The data in a
scatterplot are a random sample from a
population that may exhibit a
linear relationship between x and
y. Different sample è different
plot.
Now we want to
describe the population mean
response
my as a function of the explanatory variable x: my = a + bx.
And we want to
assess whether the observed relationship is statistically significant (not entirely
explained by chance events due to random sampling).