Question

In: Statistics and Probability

In an effort to compare vegetation growth in an area a cluster sample was done in...

In an effort to compare vegetation growth in an area a cluster sample was done in 2006 at 8 locations each 1 square foot and mapped with GPS coordiantes.

The next year the researchers came back to the same area to see if vegetation had increased. They used the coordinates and mapped the same square foot units. The data is in the table below. Test to see if vegetation has increased in 2007 from the year previous.  

2006 2007
Location A 124 132
Location B 35 56
Location C 21 12
Location D 245 270
Location E 151 180
Location F 78 81
Location G 95 11
Location H 82 96

Complete all 8 steps of a hypothesis test. You may skip making a histogram.  

Solutions

Expert Solution

  • Step 1
    Under Null, we assume that the there is no increase i production in both the yeers.
    The Null hypotheis is set as:


  • Step 2
    We are to test, if the production has increased in the following year.
    Hence, the alternative is given by


  • Step 3
    We allow an utmost 5% Type I error. That is, we set,


  • Step 4
    The data is given by:
    Location 2006 2007
    Location A 124 132
    Location B 35 56
    Location C 21 12
    Location D 245 270
    Location E 151 180
    Location F 78 81
    Location G 95 11
    Location H 82 96
  • Step 5
    It is assumed that the underlying distribution is Normal.


  • Step 6
    Since, the plots are correlated,
    we use the test statistic,

    where,


    We modify the table as
    Location 2006 2007 d
    Location A 124 132 8
    Location B 35 56 21
    Location C 21 12 -9
    Location D 245 270 25
    Location E 151 180 29
    Location F 78 81 3
    Location G 95 11 -84
    Location H 82 96 14

    Note, here, we test the hypothesis


    Calculations



    n = 8


    Hence,



  • Step 7
    The test is rejected iff
    Now,


    Hence, the Null Hypothesis is rejected iff T > 1.895.


  • Step 8
    It is observed that,


    Hence, we fail to reject the Null Hypothesis and conclude that, there is no increase in vegetation.



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