That is true, quite often time and work gets wasted because the right specs are not decided or not communicated or the right questions not asked up front .

As a supplier of data analysis and reports to cost cutting/six sigma projects, I have seen it too many times where some project leaders don't go by the 'data first' principle. They pre-decide the direction of the project with no or minimal data and then go about collecting selective data supporting their direction.