuming that gender and handedness are independent means that knowing a student's gender gives no insight into their handedness.When we assume independence, the expected value of right-handed males can be calculated by multiplying the probability of being right-handed by the number of males:\[\text{Expected Right-Handed Males} = 0.9 \times 40 = 36\]This calculation assumes that being male doesn't change the likelihood of a student being right-handed or left-handed, a crucial aspect of independence in statistics.
Handedness Statistics
Handedness statistics involve the study and analysis of whether individuals are right-handed, left-handed, or ambidextrous. In the exercise, handedness is categorically divided into two: Right and Left, overlooking ambidextrous due to the nature of the provided data. Studying handedness in populations can provide insights into physical and neurological development, preferences, and possibly, cultural influences. In this exercise, understanding handedness statistics helps establish baselines for what is typical or atypical, such as the high likelihood of being right-handed (90 out of 100 students). Knowing these statistics can aid educators, sociologists, and other researchers attempting to understand how handedness correlates with other factors like gender, as explored in the question about independence.

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Most popular questions from this chapter

Data from a medical study contain values of many variables for each of the people who were the subjects of the study. Here are some of the variables recorded: gender (female or male); age (years); race (Asian, black, white, or other); smoker (yes or no); systolic blood pressure (millimeters of mercury); level of calcium in the blood (micrograms per milliliter). Identify each as categorical or quantitative.

A marketing consultant observed 50 consecutive shoppers at a supermarket. One variable of interest was how much each shopper spent in the store. Here are the data (in dollars), arranged in increasing order: $$ \begin{array}{rrrrrrrrrr} \hline 3.11 & 8.88 & 9.26 & 10.81 & 12.69 & 13.78 & 15.23 & 15.62 & 17.00 & 17.39 \\ 18.36 & 18.43 & 19.27 & 19.50 & 19.54 & 20.16 & 20.59 & 22.22 & 23.04 & 24.47 \\\ 24.58 & 25.13 & 26.24 & 26.26 & 27.65 & 28.06 & 28.08 & 28.38 & 32.03 & 34.98 \\\ 36.37 & 38.64 & 39.16 & 41.02 & 42.97 & 44.08 & 44.67 & 45.40 & 46.69 & 48.65 \\\ 50.39 & 52.75 & 54.80 & 59.07 & 61.22 & 70.32 & 82.70 & 85.76 & 86.37 & 93.34 \\\ \hline \end{array} $$ (a) Round each amount to the nearest dollar. Then make a stemplot using tens of dollars as the stems and dollars as the leaves. (b) Make another stemplot of the data by splitting stems. Which of the plots shows the shape of the distribution better? (c) Write a few sentences describing the amount of money spent by shoppers at this supermarket.

You look at real estate ads for houses in Naples, Florida. There are many houses ranging from \(\$ 200,000\) to \(\$ 500,000\) in price. The few houses on the water, however, have prices up to \(\$ 15\) million. The distribution of house prices will be (a) skewed to the left. (b) roughly symmetric. (c) skewed to the right. (d) unimodal. (e) too high.

Multiple choice: If a distribution is skewed to the right with no outliers, (a) mean \(<\) median. (b) mean \(\approx\) median. (c) mean = median. (d) mean \(>\) median. (e) We can't tell without examining the data.

Here is a small part of a data set that describes the fuel economy (in miles per gallon) of model year 2012 motor vehicles: (a) What are the individuals in this data set? (b) What variables were measured? Identify each as categorical or quantitative.

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