T-Test of a Regression Coefficient

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Where is a coefficient, is the effective number of observations (note that this is different to the effective sample size where repeated observations exist for each respondent) and is the standard error of the coefficient, the test statistic is:

,

where:

,
is the number of parameters, including the intercept (where applicable).