Normal Curve and Z-Scores Flashcards
What are three fundamental characteristics of a normal distribution?
- unimodal
- symmetrical
- asymptotic
Why is the normal distribution important?
It allows us to predict the probability of scores falling in a certain range (links data to probabilities)
What are two types of deviations from normality?
Positive skew
Negative skew
What is probability?
The likelihood of an event occurring
# of outcomes/total # possible outcomes
forms a direct link between samples and the population that they come from
What is standardization?
The process of converting a raw score to a standard score, which is a metric more easily interpretable.
How do you interpret a z-score?
A type of standardized score
Expressed the value of the score in terms of how many SDs it falls from the mean
Raw score = mean/SD
How to determine meaningfulness of data
statistical significance
practical significance
confidence interval
standard error
standard deviation of the frequency distribution
amount of noise we expect to determine strength of signal
law of large numbers
larger the sample size, more probable that sample mean will be close to the population mean