Compare the statistical likelihood of a man or a woman


Assignment:

T-tests

On the last table are data on cancer rates by region for the whole of Scotland. The data were collected in 2000 and are expressed as rates per 100,000. If you were to compare the statistical likelihood of a man or a woman contracting lung cancer using a t-test Excel would produce the following output.

t-Test: Two-Sample Assuming Unequal Variances

 

 

 

 

 

Variable 1

Variable 2

 

Mean

86.99158

50.35315

 

Variance

461.3188

146.3005

 

Observations

29

29

 

Hypothesized Mean Difference

0

 

 

df

44

 

 

t Stat

8.004239

 

 

P(T<=t) one-tail

1.99E-10

 

 

t Critical one-tail

1.68023

 

 

P(T<=t) two-tail

3.98E-10

 

 

t Critical two-tail

2.015367

 

 

This analysis would tell you the following:

The average rate of lung cancer per 100,000 men in Scotland =        87

The average rate of lung cancer per 100,000 women in Scotland =   50

Because the t-statistic associated with the above is 8.00 and the critical point at the 0.05% level for statistical significance (with 2 tails) is 2.02 then there is a statistically significant difference in lung cancer rates between men and women in Scotland. Indeed the probability value (P(T<=t) two-tail) associated with the above analysis is 0.0000000000398 or 3.98 * 10-10 . This is much less than 0.05 and is also less than 0.01 (the two limits commonly used by scientists).

The above output could therefore be summarised in a table as follows:

Statistical Comparison of Lung Cancer Rates between Men and Women in Scotland

Mean rate (per 100,000) for Men =

87

Mean rate (per 100,000) for Women =

50

t-value at 5% level =

2.02

t-statistic generated from t-test =

8.00

p-value associated with t-test =

p < 0.01

Conclusion =

There is a significant difference in lung cancer rates between men and women in Scotland.

Complete the following tables based on the data for other cancers.

Statistical Comparison of Stomach Cancer Rates between Men and Women in Scotland

Mean rate (per 100,000) for Men =

 

Mean rate (per 100,000) for Women =

 

t-value at 5% level =

 

t-statistic generated from t-test =

 

p-value associated with t-test =

 

Conclusion =

 

 

Statistical Comparison of Large Bowel Cancer Rates between Men and Women in Scotland

Mean rate (per 100,000) for Men =

 

Mean rate (per 100,000) for Women =

 

t-value at 5% level =

 

t-statistic generated from t-test =

 

p-value associated with t-test =

 

Conclusion =

 

 

Statistical Comparison of Bladder Cancer Rates between Men and Women in Scotland

Mean rate (per 100,000) for Men =

 

Mean rate (per 100,000) for Women =

 

t-value at 5% level =

 

t-statistic generated from t-test =

 

p-value associated with t-test =

 

Conclusion =

 

 

Statistical Comparison between the rate of Stomach Cancer and the rate of Cervical Cancer in the Female population in Scotland

Mean rate of Stomach Cancer =

 

Mean rate of Cervical Cancer =

 

t-value at 5% level =

 

t-statistic generated from t-test =

 

p-value associated with t-test =

 

Conclusion =

 

 

Statistical Comparison between the rate of Large Bowel Cancer and the rate of Prostate Cancer in the Male population in Scotland

Mean rate of Large Bowel Cancer =

 

Mean rate of Prostate Cancer =

 

t-value at 5% level =

 

t-statistic generated from t-test =

 

p-value associated with t-test =

 

Conclusion =

 

 

Cancer Registrations by local council area: year ending 31 December 2000                            
                             
Rates per 100 000    Men   Women
                             
Local council area   Lung Stomach Large bowel Bladder Prostate   Lung Stomach Large bowel Bladder Breast Ovary Cervix uteri
                             
