In: Statistics and Probability
The Cambridge Study of delinquent development was undertaken in N. London to investigate the links between criminal behavior in young men and socioeconomic factors of the upbringing. A cohort of 395 boys was followed for about 20 years starting at the age of 8 or 9. All boys attended 6 schools located near the research office.
The table below provides the following summary statistics relating family income and convictions.
Income level
Inadequate |
adequate |
Comfortable or higher |
|
No convictions |
47 |
128 |
90 |
Convicted |
43 |
57 |
30 |
Answer:
Given that,
The Cambridge Study of delinquent development was undertaken in N. London to investigate the links between criminal behavior in young men and socioeconomic factors of the upbringing.
A cohort of 395 boys was followed for about 20 years starting at the age of 8 or 9.
All boys attended 6 schools located near the research office.
The table below provides the following summary statistics relating family income and convictions.
Income level,
Inadequate | adequate | Comfortable or higher | |
No convictions | 47 | 128 | 90 |
Convicted | 43 | 57 | 30 |
(1).
For checking randomness of given data:
Total number of boys =395
Total number of categories=6
If homegenety occurs in each categories there will be 395/6 boys. this is expected frequency.
For checking randomness of data, we use chat square distribution Xn^2:n=5 given by,
< : Test fail randomness of data set.
According to above result. Now we can't consider cohart of these boys to be a random.
(2).
These is no connection between the income level and criminal behaviour in boys.
(3).
Attribute/quality/characteristics data or Dichotomy data or Dichotomy classification.
Inadequate | adequate | Comfortable or higher | Total | |
No convictions | 47(60.38)(i) | 128(124.11) | 90(80.54)(ii) | 265 |
Convicted | 43(29.62) | 57(60.88) | 30(39.45)(iii) | 130 |
Total | 90 | 185 | 120 | 395 |
Note:
(i). (90)(265)/(395)=60.38
(ii). (120)(265)/(395)=80.54
(iii). (120)(130)/(395)=39.45
The above table is known as contegency tabel observed frequency are given and expected are given and expected frequency are calculated and written is braket '()' in the table above.
The test statistics for hypotheses given is ('2)
with degree of frequency
(r-1)(c-1)
=(2-1)(3-1)
=1(2)
=2
Note:
We are checking independency is (1) we are checking randomness,
=2.964+0.121+3.3010+6.044+0.2+2.263
=14.9429
=5.991
< we reject the test hypotheses.
Yes there is association between both income level and criminal behaviour.
Watching numerical measure we can say strongly that indw income level is higher convicted.
Inadequate-conv=6.049
Adequate-conv=0.29
Higher - conv =2.263