Research Methodology - Dr. Krishan K. Pandey
Research Methodology - Dr. Krishan K. Pandey Research Methodology - Dr. Krishan K. Pandey
Chi-square Test 241 The expected frequencies of type A, AB and B (as per the genetic theory) should have been 75, 150 and 75 respectively. We now calculate the value of χ 2 as follows: ∴ Table 10.4 Type Observed Expected (O – E ) i i (O – E ) i i 2 (O – E ) i i 2 /Ei frequency frequency Oi Ei A 90 75 15 225 225/75 = 3 AB 135 150 –15 225 225/150 = 1.5 B 75 75 0 0 0/75 = 0 χ 2 bOi =∑ 2 −Eig = 3 + 1.5 + 0 = 4.5 E Q d.f. = (n – 1) = (3 – 1) = 2. Table value of χ 2 for 2 d.f. at 5 per cent level of significance is 5.991. i The calculated value of χ 2 is 4.5 which is less than the table value and hence can be ascribed to have taken place because of chance. This supports the theoretical hypothesis of the genetic theory that on an average type A, AB and B stand in the proportion of 1 : 2 : 1. Illustration 6 The table given below shows the data obtained during outbreak of smallpox: Attacked Not attacked Total Vaccinated 31 469 500 Not vaccinated 185 1315 1500 Total 216 1784 2000 Test the effectiveness of vaccination in preventing the attack from smallpox. Test your result with the help of χ 2 at 5 per cent level of significance. Solution: Let us take the hypothesis that vaccination is not effective in preventing the attack from smallpox i.e., vaccination and attack are independent. On the basis of this hypothesis, the expected frequency corresponding to the number of persons vaccinated and attacked would be: ( A) × ( B) Expectation of ( AB) = N when A represents vaccination and B represents attack.
242 Research Methodology ∴ (A) = 500 (B) = 216 N = 2000 Expectation of ( AB) = 500 × 216 = 54 2000 Now using the expectation of (AB), we can write the table of expected values as follows: Attacked: B Not attacked: b Total Vaccinated: A (AB) = 54 (Ab) = 446 500 Not vaccinated: a (aB) = 162 (ab) = 1338 1500 Total 216 1784 2000 Table 10.5: Calculation of Chi-Square Group Observed Expected (O – E ) ij ij (O – E ) ij ij 2 (O – E ) ij ij 2 /Eij frequency frequency Oij Eij AB 31 54 –23 529 529/54 = 9.796 Ab 469 446 +23 529 529/44 = 1.186 aB 158 162 +23 529 529/162 = 3.265 ab 1315 1338 –23 529 529/1338 = 0.395 χ 2 dOij −Eiji =∑ E ij 2 = 14.642 Q Degrees of freedom in this case = (r – 1) (c – 1) = (2 – 1) (2 – 1) = 1. The table value of χ 2 for 1 degree of freedom at 5 per cent level of significance is 3.841. The calculated value of χ 2 is much higher than this table value and hence the result of the experiment does not support the hypothesis. We can, thus, conclude that vaccination is effective in preventing the attack from smallpox. Illustration 7 Two research workers classified some people in income groups on the basis of sampling studies. Their results are as follows: Investigators Income groups Total Poor Middle Rich A 160 30 10 200 B 140 120 40 300 Total 300 150 50 500
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Chi-square Test 241<br />
The expected frequencies of type A, AB and B (as per the genetic theory) should have been 75,<br />
150 and 75 respectively.<br />
We now calculate the value of χ 2 as follows:<br />
∴<br />
Table 10.4<br />
Type Observed Expected (O – E ) i i (O – E ) i i 2 (O – E ) i i 2 /Ei frequency frequency<br />
Oi Ei A 90 75 15 225 225/75 = 3<br />
AB 135 150 –15 225 225/150 = 1.5<br />
B 75 75 0 0 0/75 = 0<br />
χ 2 bOi =∑<br />
2<br />
−Eig<br />
= 3 + 1.5 + 0 = 4.5<br />
E<br />
Q d.f. = (n – 1) = (3 – 1) = 2.<br />
Table value of χ 2 for 2 d.f. at 5 per cent level of significance is 5.991.<br />
i<br />
The calculated value of χ 2 is 4.5 which is less than the table value and hence can be ascribed<br />
to have taken place because of chance. This supports the theoretical hypothesis of the genetic theory<br />
that on an average type A, AB and B stand in the proportion of 1 : 2 : 1.<br />
Illustration 6<br />
The table given below shows the data obtained during outbreak of smallpox:<br />
Attacked Not attacked Total<br />
Vaccinated 31 469 500<br />
Not vaccinated 185 1315 1500<br />
Total 216 1784 2000<br />
Test the effectiveness of vaccination in preventing the attack from smallpox. Test your result<br />
with the help of χ 2 at 5 per cent level of significance.<br />
Solution: Let us take the hypothesis that vaccination is not effective in preventing the attack from<br />
smallpox i.e., vaccination and attack are independent. On the basis of this hypothesis, the expected<br />
frequency corresponding to the number of persons vaccinated and attacked would be:<br />
( A) × ( B)<br />
Expectation of ( AB)<br />
=<br />
N<br />
when A represents vaccination and B represents attack.