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Ask your development team for estimates, but keep in minds developers often (unconsciously) tend to be optimistic with work they want to do, and pessimistic with work they don't feel like doing. Use automatic tools like ProjectCodeMeter, COCOMO and SEER-SEM to get some objective and statistical results - the truth is somewhere in between.