Linear Regression - How do you explain linear regression to a child?

If you want to see the big picture, draw a line through the data using linear regression. It is possible to estimate a person's potential exam score by knowing the amount of time they spent studying. What we're doing is essentially making a bet based on the pattern we see in the data.