Why are there so many methods in econometrics regression?

there are just to many methods for me to comprehend, how do one decide which methods should they use? like there's FEM, CEM, REM, PVAR, OLS, LSDV, or whatever they are, beside there is also Multicoll, Autocorr, Hetero and Normality Test