Question: what is a confidence interval for a regression coefficient?
Answer: The interval is the set of values for which a hypothesis test to the level of 5% cannot be rejected. The interval has a probability of 95% to contain the true value of βi . So in 95% of all samples that could be drawn, the confidence interval will cover the true value of βi .