Question

In: Statistics and Probability

Skin care products are big business. A marketing department wants to know whether the age of...

Skin care products are big business. A marketing department wants to know whether the age of a person is related to the importance people place on appearance. They administer an online survey and asked participants How important is “Seeking the utmost attractive appearance” to you using a 7-point scale. Do older people feel as strongly as younger people that personal appearance is important?

13-19 20-29 30-39 40-49 50-59 60+ Total
7 - Extremely Important 396 337 300 252 142 93 1520
6 325 326 307 254 123 86 1421
5 318 312 317 270 150 106 1473
4- average importance 397 376 403 423 224 210 2033
3 83 83 88 93 54 45 446
2 37 43 53 58 37 45 273
1 - not at all important 40 37 53 56 36 52 274
Total 1596 1514 1521 1406 766 637 7440

If the calculated test statistic is 170.7762, what would the interpretation be using alpha .05?

Solutions

Expert Solution

Solution:-

State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.

H0: The age of a person and importance people place on appearance are independent.
Ha: The age of a person and importance people place on appearance are not independent.

Formulate an analysis plan. For this analysis, the significance level is 0.05. Using sample data, we will conduct a chi-square test for independence.

Analyze sample data. Applying the chi-square test for independence to sample data, we compute the degrees of freedom, the expected frequency counts, and the chi-square test statistic. Based on the chi-square statistic and the degrees of freedom, we determine the P-value.

DF = (r - 1) * (c - 1) = (7 - 1) * (6 - 1)
D.F = 35
Er,c = (nr * nc) / n


Χ2 = 170.7762

where DF is the degrees of freedom.

The P-value is the probability that a chi-square statistic having 2 degrees of freedom is more extreme than 16.2.

We use the Chi-Square Distribution Calculator to find P(Χ2 > 170.76) = less than 0.0001

Interpret results. Since the P-value (almost 0) is less than the significance level (0.05), we have to reject the null hypothesis. Thus, we conclude that there is a relationship between the age of a person and importance people place on appearance


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