Just watched a short video by Trey Hunner and thought it was a good rule.
Balanced Statements
If the else statement is not more important than the if check, then keeping it can improve readability. The if and the else statements are like a balance scale.
Example
Unnecessary and Confusing else Statement
However, if the else statement is more important than the if check, it is better to remove the else statement.