Statistical testing Flashcards
What is a significant result?
where there is a low probability that chance factors were responsible for any observed difference, correlation or association in the variables tested
What do we do if our results are significant? (in relation to hypothesis)
we can reject our null hypothesis and accept our alternative hypothesis
What p level do we use in psychology?
we use p < 0.05 (as it strikes a balance between making a type I and II error) but p < 0.01 is used in tests that could cause harm like introducing a new drug
What is a type I error?
when the null hypothesis is rejected when it should have been accepted
(happens when a lenient significance level is used, an error of optimism)
What is a type II error?
when the null hypothesis is accepted when it should have been rejected
(happens when a stringent significance level is used, an error of pessimism)
When to use the sign test?
data is nominal and repeated measures has been used
How to calculate the sign test?
Calculate the differences between the two results
Count the number of positive and negative differences, ignoring signs that have stayed the same
The calculated value for the sign test, S, is the number of times the least frequent value has occurred
Calculate the N value (the total number of value - values with no difference)
Use the N value to find the critical value of S at p<0.05
If S is smaller than the critical value reject the null hypothesis
If S is larger than the critical value accept the null hypothesis
Unrelated V related design
unrelated - independent groups
related - matched pairs and repeated measures
What has to be taken into account when choosing a statistical test?
the design
the type of data
whether a difference or correlation is being measured
What are the tests of association/correlation?
Chi-squared
Spearman’s Rho
Pearson’s R
What test of association/correlation uses nominal data?
Chi-squared
What test of association/correlation uses ordinal data?
Spearman’s Rho
What test of association/correlation uses interval data?
Pearson’s R
What are the three types of data?
Nominal
Interval
Ordinal
What are the tests of difference used in an unrelated experiment?
Chi-squared
Mann-whitney
Unrelated t-test