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Market research Before bringing a new product to market, firms carry out extensive studies to learn how consumers react to the product and how best to advertise its advantages. Here are data from a study of a new laundry detergent. The participants are a random sample of people who don’t currently use the established brand that the new product will compete with. Give subjects free samples of both detergents. After they have tried both for a while, ask which they prefer. The answers may depend on other facts about how people do laundry.

(a) How are laundry practices (water hardness and wash temperature) related to the choice of detergent? Make an appropriate graph to display this relationship. Describe what you see.

(b) Determine whether or not the sample provides convincing evidence that laundry practices and product preference are independent in the population of interest

Short Answer

Expert verified

a). The people in each category are preferring the new product and it is the highest in the "Hard-Warm" group and the lowest in the "Soft-Hot: group.

b). There is insufficient evidence to conclude that there is an association between two variables.

Step by step solution

01

Part (a) Step 1: Given Information

02

Part (a) Step 2: Explanation

The figure could be constructed:

Interpretation:

From the above figure, it is clear that most of the people in each category are preferring the new product and it is the highest in the "Hard-Warm" group and the lowest in the "Soft-Hot: group.

03

Part (b) Step 3: Given Information

04

Part (b) Step 4: Explanation

The appropriate null and alternative hypotheses for the provided test could be written as:

H0: Two variables are independent

Ha: Two variables are dependent

The expected count is computed as:

05

Part (b) Step 5: Explanation

The test statistic is:

χ2=∑(O-E)2E

=(53-49.8079)249.8079+(27-24.0452)224.0452+……+(42-41.0847)241.0847

=2.058

The degree of freedom is calculated as:

Degree of freedom

=(Numberofrows-1)(Numberofcolumn-1)

=(4-1)(2-1)

=3

The p-value using chi-square table at 3degree of freedom is 0.560.

The p -value is above significance level. The null hypothesis does not get rejected. Thus, there is insufficient evidence to conclude that there is an association between two variables.

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Most popular questions from this chapter

A chi-square goodness-of-fit test is used to test whether a 0 to 9 spinner is "fair" (that is, the outcomes are all equally likely). The spinner is spun 100 times, and the results are recorded. The degrees of freedom for the test will be

(a) 8 .

(c) 10 .

(e) None of these.

(b) 9 .

(d) 99.

How is the hatching of water python eggs influenced by the temperature of the snake’s nest? Researchers randomly assigned newly laid eggs to one of three water temperatures: hot, neutral, or cold. Hot duplicates the extra warmth provided by the mother python, and cold duplicates the absence of the mother. Here are the data on the number of eggs and the number that hatched

(a) Make a two-way table of temperature by outcome (hatched or not). Calculate the proportion of eggs in each group that hatched. The researchers believed that eggs would not hatch in cold water. Do the data support that belief?

(b) Are the differences between the three groups statistically significant? Give appropriate evidence to support your answer

Sorry, no chi-square We would prefer to learn from teachers who know their subject. Perhaps even pre-school children are affected by how knowledgeable they think teachers are. Assign 48three- and four-year-olds at random to be taught the name of a new toy by either an adult who claims to know about the toy or an adult who claims not to know about it. Then ask the children to pick out a picture of the new toy in a set of pictures of other toys and say its name. The response variable is the count of right answers in four tries. Here are the data:

The researchers report that children taught by the teacher who claimed to be knowledgeable did significantly better χ2=20.24,P<0.05. Explain why this result isn't valid.

North Carolina State University studied student performance in a course required by its chemical engineering major. One question of interest was the relationship between time spent in extracurricular activities and whether a student earned a C or better in the course. Here are the data for the 119 students who answered a question about extracurricular activities:

(a) Calculate percentages and draw a bar graph that describes the nature of the relationship between time spent on extracurricular activities and performance in the course. Give a brief summary in words.

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Mars, Inc., reports that their M&M’S Peanut Chocolate Candies are produced according to the following color distribution: 23% each of blue and orange, 15% each of green and yellow, and 12% each of red and brown. Joey bought a bag of Peanut Chocolate Candies and counted the colors of the candies in his sample: 12 blue, 7 orange, 13 green, 4 yellow, 8 red, and 2 brown.

Calculate the expected count for each color, assuming that the company’s claim is true. Show your work.

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