All Areas   88.9 20.7 66.2 18.0 68.3   52.6 9.0 42.0 5.7 117.5 19.2 10.2
                             
Aberdeen City   84.4 22.7 71.2 15.1 70.9   58.5 11.7 46.7 5.7 112.8 13.0 7.6
Aberdeenshire   61.6 22.5 62.4 24.0 79.1   36.8 5.7 50.3 2.1 144.7 18.0 9.2
Angus   66.8 17.3 83.6 17.0 67.8   36.7 8.7 48.4 0.0 95.1 29.7 0.0
Argyll & Bute   102.9 20.6 59.9 14.7 91.9   53.3 0.0 55.8 0.0 139.2 10.4 11.9
Scottish Borders   65.8 18.0 62.6 17.5 68.7   51.4 5.1 49.4 7.1 87.3 22.9 15.9
Clackmannanshire   132.2 0.0 55.4 27.3 101.5   54.3 12.5 32.5 0.0 81.7 23.1 0.0
Dumfries & Galloway   66.2 17.5 59.8 18.5 47.9   30.9 0.0 34.0 4.3 128.4 17.6 11.1
Dundee City   70.9 26.6 73.7 18.5 58.9   43.6 13.1 37.5 7.9 105.2 14.7 18.0
East Ayrshire   93.9 30.1 50.9 14.4 69.2   44.4 7.0 41.6 7.8 126.8 14.8 6.9
East Dunbartonshire   78.0 23.3 51.7 12.8 66.2   60.4 0.0 41.9 6.2 154.5 17.4 9.6
East Lothian   88.5 25.9 68.4 21.7 94.6   47.2 14.0 52.4 9.6 183.8 28.5 13.8
East Renfrewshire   70.9 23.9 60.9 19.5 61.3   38.6 0.0 26.9 0.0 174.6 19.5 0.0
Edinburgh City   88.3 15.0 61.3 16.4 92.0   55.3 5.7 42.6 3.7 112.9 19.4 10.2
Falkirk   86.8 20.0 73.3 14.5 76.9   47.0 10.3 29.8 7.6 103.5 20.4 6.5
Fife   75.1 21.9 78.0 20.9 54.6   43.5 8.3 46.3 4.6 154.5 22.6 7.1
Glasgow City   132.6 26.4 70.7 19.3 57.3   86.8 12.1 39.6 5.5 116.2 20.8 11.2
Highland   63.3 15.4 77.1 17.0 101.6   35.0 13.3 42.2 10.7 119.8 20.1 10.1
Inverclyde   116.0 34.0 65.2 15.0 47.7   48.1 10.1 31.7 10.3 92.6 11.6 0.0
Midlothian   105.8 0.0 54.9 16.8 61.1   69.1 8.8 46.7 10.1 87.8 11.7 0.0
Moray   76.4 15.4 67.8 20.5 57.0   53.6 0.0 51.8 0.0 97.3 24.5 0.0
North Ayrshire   78.4 22.6 62.5 17.5 52.3   48.9 8.0 43.3 8.1 108.4 14.9 10.7
North Lanarkshire   119.2 21.9 60.6 16.2 48.5   59.8 12.4 35.2 8.8 123.3 15.0 12.5
Perth and Kinross   71.8 24.3 87.4 15.5 63.6   37.2 10.1 48.1 7.2 126.2 22.2 0.0
Renfrewshire   89.3 26.3 59.7 14.6 63.0   60.5 10.9 44.6 4.8 115.6 19.8 10.7
South Ayrshire   74.1 9.8 63.6 16.2 65.9   39.4 6.4 40.6 0.0 66.4 26.1 15.7
South Lanarkshire   95.7 17.1 61.5 18.0 70.3   52.0 8.5 37.1 5.9 103.2 16.8 10.5
Stirling   49.9 21.4 44.8 22.3 94.9   41.3 8.1 37.1 9.1 62.7 17.2 14.0
West Dunbartonshire   106.6 20.5 57.4 15.6 44.0   64.2 13.6 50.1 0.0 148.1 21.1 13.5
West Lothian   111.2 11.4 76.2 23.9 83.9   62.4 11.2 37.6 5.4 69.5 24.9 16.4

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Basic Statistics: Compare the statistical likelihood of a man or a woman
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