Statistics (2) Flashcards
Describe the characteristics of a normal distribution
Mean = Median = Mode
Symmetrical
68% values in 1SD and 95% in 2SD
Name 2 reasons why data may not be normally distributed
- Mean doesn’t equal median
- 2SD below mean is impossible e.g height <0cm
Name 3 examples of normal distribution
- Height
- Weight
- Haemoglobin
Name 3 examples of skewed distributions
- Salaries
- GCSEs passed
- Marriages in a Year
Describe the difference between parametric and non-parametric tests
Parametric assume data is normal so are more powerful whereas non-parametric make fewer assumptions so less powerful but may be used on non-normal or ordinal data
What is a non-statistical hypothesis test?
Test deciding between null hypothesis and alternative hypothesis
What is the function of a statistical hypothesis test?
Assess strength of evidence in data
Describe 2 types of statistical hypothesis testing
- One tailed shows direction
- Two tailed doesn’t indicate direction
Describe paired vs independent studies
- Individuals in comparison and sample group do not influence each other in independent studies
- In paired there are couplings between sample groups e.g data taken from same sample over time, twin studies etc.
Describe the difference between statistical and clinical significance
May have statistical significance but not be clinically valuable e.g cost vs benefit
What is the function of the p-value?
Tells us how likely the result of null hypothesis is to be true
Describe convention for accepting p-value as significant
If p=small reject the null hypothesis for the alternative hypothesis, typically when p<0.05