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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鈥檛 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:

2=(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

The chi-square statistic is

(a) (18-25)225+(22-25)225+(39-25)225+(21-25)225

(b) (25-18)218+(25-22)222+(25-39)239+(25-21)221

(c) (18-25)25+(22-25)25+(39-25)25+(21-25)25

(d)(18-25)2100+(22-25)2100+(39-25)2100+(21-25)2100

(e)(0.18-0.25)20.25+(0.22-0.25)20.25+(0.39-0.25)20.25+(0.21-0.25)20.25

Refer to Exercise 37. Do the data provide convincing evidence of a difference in the effectiveness of the four treatments? Carry out an appropriate test at the =0.05significance level

Who were the popular kids at your elementary school? Did they get good grades or have good looks? Were they good at sports? A study was performed to examine the factors that determine social status for children in grades 4,5, and 6. Researchers administered a questionnaire to a random sample of 478students in these grades. One of the questions they asked was 鈥淲hat would you most like to do at school: make good grades, be good at sports, or be popular?鈥 The two-way table below summarizes the students鈥 responses.

GoalGenderGradesPopularSportsFemale1309130Male1175060

(a) Construct an appropriate graph to compare male and female responses. Write a few sentences describing the relationship between gender and goals.

(b) Is there convincing evidence of an association between gender and goals for elementary school students? Carry out a test at the localid="1653534557186" =0.05level and report your conclusion.

(c) Which cell contributes most to the chi-square statistic in part (b)? Explain

Orange, lemon, cherry, raspberry, blueberry, and lime are among the six fruit flavours available in Kellogg's Froot Loops cereal. Charise counted the number of cereal pieces in each flavour as she poured out her morning bowl of cereal. Here are her statistics.

Test the null hypothesis that each flavour of Kellogg's Froot Loops is distributed evenly throughout the population. Perform a follow-up analysis if you discover a noteworthy result.

Average ratings (1.3,10.2)The students decided to compare the average ratings of the cafeteria food on the two scales.

(a) Find the mean and standard deviation of the ratings for the students who were given the 1-to-5scale.

(b) For the students who were given the 1-to-5scale, the ratings have a mean of 3.21and a standard deviation of 0.568. Since the scales differ by one point, the group decided to add 1to each of these ratings. What are the mean and standard deviation of the adjusted ratings?

(c) Would it be appropriate to compare the means from parts (a) and (b) using a two-sample t-test? Justify your answer

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