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Therefore, the Age variable is a categorical variable.

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Presentation on theme: "Therefore, the Age variable is a categorical variable."— Presentation transcript:

1 Therefore, the Age variable is a categorical variable.
In a study, the age information was collected in terms of the following age categories. Therefore, the Age variable is a categorical variable. AGE Percentage 20 to less than 30 23% 30 to less than 40 30% 40 to less than 50 35% 50 to less than 60 10% 60 and above 2% Yes or No

2 There is significant correlation between treatment and outcome.
Observational study: results from 2 treatment levels (different dosages) and their outcomes. (Data from 200 randomly selected patients.) Hypertension Treatment Yes No Total A: 250mg 44 56 100 B: 500mg 29 71 73 127 200 Treatment A: 44/100 = 44% Treatment B: 29/100 = 29% There is significant correlation between treatment and outcome.

3 So, lower dosage was the cause of the higher rate of hypertension.
Your Answer: Yes or No Association does not imply causation

4 Hypertension Below 65 65+ Treatment Yes No Total A 5 18 23 39 38 77 B
Multivariate approach in data analysis Hypertension Below 65 65+ Treatment Yes No Total A 5 18 23 39 38 77 B 17 60 12 11 * Older patients prefer Drug A OR <65: A: /23 = 22% B: 17/77 = 22% OR 65+: A: 39/77 = 51% B: 12/23 = 52%

5 Two Quantitative variables
Average annual temperature and the mortality index for breast cancer in women in certain region of Europe.

6 Since there is very clear upward linear trend, so can we conclude that the high temperature increased the mortality index? Your Answer: Yes or No

7

8 When a person’s height is 45 inches, the expected weight for the person’s would be around 40 lbs.
Yes or No

9

10 Confidence interval with z-score:
The (1 a)% confidence interval estimate for population mean: Assumption: If sampled from normal population with known variance, s,  Assumption: If large sample and if unknown variance, s replaces s, Rarely used in practice!

11 “The” Method Used in Practice
Confidence interval with t-score: The (1 a)% confidence interval estimate for population mean: Assumption: If sampled from normal population with unknown variance, s,  (If sample size is large the normality assumption is insignificant.) t  z as sample becomes large

12 t-Test Statistic for testing Mean
p-value is the common approach

13 Student’s t Distribution
Z Standard Normal (Z) Bell-Shaped Symmetric ‘Fatter’ Tails t (df = 13) t (df = 5) t


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