Question

In: Statistics and Probability

A sample of 220 patients of a family medicine practice was surveyed two weeks after their...

A sample of 220 patients of a family medicine practice was surveyed two weeks after their doctor's visit to ask them whether the symptoms that prompted their visit improved, and whether they complied with the physician's treatment plan. The following table contains the results.


Symptoms improved

Symptoms did not improve

Complied

100

40

Did not comply

30

50

Is there a relationship between the two variables?

a.

There is no relationship between the variables, because the probabilities sum up to 1.

b.

There is a relationship between the variables, as the column percentages are not the same.

c.

There is a relationship between the variables because the number of patients that improved and complied with the treatment plan is greater than the number that complied and did not improve.

d.

We need additional information to determine if there is a relationship between those two variables.

Solutions

Expert Solution

Given table data is as below
MATRIX col1 col2 TOTALS
row 1 100 40 140
row 2 30 50 80
TOTALS 130 90 N = 220

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calculation formula for E table matrix
E-TABLE col1 col2
row 1 row1*col1/N row1*col2/N
row 2 row2*col1/N row2*col2/N

------------------------------------------------------------------

expected frequecies calculated by applying E - table matrix formulae
E-TABLE col1 col2
row 1 82.7273 57.2727
row 2 47.2727 32.7273

------------------------------------------------------------------

calculate chisquare test statistic using given observed frequencies, calculated expected frequencies from above
Oi Ei Oi-Ei (Oi-Ei)^2 (Oi-Ei)^2/Ei
100 82.7273 17.2727 298.35 3.6064
40 57.2727 -17.2727 298.35 5.2092
30 47.2727 -17.2727 298.35 6.3112
50 32.7273 17.2727 298.35 9.1161
ᴪ^2 o = 24.2429

------------------------------------------------------------------

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 = 0.05
from standard normal table, chi square value at right tailed, ᴪ^2 α/2 =3.8415
since our test is right tailed,reject Ho when ᴪ^2 o > 3.8415
we use test statistic ᴪ^2 o = Σ(Oi-Ei)^2/Ei
from the table , ᴪ^2 o = 24.2429
critical value
the value of |ᴪ^2 α| at los 0.05 with d.f (r-1)(c-1)= ( 2 -1 ) * ( 2 - 1 ) = 1 * 1 = 1 is 3.8415
we got | ᴪ^2| =24.2429 & | ᴪ^2 α | =3.8415
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: 24.2429
critical value: 3.8415
p-value:0
decision: reject Ho

we have enough evidence to support the claim that there is  relationship between the two variables

option:B


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