Question

In: Math

QUESTION 1 A random group of oranges were selected from an orchard to analyze their ripeness....

QUESTION 1

  1. A random group of oranges were selected from an orchard to analyze their ripeness. The data is shown

    below:

    Ready to pick

    Ripe

    Ready in three days

    Ready in one week

    Ready in two weeks

    Number of oranges

    11

    20

    13

    17

    Based on the time of year, the orchard owner believes that 30% of the oranges are ready for picking now,

    30% will be ready in three days, 30% will be ready in one week, and 10% will be ready in two weeks.
    Is there evidence to reject this hypothesis at a  .05 significance level?  

    There is evidence to reject the claim that the oranges are distributed as claimed because the test value 24.082 > 9.488

    There is not evidence to reject the claim that the oranges are distributed as claimed because the test value 5.991 < 24.082

    There is evidence to reject the claim that the oranges are distributed as claimed because the test value 24.082 > 7.815

    There is not evidence to reject the claim that the oranges are distributed as claimed because the test value 9.488 < 24.082

Solutions

Expert Solution

Chi-square test of Goodness of fit is a test of significance to test whether the experimental result support the theoretical results or not.

Under H0, we check if there is any difference between observed and expected frequencies sum(Oi)=N=sum(Ei)
p=number of parameters estimated for fitting the distribution

The chi-square test statistic is given as:


Conditions for applying goodness of fit test:

  • sample observations should be independent
  • total frequency should be greater than 50.
  • each of the expected frequency should be greater than or equal to 5.

Decision Rule:

R-commands and outputs:

> Oi=c(11,20,13,17) ## Observed frequency
> N=sum(Oi) ## total frequency is greater than 50
> N
[1] 61
> pi=c(30/100,30/100,30/100,10/100)
> Ei=N*pi ## Expected frequency # Each Ei is greater than 5.
> Ei
[1] 18.3 18.3 18.3 6.1
> (Oi-Ei)^2/Ei
[1] 2.9120219 0.1579235 1.5349727 19.4770492
> sum((Oi-Ei)^2/Ei) ## Calculated value of test statistic
[1] 24.08197

> qchisq(1-0.05,df=4-1) ## Tabulated (or Critical) value at alpha percent level of significance ## k=3=number of classes ## Here, p=0
[1] 7.814728
##7.814728 7.815

### There is evidence to reject the claim that the oranges are distributed as claimed because the test value 24.082 > 7.815.


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