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null hypothesis definition
hypothesis that assumes no difference, no effect, or no correlation.
what does standard deviation show
how much variation there is between data and mean value
what does high/low standard deviation mean
high → lots of variation, not very reliable
low → little variation, more reliable
standard deviation equation

what does spearman’s rank correlation assess
the degree of association between measurements from the same sample
spearman’s rank correlation equation
the closer rs is to 1+ or 1-, the more likely the correlation

does spearman’s rank correlation need a null hypothesis
yes
degrees of freedom for critical value = n
if rs is closer to 1+ or 1- than the critical value, reject the null hypothesis
what does chi square determine
if there is a connection between discrete data
chi square equation

does chi square need a null hypothesis
yes (there is no significant difference between observed and expected)
degrees of freedom for critical value = n - 1
t ≥ CV reject the null hypothesis
t < CV accept the null hypothesis
what does the paired t-test assess
if there is significant difference between data sets with two categorical groups with the same individuals
paired t-test equation

does the paired t-test need a null hypothesis
yes
degrees of freedom for critical value = n - 1
t ≥ CV reject the null hypothesis
t < CV accept the null hypothesis
what does the unpaired t-test assess
if there is significant difference between data sets with two categorical groups with different individuals
unpaired t-test equation

does the unpaired t-test need a null hypothesis
yes
degrees of freedom for critical value = (n1 + n2) - 2
t ≥ CV reject the null hypothesis
t < CV accept the null hypothesis
what test do you use - looking at frequencies, and whether observations differ from expected values
chi sqaured
what test do you use - looking at the relationship between two variables
spearman’s rank correlation
what test do you use - looking at whether there is a difference in the mean between the same group before and after a change
paired t-test
what test do you use - looking at whether there is a difference in the means between two independent groups
unpaired t-test