I think calling linear regression simple is misleading. While the algorithm is simple, interpreting the results and not falling into one of the many traps is quite difficult!
Mine was also. I am just pointing out that even with a simple algorithm like linear regression you can run into all kind of issues and it's not always obvious. Sometimes a slightly more complex method is easier to get right in the long run. It depends on many factors.
