Question

In: Statistics and Probability

using 0.01 level of significance use the information given to test whether a person's ability in...

using 0.01 level of significance use the information given to test whether a person's ability in math is independent of his or her interest in calculus.

Ability in math

Low Average High  
Low 63 42 15
Average 58 61 31
High 14 47 29

Interest in calculus - left

Solutions

Expert Solution

Given table data is as below
MATRIX col1 col2 col3 TOTALS
row 1 63 42 15 120
row 2 58 61 31 150
row 3 14 47 29 90
TOTALS 135 150 75 N = 360
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calculation formula for E table matrix
E-TABLE col1 col2 col3
row 1 row1*col1/N row1*col2/N row1*col3/N
row 2 row2*col1/N row2*col2/N row2*col3/N
row 3 row3*col1/N row3*col2/N row3*col3/N
------------------------------------------------------------------

expected frequecies calculated by applying E - table matrix formulae
E-TABLE col1 col2 col3
row 1 45 50 25
row 2 56.25 62.5 31.25
row 3 33.75 37.5 18.75
------------------------------------------------------------------

calculate chisquare test statistic using given observed frequencies, calculated expected frequencies from above
Oi Ei Oi-Ei (Oi-Ei)^2 (Oi-Ei)^2/Ei
63 45 18 324 7.2
42 50 -8 64 1.28
15 25 -10 100 4
58 56.25 1.75 3.063 0.054
61 62.5 -1.5 2.25 0.036
31 31.25 -0.25 0.063 0.002
14 33.75 -19.75 390.063 11.557
47 37.5 9.5 90.25 2.407
29 18.75 10.25 105.063 5.603
ᴪ^2 o = 32.139
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set up null vs alternative as
null, Ho: no relation b/w X and Y OR X and Y are independent
alternative, H1: exists a relation b/w X and Y OR X and Y are dependent
level of significance, α = 0.01
from standard normal table, chi square value at right tailed, ᴪ^2 α/2 =13.277
since our test is right tailed,reject Ho when ᴪ^2 o > 13.277
we use test statistic ᴪ^2 o = Σ(Oi-Ei)^2/Ei
from the table , ᴪ^2 o = 32.139
critical value
the value of |ᴪ^2 α| at los 0.01 with d.f (r-1)(c-1)= ( 3 -1 ) * ( 3 - 1 ) = 2 * 2 = 4 is 13.277
we got | ᴪ^2| =32.139 & | ᴪ^2 α | =13.277
make decision
hence value of | ᴪ^2 o | > | ᴪ^2 α| and here we reject Ho
ᴪ^2 p_value =0


ANSWERS
---------------
null, Ho: no relation b/w X and Y OR X and Y are independent
alternative, H1: exists a relation b/w X and Y OR X and Y are dependent
test statistic: 32.139
critical value: 13.277
p-value:0
decision: reject Ho

we have enough evidence to support the claim that there is a association  information given to test whether a person's ability in math is independent of his or her interest in calculus.


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