Tests of Differences between Independent Pearson Correlations (1 of 5)
A researcher was interested in whether the relationship between
the quantitative portion of the SAT (QSAT) and grades in the first
year of college (GPA) is different for engineering majors than it is
for humanities majors. One hundred engineering majors and 100
humanities majors were sampled and each student's QSAT and GPA were
recorded. The
Pearson's correlation between
these two measures was 0.61 for the engineering majors and 0.35 for the
humanities majors. Is this difference in correlations
significant?
- The first step is to specify the
null hypothesis and an
alternative hypothesis. The null hypothesis
and alternative hypotheses for this problem are:
H0: ρengineers = ρhumanities
H1: ρengineers ≠ ρhumanities
where ρengineers is the
population correlation between QSAT and
GPA for engineering majors and ρhumanities is the population
correlation between QSAT and GPA for the humanities majors.
- The second step is to choose a significance
level. Assume
the 0.05 level is chosen.