Solution
The solution is based on Chi-square Test for Independence, also known as Contingency Chi-square.
Back-up Theory
Suppose we have a contingency table with r rows representing r levels/grades of one attribute and c columns representing c levels/grades of another attribute.
The Chi-square Test of Independence is designed to test if the two attributes are associated.
Hypotheses
Null H0: The two attributes are independent Vs
Alternative H1: The two attributes are not independent
Test Statistic
χ2 = ∑(i = 1 to r, j = 1 to c){(Oij - Eij)2/Eij}, where Oij and Eij are respectively, the observed and the expected frequencies of the ijth cell of the contingency table.
Distribution
Under H0, χ2 ~ χ2n, where n = {(r - 1)(s - 1)}
Critical Value
Given level of significance as α, critical value is the upper α% point of χ2n.
p-value
P(χ2n > χ2cal)
Rejection Region
χ2cal > χ2crit or equivalently, p-value < α.
Decision
Since χ2cal > χ2crit, H0is rejectedor equivalently, p-value < α, H0is rejected.
Conclusion
There is not enough evidence to suggest that The two attributes, namely, degree of interest in political election and level of education are independent.
Now to work out the solution,
Row represents the age group and column represents the Type of Investment.
CONTINGENCY |
(3 x 3) |
r = 3 |
c = 3 |
|
Oij |
DF = |
4 |
||
1 |
2 |
3 |
Oi. |
|
1 |
10 |
40 |
17 |
67 |
2 |
20 |
35 |
12 |
67 |
3 |
21 |
15 |
30 |
66 |
O.j |
51 |
90 |
59 |
200 |
Eij = (Oi. X O.j)/N |
||||
1 |
2 |
3 |
Total |
|
1 |
17.085 |
30.15 |
19.765 |
67 |
2 |
17.085 |
30.15 |
19.765 |
67 |
3 |
16.83 |
29.7 |
19.47 |
66 |
Total |
51 |
90 |
59 |
200 |
Chi-square = (Oij - Eij)^2/Eij |
||||
1 |
2 |
3 |
Total |
|
1 |
2.938088 |
3.217993367 |
0.386806 |
6.542887 |
2 |
0.49735 |
0.780182421 |
3.050606 |
4.328138 |
3 |
1.033209 |
7.275757576 |
5.694961 |
14.00393 |
Total |
4.468646 |
11.27393336 |
9.132374 |
24.87495 |
So, assuming 5% significance level,
χ2cal = |
24.875 |
α = |
0.05 |
||
χ2crit = |
9.49 |
for DF = |
4 |
Decision: Since χ2cal> χ2crit, null hypothesis is rejected.
Conclusion:
There is not sufficient evidence to suggest that type of investment depends on the age. Answer
DONE
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