What are the main 2 types of data?
Numerical and categorical
What are the 2 types of numerical data
Continuous and discrete
What are the types of categorical data
-2 groups only (binary/dichotomous)
-Several groups (nominal/ordinal - with order)
What are the different distributions of data?
-Normal (bell shape)
-Negatively skewed
-Positively skewed
How to calculate standard deviation?
-Calculate mean of values
-For each value, calculate the difference from the mean
-Square the individual differences from the mean and add them up
-Variance = the sum of squared individual differences / number of observations - 1
-SD = square root of variance
How do you calculate reference range?
Mean +/- 1.96 x SD
What does reference range tell you?
-Tells you the upper and lower limits of which 95% of the data fall into
If data are normally distributed what % of all measurements fall within 1 SD of the mean
68%
If data are normally distributed what % of all measurements fall within 2 SD of the mean
95%
What is the standard error
-SE is the SD of sample estimates
-SE used when looking at variation of sample means
-SD used when looking at variation of data about the mean
How does SE differ from SD
-SE has a smaller range
How do you calculate SE
Calculate the SE and 95% CI
SE = 4.4 / square root of 1500 = 0.11
95% CI:
Lower CI = 27.8 - (1.96 x 0.11) = 27.6
Upper CI = 27.8 + (1.96 x 0.11) = 28.0