Question

In: Statistics and Probability

1. What trends do you notice in your data set? 2.Based on the trends and the...

1. What trends do you notice in your data set?

2.Based on the trends and the history of your data set, make a claim. What kind of test (left, right, two tailed) would you have to complete?

3.Explain the steps needed to complete the Hypothesis Test. What is needed?

Location Data Type 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016

New York

Number

31,187

30,061

30,229

28,124

26,302

25,759

25,378

25,398

24,656

24,073

Percent

12%

12%

12%

12%

11%

11%

11%

11%

10%

10%

Solutions

Expert Solution

Solution:

Question 1

We notice that the data is uniformly distributed through the year 2007 to 2016.

Question 2

Based on the trends and history of given data, the claim is that the given data is uniformly distributed through the year 2007 to 2016.

Here, we have to use Chi square test for goodness of fit and this test is two tailed.

Question 3

Here, we have to use chi square test for goodness of fit.

Null hypothesis: H0: The given data is uniformly distributed through the year 2007 to 2016.

Alternative hypothesis: Ha: The given data is not uniformly distributed through the year 2007 to 2016.

We assume level of significance = α = 0.05

Test statistic formula is given as below:

Chi square = ∑[(O – E)^2/E]

Where, O is observed frequencies and E is expected frequencies.

We are given

N = 10

Degrees of freedom = df = N – 1 = 10 – 1 = 9

α = 0.05

Critical value = 16.91897762

(by using Chi square table or excel)

Calculation tables for test statistic are given as below:

Year

O

E

(O - E)^2

(O - E)^2/E

2007

31187

27116.7

16567342

610.9645381

2008

30061

27116.7

8668902.5

319.688697

2009

30229

27116.7

9686411.3

357.212024

2010

28124

27116.7

1014653.3

37.41802247

2011

26302

27116.7

663736.09

24.47702302

2012

25759

27116.7

1843349.3

67.97837827

2013

25378

27116.7

3023077.7

111.4839818

2014

25398

27116.7

2953929.7

108.9339665

2015

24656

27116.7

6055044.5

223.2957731

2016

24073

27116.7

9264109.7

341.638536

Total

271167

271167

2203.09094

Chi square = ∑[(O – E)^2/E] = 2203.09094

P-value = 0.00

(By using Chi square table or excel)

P-value < α = 0.05

So, we reject the null hypothesis

There is insufficient evidence to conclude that the given data is uniformly distributed through the year 2007 to 2016.


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