Question

In: Statistics and Probability

The data presented in the table below resulted from an experiment in which seeds of 4...

The data presented in the table below resulted from an experiment in which seeds of 4 different types were planted and the number of seeds that germinated within 4 weeks after planting was recorded for each seed type.

At the .05 level of significance, is the proportion of seeds that germinate dependent on the seed type?

Seed Type

Observed Frequencies

Germinated

Failed to Germinate

1

39

9

2

54

34

3

88

63

4

57

42

  • A.

    No, the proportion of seeds that germinate are not dependent on the seed type because the p-value = 0.0132.

  • B.

    No, the proportion of seeds that germinate are not dependent on the seed type because the p-value = 0.0265.

  • C.

    Yes, the proportion of seeds that germinate dependent on the seed type because the p-value = 0.0265.

  • D.

    Yes, the proportion of seeds that germinate dependent on the seed type because the p-value = 0.0132.

Solutions

Expert Solution

Null hypothesis : Ho : Proportion of seeds that germinate are not dependent on the seed type

Alternative Hypothesis : Ha: Proportion of seeds that germinate are dependent on the seed type

- Test for association

Test Statistic

O : Observed Frequency

E: Expected Frequency

Given,

Observed Frequencies : O

Seed type Germinated Failed to Germinate Row Total
1 39 9 48
2 54 34 88
3 88 63 151
4 57 42 99
Column Total 238 148 Grand Total =386

E: Expected Count/Frequency: E

Seed Type Germinated Failed to Germinate
1 (48*238) / 386 (48*148) / 386
2 (88*238) / 386 (88*148) / 386
3 (151*238) / 386 (151*148) / 386
4 (99*238) / 386 (99*148) / 386


E :

Seed Type Germinated Failed to Germinate
1 29.5959 18.4041
2 54.2591 33.7409
3 93.1036 57.8964
4 61.0415 37.9585
O E O-E (O-E)2 (O-E)2/E
39 29.5959 9.4041 88.4379 2.9882
9 18.4041 -9.4041 88.4379 4.8053
54 54.2591 -0.2591 0.0671 0.0012
34 33.7409 0.2591 0.0671 0.0020
88 93.1036 -5.1036 26.0470 0.2798
63 57.8964 5.1036 26.0470 0.4499
57 61.0415 -4.0415 16.3333 0.2676
42 37.9585 4.0415 16.3333 0.4303
Total 9.2243

Degrees of freedom = (Number of rows -1)(Number of columns - 1) = (4-1)x(2-1) =3

For 3 degrees of freedom,

p-value = 0.0265

Given, level of significance: = 0.05

As p-value : 0.0265 < level of significance: : 0.05 ; Reject the null hypothesis;

There is sufficient evidence to conclude that Proportion of seeds that germinate are dependent on the seed type.

is the proportion of seeds that germinate dependent on the seed type?

Answer :

Yes, the proportion of seeds that germinate dependent on the seed type because the p-value = 0.0265.


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