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Statistics Final Essay

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Question:

Due to financial hardship, the Nyke shoe company feels they only need to make one size of shoes, regardless of gender or height. They have collected data on gender, shoe size, and height and have asked you to tell them if they can change their business model to include only one size of shoes – regardless of height or gender of the wearer. In no more 5-10 pages (including figures), explain your recommendations, using statistical evidence to support your findings. The data found are below:

Shoe Size | Height | Gender | 5.00 | 63.00 | Female | 7.50 | 70.00 | Female | 9.00 | 70.00 | Female | 7.00 | 64.00 | Male | 11.00 | 72.00 | Male | 12.00 | 72.00 | Male | 14.00 | 76.00 | Male | 7.00 | 66.00 | Female | 7.50 …show more content…

We can also test if there is a significant difference between the average height for females and the average height for the males.

Denote by the average heights for males and females, respectively. Here are the two hypotheses:

Null hypothesis H0:
Alternative hypothesis Ha:

We conduct an independent sample t-test using Excel, and obtain the following output (see t-test-height)

t-Test: Two-Sample Assuming Unequal Variances | | | | | height (F) | height(M) | Mean | 66.66666667 | 71.35294118 | Variance | 11.88235294 | 9.867647059 | Observations | 18 | 17 | Hypothesized Mean Difference | 0 | | df | 33 | | t Stat | -4.207413941 | | P(T<=t) one-tail | 9.30285E-05 | | t Critical one-tail | 1.692360258 | | P(T<=t) two-tail | 0.000186057 | | t Critical two-tail | 2.034515287 | |

From the above output, we can see that the p-value is 0.000186, which is smaller than 0.05 (if we select a 0.05 significance level).

So, we should reject the null hypothesis H0. At a 0.05 level of significance level, we conclude that there is a significant difference between the average height for females and the average height for the males.

Conclusion:

According to above analysis, we have found that there is a strong positive correlation between the shoe sizes and heights.

We also found

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