I have a multiple regression where all my coefficients are significant. When I add new variables my initial variables become insignificant. Furthermore, my new variables (that in a simple regression are significant) turn out to be also insignificant.
My questions are:
- What are the possible reasons for this change of significance?
- What are the methods and possible solutions to solve this issue?