Effect of Heredity and Environment on IQ

Effect of Heredity and Environment on IQ

 

  x y
  107 111
  96 97
  103 116
  90 107
  96 99
  113 111
  86 85
  99 108
  109 102
  105 105
  96 100
  89 93
Mean 99.08333 102.8333
Standard Deviation 8.468748 8.674239

 

  1. From the excel formulae and model, the mean of elder twins is 99.0833 and there standard deviation is 8.4689.
  2. On the other hand, the mean and standard deviation for the younger twins is 102.8333 and 8.6742 respectively.
  3. Hypothesis testing

Null hypothesis: there is no difference in means (mean of x is equal to the mean of y).

Alternate hypothesis: there exists a difference in means (mean of x is equal to the mean of y)

  1. A sample t test is used

 

t-Test: Two-Sample Assuming Unequal Variances

 

 

     
  Variable 1 Variable 2
Mean 99.08333 102.8333
Variance 71.7197 75.24242
Observations 12 12
Hypothesized Mean Difference 0  
df 22  
t Stat -1.07157  
P(T<=t) one-tail 0.147765  
t Critical one-tail 1.717144  
P(T<=t) two-tail 0.29553  
t Critical two-tail 2.073873  

 

N1=n2=n3

Let the n1 be sample size from population 1. S1 be the sample standard deviation of population 1. Let n2 be the sample size from population 2, s2 be the standard deviation of population 2. The common standard deviation the common standard deviation can be estimated by the pooled standard deviation.

The test statistic is:

With degree of freedom equal to df=n1+n2-2

N1=n2 = 12

Therefore t = 1.094.

With the critical t value at 0.005 significance level and 23 degree of freedom  (n1+n2-1) 1.714.

Therefore, the null hypothesis is accepted.

  1. The result indicates that there is no significance difference from the t test.