How Do You Identify A Predictor Variable?

How Do You Identify A Predictor Variable? Generally variable with highest correlation is a good predictor. You can also compare coefficients to select the best predictor (Make sure you have normalized the data before you perform regression and you take absolute value of coefficients) You can also look change in R-squared value. Which variable is